diff --git a/.github/workflows/catalog.yml b/.github/workflows/catalog.yml new file mode 100644 index 0000000..1fd0266 --- /dev/null +++ b/.github/workflows/catalog.yml @@ -0,0 +1,66 @@ +name: Catalog + +on: + pull_request: + paths: + - "catalog/*/*.json" + - "ai-catalog.json" + - "scripts/generate_ai_catalog.py" + - "tests/test_generate_ai_catalog.py" + - ".github/workflows/catalog.yml" + push: + branches: + - main + workflow_dispatch: + +permissions: + actions: write + contents: write + pull-requests: write + +jobs: + update: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + with: + repository: ${{ github.event.pull_request.head.repo.full_name || github.repository }} + ref: ${{ github.event.pull_request.head.ref || github.ref }} + - run: python3 -m unittest discover -s tests + - run: python3 scripts/generate_ai_catalog.py + - name: Update pull request + if: github.event_name == 'pull_request' && github.event.pull_request.head.repo.full_name == github.repository + env: + GH_TOKEN: ${{ github.token }} + HEAD_REF: ${{ github.event.pull_request.head.ref }} + run: | + git diff --quiet -- ai-catalog.json && exit 0 + git config user.name github-actions[bot] + git config user.email 41898282+github-actions[bot]@users.noreply.github.com + git add ai-catalog.json + git commit -m "Update generated ARD catalog" + git push origin "HEAD:$HEAD_REF" + if gh workflow view catalog.yml >/dev/null 2>&1; then + gh workflow run catalog.yml --ref "$HEAD_REF" + fi + - name: Open fallback pull request + if: github.event_name == 'push' && github.ref == 'refs/heads/main' + env: + GH_TOKEN: ${{ github.token }} + run: | + git diff --quiet -- ai-catalog.json && exit 0 + branch=automation/update-ai-catalog + git config user.name github-actions[bot] + git config user.email 41898282+github-actions[bot]@users.noreply.github.com + git switch -c "$branch" + git add ai-catalog.json + git commit -m "Update generated ARD catalog" + git push --force origin "$branch" + if [ "$(gh pr list --head "$branch" --state open --json number --jq length)" = 0 ]; then + gh pr create \ + --base main \ + --head "$branch" \ + --title "Update generated ARD catalog" \ + --body "Regenerates \`ai-catalog.json\` from the canonical entries and live MCP catalog." + fi + gh workflow run catalog.yml --ref "$branch" diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 6eaed9e..f4763cd 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -61,17 +61,23 @@ Create a file at `catalog//.json` with the followi ### 4. Validate your JSON -Make sure your file is valid JSON: +Make sure your file is valid JSON, then regenerate and check the ARD ingestion catalog: ```bash python -m json.tool catalog//.json +python3 scripts/generate_ai_catalog.py +python3 scripts/generate_ai_catalog.py --check ``` +Files under `catalog//` remain the source of truth for contributor-managed entries. The root `ai-catalog.json` is generated for ARD ingestion, supplemented with missing entries from GitHub's public MCP catalog, and should not be edited by hand. + +The pull request workflow regenerates `ai-catalog.json` automatically for branches in this repository. Fork workflows validate the catalog but cannot push changes; the main-branch fallback opens a follow-up pull request if regeneration is needed after merge. + ### 5. Open a pull request ```bash git checkout -b add- -git add catalog/ +git add catalog/ ai-catalog.json git commit -m "Add to catalog" git push origin add- gh pr create --title "Add " --body "Adds to the agentfinder catalog." diff --git a/README.md b/README.md index 9bf7106..dfb2571 100644 --- a/README.md +++ b/README.md @@ -26,6 +26,8 @@ catalog/ Each augment is a single JSON file under the publisher's directory. The publisher name matches the GitHub organization or username that owns the resource. +These per-entry files are the source of truth for contributor-managed entries. The root `ai-catalog.json` is a generated Agentic Resource Discovery (ARD) ingestion artifact that also includes missing entries from GitHub's public MCP catalog. Do not edit it by hand; regenerate it with `python3 scripts/generate_ai_catalog.py`. + ## Contributing Want to list your skill or MCP server in the catalog? See **[CONTRIBUTING.md](CONTRIBUTING.md)** for the full guide, including the JSON schema, validation steps, and PR process. diff --git a/ai-catalog.json b/ai-catalog.json new file mode 100644 index 0000000..9640d7b --- /dev/null +++ b/ai-catalog.json @@ -0,0 +1,25851 @@ +{ + "specVersion": "1.0", + "host": { + "displayName": "GitHub Agent Finder Catalog" + }, + "entries": [ + { + "identifier": "urn:air:registry.modelcontextprotocol.io:amplitude:mcp-server-guide", + "displayName": "Amplitude", + "mediaType": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/amplitude%2Fmcp-server-guide/versions/latest", + "metadata": { + "sourceSet": "mcp-registry-approved", + "serverName": "amplitude/mcp-server-guide", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + "identifier": "urn:air:github.com:angular:skills:angular-developer", + "displayName": "Angular Developer", + "mediaType": "application/ai-skill", + "url": "https://github.com/angular/skills/blob/main/angular-developer/SKILL.md", + "description": "Generates Angular code and provides architectural guidance.", + "metadata": { + "sourceSet": "angular/skills", + "repoPath": "angular-developer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:angular:skills:angular-new-app", + "displayName": "Angular New App", + "mediaType": "application/ai-skill", + "url": "https://github.com/angular/skills/blob/main/angular-new-app/SKILL.md", + "description": "Creates a new Angular app using the Angular CLI.", + "metadata": { + "sourceSet": "angular/skills", + "repoPath": "angular-new-app/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:antfu:nuxt-mcp", + "displayName": "Nuxt", + "mediaType": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/antfu%2Fnuxt-mcp/versions/latest", + "metadata": { + "sourceSet": "mcp-registry-approved", + "serverName": "antfu/nuxt-mcp", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:agent-sdk-dev", + "displayName": "Agent Sdk Dev", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/agent-sdk-dev", + "description": "Claude Agent SDK Development Plugin", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/agent-sdk-dev/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-for-legal:ai-governance-legal", + "displayName": "Ai Governance Legal", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-for-legal/blob/main/ai-governance-legal", + "description": "Triages proposed AI use cases against your registry, runs impact assessments across the regimes in scope, reviews vendor AI terms for...", + "metadata": { + "sourceSet": "anthropics/claude-for-legal", + "repoPath": "ai-governance-legal/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:algorithmic-art", + "displayName": "Algorithmic Art", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/algorithmic-art/SKILL.md", + "description": "Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/algorithmic-art/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:apollo", + "displayName": "Apollo", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/partner-built/apollo", + "description": "3 pre-built skills that chain multiple Apollo APIs into complete sales workflows - no manual steps, no tab switching. 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Create issues, manage projects, update statuses, search across workspaces, and streamline your software...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "external_plugins/linear/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-for-legal:litigation-legal", + "displayName": "Litigation Legal", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-for-legal/blob/main/litigation-legal", + "description": "Manages the litigation portfolio - matters, deadlines, holds, demands, outside counsel - and does the work: claim charts (patent and civil)...", + "metadata": { + "sourceSet": "anthropics/claude-for-legal", + "repoPath": "litigation-legal/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:lseg", + "displayName": "Lseg", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/partner-built/lseg", + "description": "Price bonds, analyze yield curves, evaluate FX carry trades, value options, and build macro dashboards using LSEG financial data and analytics.", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/partner-built/lseg/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:market-researcher", + "displayName": "Market Researcher", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/agent-plugins/market-researcher", + "description": "Sector or theme to industry overview, competitive landscape, peer comps, and ideas shortlist", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/agent-plugins/market-researcher/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:marketing", + "displayName": "Marketing", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/marketing", + "description": "Create content, plan campaigns, and analyze performance across marketing channels. Maintain brand voice consistency, track competitors, and report on...", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "marketing/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:math-olympiad", + "displayName": "Math Olympiad", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/math-olympiad", + "description": "Solve competition math (IMO, Putnam, USAMO) with adversarial verification that catches what self-verification misses. Fresh-context verifiers attack...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/math-olympiad/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:mcp-builder", + "displayName": "Mcp Builder", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/mcp-builder/SKILL.md", + "description": "Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/mcp-builder/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:mcp-server-dev", + "displayName": "Mcp Server Dev", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/mcp-server-dev", + "description": "Skills for designing and building MCP servers that work seamlessly with Claude - guides you through deployment models (remote HTTP, MCPB, local)...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/mcp-server-dev/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:mcp-tunnels", + "displayName": "Mcp Tunnels", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/mcp-tunnels", + "description": "Connect Claude to a private MCP server through an Anthropic MCP tunnel. Drives the Docker Compose quickstart end to end: certificates, proxy config...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/mcp-tunnels/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:meeting-prep-agent", + "displayName": "Meeting Prep Agent", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/agent-plugins/meeting-prep-agent", + "description": "Briefing pack before every client meeting", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/agent-plugins/meeting-prep-agent/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:model-builder", + "displayName": "Model Builder", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/agent-plugins/model-builder", + "description": "DCF, LBO, 3-statement, comps - live in Excel", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/agent-plugins/model-builder/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:month-end-closer", + "displayName": "Month End Closer", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/agent-plugins/month-end-closer", + "description": "Accruals, roll-forwards, variance commentary", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/agent-plugins/month-end-closer/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:operations", + "displayName": "Operations", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/operations", + "description": "Optimize business operations - vendor management, process documentation, change management, capacity planning, and compliance tracking. Keep your...", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "operations/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:defending-code-reference-harness:patch", + "displayName": "Patch", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/defending-code-reference-harness/blob/main/.claude/skills/patch/SKILL.md", + "description": "Generate candidate fixes for verified security findings.", + "metadata": { + "sourceSet": "anthropics/defending-code-reference-harness", + "repoPath": ".claude/skills/patch/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:pdf-viewer", + "displayName": "Pdf Viewer", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/pdf-viewer", + "description": "View, annotate, and sign PDFs in a live interactive viewer. Mark up contracts, fill forms with visual feedback, stamp approvals, and place signatures...", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "pdf-viewer/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:pdf", + "displayName": "Pdf", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/pdf/SKILL.md", + "description": "Use this skill whenever the user wants to do anything with PDF files.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/pdf/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:pitch-agent", + "displayName": "Pitch Agent", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/agent-plugins/pitch-agent", + "description": "Comps, precedents, LBO to a branded pitch deck, end to end", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/agent-plugins/pitch-agent/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:playground", + "displayName": "Playground", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/playground", + "description": "Creates interactive HTML playgrounds - self-contained single-file explorers with visual controls, live preview, and prompt output with copy button", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/playground/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:playwright", + "displayName": "Playwright", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/external_plugins/playwright", + "description": "Browser automation and end-to-end testing MCP server by Microsoft. Enables Claude to interact with web pages, take screenshots, fill forms, click...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "external_plugins/playwright/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:plugin-dev", + "displayName": "Plugin Dev", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/plugin-dev", + "description": "Plugin development toolkit with skills for creating agents, commands, hooks, MCP integrations, and comprehensive plugin structure guidance", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/plugin-dev/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:pptx", + "displayName": "Pptx", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/pptx/SKILL.md", + "description": "Use this skill any time a .pptx file is involved in any way - as input, output, or both.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/pptx/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:pr-review-toolkit", + "displayName": "Pr Review Toolkit", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/pr-review-toolkit", + "description": "Comprehensive PR review agents specializing in comments, tests, error handling, type design, code quality, and code simplification", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/pr-review-toolkit/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-for-legal:privacy-legal", + "displayName": "Privacy Legal", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-for-legal/blob/main/privacy-legal", + "description": "Triages processing activities, generates PIAs, reviews DPAs as controller or processor, drafts DSAR responses within statutory timelines, and...", + "metadata": { + "sourceSet": "anthropics/claude-for-legal", + "repoPath": "privacy-legal/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:private-equity", + "displayName": "Private Equity", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/vertical-plugins/private-equity", + "description": "Private equity deal sourcing and workflow tools: company discovery, CRM integration, and founder outreach", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/vertical-plugins/private-equity/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-for-legal:product-legal", + "displayName": "Product Legal", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-for-legal/blob/main/product-legal", + "description": "Reviews product launches against your risk calibration, answers 'is this a problem?' questions in minutes, checks marketing copy for claims that need...", + "metadata": { + "sourceSet": "anthropics/claude-for-legal", + "repoPath": "product-legal/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:product-management", + "displayName": "Product Management", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/product-management", + "description": "Write feature specs, plan roadmaps, and synthesize user research faster. Keep stakeholders updated and stay ahead of the competitive landscape.", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "product-management/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:productivity", + "displayName": "Productivity", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/productivity", + "description": "Manage tasks, plan your day, and build up memory of important context about your work. Syncs with your calendar, email, and chat to keep everything...", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "productivity/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:project-artifact", + "displayName": "Project Artifact", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/project-artifact", + "description": "Generate and publish a project status artifact - an opinionated, tabbed status page (overview & success criteria, the workstream sequence, next...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/project-artifact/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:defending-code-reference-harness:quickstart", + "displayName": "Quickstart", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/defending-code-reference-harness/blob/main/.claude/skills/quickstart/SKILL.md", + "description": "The front door for this repo.", + "metadata": { + "sourceSet": "anthropics/defending-code-reference-harness", + "repoPath": ".claude/skills/quickstart/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:ralph-loop", + "displayName": "Ralph Loop", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/ralph-loop", + "description": "Continuous self-referential AI loops for interactive iterative development, implementing the Ralph Wiggum technique. Run Claude in a while-true loop...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/ralph-loop/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-code:ralph-wiggum", + "displayName": "Ralph Wiggum", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-code/blob/main/plugins/ralph-wiggum", + "description": "Implementation of the Ralph Wiggum technique - continuous self-referential AI loops for interactive iterative development. Run Claude in a while-true...", + "metadata": { + "sourceSet": "anthropics/claude-code", + "repoPath": "plugins/ralph-wiggum/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-for-legal:regulatory-legal", + "displayName": "Regulatory Legal", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-for-legal/blob/main/regulatory-legal", + "description": "Watches regulatory feeds, diffs new rules against your policy library, tracks comment deadlines and open gaps, and writes the digest your team reads...", + "metadata": { + "sourceSet": "anthropics/claude-for-legal", + "repoPath": "regulatory-legal/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:sales", + "displayName": "Sales", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/sales", + "description": "Prospect, craft outreach, and build deal strategy faster. Prep for calls, manage your pipeline, and write personalized messaging that moves deals...", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "sales/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:security-guidance", + "displayName": "Security Guidance", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/security-guidance", + "description": "Security review for Claude-generated code. Pattern-based warnings on edits, LLM-powered diff review on Stop, and an agentic commit reviewer that...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/security-guidance/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:serena", + "displayName": "Serena", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/external_plugins/serena", + "description": "Semantic code analysis MCP server providing intelligent code understanding, refactoring suggestions, and codebase navigation through language server...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "external_plugins/serena/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:session-report", + "displayName": "Session Report", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/session-report/skills/session-report/SKILL.md", + "description": "Generate an explorable HTML report of Claude Code session usage (tokens, cache, subagents, skills, expensive prompts) from ~/.claude/projects...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/session-report/skills/session-report/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:skill-creator", + "displayName": "Skill Creator", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/plugins/skill-creator", + "description": "Create new skills, improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "plugins/skill-creator/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:slack-by-salesforce", + "displayName": "Slack By Salesforce", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/partner-built/slack", + "description": "Official Slack MCP server for interactive and collaborative workflows. Surface insights, draft messages, and engage teams directly within Slack from...", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "partner-built/slack/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:slack-gif-creator", + "displayName": "Slack Gif Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/slack-gif-creator/SKILL.md", + "description": "Knowledge and utilities for creating animated GIFs optimized for Slack.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/slack-gif-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:small-business", + "displayName": "Small Business", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/small-business", + "description": "Pre-built small business workflows (including payroll planning, month-end close, weekly briefs, and growth campaigns) using your QuickBooks, PayPal...", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "small-business/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:sp-global", + "displayName": "Sp Global", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/partner-built/spglobal", + "description": "S&P Global - Financial data and analytics skills including company tearsheets, earnings previews, and transaction summaries", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/partner-built/spglobal/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:statement-auditor", + "displayName": "Statement Auditor", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/agent-plugins/statement-auditor", + "description": "Audits pre-generated LP statements before distribution", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/agent-plugins/statement-auditor/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:telegram", + "displayName": "Telegram", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/external_plugins/telegram", + "description": "Telegram channel for Claude Code - messaging bridge with built-in access control. Manage pairing, allowlists, and policy via /telegram:access.", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "external_plugins/telegram/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:template-skill", + "displayName": "Template Skill", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/template/SKILL.md", + "description": "Replace with description of the skill and when Claude should use it.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "template/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:claude-plugins-public:terraform", + "displayName": "Terraform", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/claude-plugins-public/blob/main/external_plugins/terraform", + "description": "The Terraform MCP Server provides seamless integration with Terraform ecosystem, enabling advanced automation and interaction capabilities for...", + "metadata": { + "sourceSet": "anthropics/claude-plugins-public", + "repoPath": "external_plugins/terraform/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:theme-factory", + "displayName": "Theme Factory", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/theme-factory/SKILL.md", + "description": "Toolkit for styling artifacts with a theme.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/theme-factory/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:defending-code-reference-harness:threat-model", + "displayName": "Threat Model", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/defending-code-reference-harness/blob/main/.claude/skills/threat-model/SKILL.md", + "description": "Build a threat model for a target codebase.", + "metadata": { + "sourceSet": "anthropics/defending-code-reference-harness", + "repoPath": ".claude/skills/threat-model/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:defending-code-reference-harness:triage", + "displayName": "Triage", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/defending-code-reference-harness/blob/main/.claude/skills/triage/SKILL.md", + "description": "Triage a batch of raw security findings.", + "metadata": { + "sourceSet": "anthropics/defending-code-reference-harness", + "repoPath": ".claude/skills/triage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:valuation-reviewer", + "displayName": "Valuation Reviewer", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/agent-plugins/valuation-reviewer", + "description": "Ingests GP packages, runs valuation template, stages LP reporting", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/agent-plugins/valuation-reviewer/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:defending-code-reference-harness:vuln-scan", + "displayName": "Vuln Scan", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/defending-code-reference-harness/blob/main/.claude/skills/vuln-scan/SKILL.md", + "description": "Static source-code vulnerability scan.", + "metadata": { + "sourceSet": "anthropics/defending-code-reference-harness", + "repoPath": ".claude/skills/vuln-scan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:financial-services-plugins:wealth-management", + "displayName": "Wealth Management", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/financial-services-plugins/blob/main/plugins/vertical-plugins/wealth-management", + "description": "Wealth management and financial advisory tools: client reviews, financial planning, portfolio analysis, and client reporting", + "metadata": { + "sourceSet": "anthropics/financial-services-plugins", + "repoPath": "plugins/vertical-plugins/wealth-management/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:web-artifacts-builder", + "displayName": "Web Artifacts Builder", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/web-artifacts-builder/SKILL.md", + "description": "Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS...", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/web-artifacts-builder/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:webapp-testing", + "displayName": "Webapp Testing", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/webapp-testing/SKILL.md", + "description": "Toolkit for interacting with and testing local web applications using Playwright.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/webapp-testing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:skills:xlsx", + "displayName": "Xlsx", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/skills/blob/main/skills/xlsx/SKILL.md", + "description": "Use this skill any time a spreadsheet file is the primary input or output.", + "metadata": { + "sourceSet": "anthropics/skills", + "repoPath": "skills/xlsx/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:zoom-cobrowse-sdk", + "displayName": "Zoom Cobrowse Sdk", + "mediaType": "application/ai-skill", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/partner-built/zoom-plugin/skills/cobrowse-sdk/SKILL.md", + "description": "Reference skill for Zoom Cobrowse SDK.", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "partner-built/zoom-plugin/skills/cobrowse-sdk/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:anthropics:knowledge-work-plugins:zoom-plugin", + "displayName": "Zoom Plugin", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/anthropics/knowledge-work-plugins/blob/main/partner-built/zoom-plugin", + "description": "Claude plugin for planning, building, and debugging Zoom integrations across REST APIs, SDKs, webhooks, bots, and MCP workflows", + "metadata": { + "sourceSet": "anthropics/knowledge-work-plugins", + "repoPath": "partner-built/zoom-plugin/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:apify:agent-skills:apify-actor-development", + "displayName": "Apify Actor Development", + "mediaType": "application/ai-skill", + "url": "https://github.com/apify/agent-skills/blob/main/skills/apify-actor-development/SKILL.md", + "description": "Develop, debug, and deploy Apify Actors - serverless cloud programs for web scraping, automation, and data processing.", + "metadata": { + "sourceSet": "apify/agent-skills", + "repoPath": "skills/apify-actor-development/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apify:agent-skills:apify-actorization", + "displayName": "Apify Actorization", + "mediaType": "application/ai-skill", + "url": "https://github.com/apify/agent-skills/blob/main/skills/apify-actorization/SKILL.md", + "description": "Convert existing projects into Apify Actors - serverless cloud programs.", + "metadata": { + "sourceSet": "apify/agent-skills", + "repoPath": "skills/apify-actorization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apify:agent-skills:apify-agent-skills", + "displayName": "Apify Agent Skills", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/apify/agent-skills/blob/main", + "description": "Official Apify agent skills for web scraping, data extraction, and automation", + "metadata": { + "sourceSet": "apify/agent-skills", + "repoPath": ".claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:apify:agent-skills:apify-generate-output-schema", + "displayName": "Apify Generate Output Schema", + "mediaType": "application/ai-skill", + "url": "https://github.com/apify/agent-skills/blob/main/skills/apify-generate-output-schema/SKILL.md", + "description": "Generate output schemas (dataset_schema.json, output_schema.json, key_value_store_schema.json) for an Apify Actor by analyzing its source code.", + "metadata": { + "sourceSet": "apify/agent-skills", + "repoPath": "skills/apify-generate-output-schema/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apify:agent-skills:apify-sdk-integration", + "displayName": "Apify Sdk Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/apify/agent-skills/blob/main/skills/apify-sdk-integration/SKILL.md", + "description": "Integrate Apify into an existing JavaScript/TypeScript or Python application using the apify-client package.", + "metadata": { + "sourceSet": "apify/agent-skills", + "repoPath": "skills/apify-sdk-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apify:agent-skills:apify-ultimate-scraper", + "displayName": "Apify Ultimate Scraper", + "mediaType": "application/ai-skill", + "url": "https://github.com/apify/agent-skills/blob/main/skills/apify-ultimate-scraper/SKILL.md", + "description": "Universal AI-powered web scraper for any platform.", + "metadata": { + "sourceSet": "apify/agent-skills", + "repoPath": "skills/apify-ultimate-scraper/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-client", + "displayName": "Apollo Client", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-client/SKILL.md", + "description": "Guide for building React applications with Apollo Client 4.x. Use this skill when: (1) setting up Apollo Client in a React project, (2) writing...", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-client/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-connectors", + "displayName": "Apollo Connectors", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-connectors/SKILL.md", + "description": "Guide for integrating REST APIs into GraphQL supergraphs using Apollo Connectors with @source and @connect directives.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-connectors/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-federation", + "displayName": "Apollo Federation", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-federation/SKILL.md", + "description": "Guide for authoring Apollo Federation subgraph schemas.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-federation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-ios", + "displayName": "Apollo Ios", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-ios/SKILL.md", + "description": "Guide for building Apple-platform applications with Apollo iOS, the strongly-typed GraphQL client for Swift.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-ios/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-kotlin", + "displayName": "Apollo Kotlin", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-kotlin/SKILL.md", + "description": "Guide for building applications with Apollo Kotlin, the GraphQL client library for Android and Kotlin.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-kotlin/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-mcp-server", + "displayName": "Apollo Mcp Server", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-mcp-server/SKILL.md", + "description": "Guide for using Apollo MCP Server to connect AI agents with GraphQL APIs.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-mcp-server/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-router-plugin-creator", + "displayName": "Apollo Router Plugin Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-router-plugin-creator/SKILL.md", + "description": "Guide for writing Apollo Router native Rust plugins.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-router-plugin-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-router", + "displayName": "Apollo Router", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-router/SKILL.md", + "description": "Version-aware guide for configuring and running Apollo Router for federated GraphQL supergraphs.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-router/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:apollo-server", + "displayName": "Apollo Server", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/apollo-server/SKILL.md", + "description": "Guide for building GraphQL servers with Apollo Server 5.x. Use this skill when: (1) setting up a new Apollo Server project, (2) writing resolvers or...", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/apollo-server/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:graphql-operations", + "displayName": "Graphql Operations", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/graphql-operations/SKILL.md", + "description": "Guide for writing GraphQL operations (queries, mutations, fragments) following best practices.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/graphql-operations/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:graphql-schema", + "displayName": "Graphql Schema", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/graphql-schema/SKILL.md", + "description": "Guide for designing GraphQL schemas following industry best practices.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/graphql-schema/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:rover", + "displayName": "Rover", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/rover/SKILL.md", + "description": "Guide for using Apollo Rover CLI to manage GraphQL schemas and federation.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/rover/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:rust-best-practices", + "displayName": "Rust Best Practices", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/rust-best-practices/SKILL.md", + "description": "Guide for writing idiomatic Rust code based on Apollo GraphQL's best practices handbook.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/rust-best-practices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:apollographql:skills:skill-creator", + "displayName": "Skill Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/apollographql/skills/blob/main/skills/skill-creator/SKILL.md", + "description": "Guide for creating effective skills for Apollo GraphQL and GraphQL development.", + "metadata": { + "sourceSet": "apollographql/skills", + "repoPath": "skills/skill-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:astronomer:agents:airflow-adapter", + "displayName": "Airflow Adapter", + "mediaType": "application/ai-skill", + "url": "https://github.com/astronomer/agents/blob/main/astro-airflow-mcp/.claude/skills/airflow-adapter/SKILL.md", + "description": "Airflow adapter pattern for v2/v3 API compatibility.", + "metadata": { + "sourceSet": "astronomer/agents", + "repoPath": "astro-airflow-mcp/.claude/skills/airflow-adapter/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:astronomer:agents:airflow-hitl", + "displayName": "Airflow Hitl", + "mediaType": "application/ai-skill", + "url": "https://github.com/astronomer/agents/blob/main/skills/airflow-hitl/SKILL.md", + "description": "Builds human-in-the-loop (HITL) Airflow workflows - approval gates, form input, and human-driven branching.", + "metadata": { + "sourceSet": "astronomer/agents", + "repoPath": "skills/airflow-hitl/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:astronomer:agents:airflow-plugins", + "displayName": "Airflow Plugins", + "mediaType": "application/ai-skill", + "url": "https://github.com/astronomer/agents/blob/main/skills/airflow-plugins/SKILL.md", + "description": "Builds Airflow 3.1+ plugins that embed FastAPI apps, custom UI pages, React components, middleware, macros, and operator links directly into the...", + "metadata": { + "sourceSet": "astronomer/agents", + "repoPath": "skills/airflow-plugins/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:astronomer:agents:airflow-state-store", + "displayName": "Airflow State Store", + "mediaType": "application/ai-skill", + "url": "https://github.com/astronomer/agents/blob/main/skills/airflow-state-store/SKILL.md", + "description": "Persists task and asset state across retries and DAG runs using Airflow 3.3's AIP-103 key/value stores (`task_state_store`, `asset_state_store`) and...", + "metadata": { + "sourceSet": "astronomer/agents", + "repoPath": "skills/airflow-state-store/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:astronomer:agents:airflow", + "displayName": "Airflow", + "mediaType": "application/ai-skill", + "url": "https://github.com/astronomer/agents/blob/main/skills/airflow/SKILL.md", + "description": "Queries, manages, and troubleshoots Apache Airflow using the `af` CLI.", + "metadata": { + "sourceSet": "astronomer/agents", + "repoPath": "skills/airflow/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:astronomer:agents:analyzing-data", + "displayName": "Analyzing Data", + "mediaType": "application/ai-skill", + "url": "https://github.com/astronomer/agents/blob/main/skills/analyzing-data/SKILL.md", + "description": "Queries the data warehouse with SQL and answers business questions about data.", + "metadata": { + "sourceSet": "astronomer/agents", + "repoPath": "skills/analyzing-data/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": 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}, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:axiomhq:cli:find-traces", + "displayName": "Find Traces", + "mediaType": "application/ai-skill", + "url": "https://github.com/axiomhq/cli/blob/main/skills/find-traces/SKILL.md", + "description": "Analyze OpenTelemetry distributed traces from Axiom.", + "metadata": { + "sourceSet": "axiomhq/cli", + "repoPath": "skills/find-traces/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:azure-ai-foundry:mcp-foundry", + "displayName": "Azure AI Foundry", + "mediaType": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/azure-ai-foundry%2Fmcp-foundry/versions/latest", + "metadata": { + "sourceSet": "mcp-registry-approved", + "serverName": "azure-ai-foundry/mcp-foundry", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + 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"https://github.com/better-auth/skills/blob/main/better-auth/twoFactor/SKILL.md", + "description": "Configure TOTP authenticator apps, send OTP codes via email/SMS, manage backup codes, handle trusted devices, and implement 2FA sign-in flows using...", + "metadata": { + "sourceSet": "better-auth/skills", + "repoPath": "better-auth/twoFactor/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:binance-agentic-wallet", + "displayName": "Binance Agentic Wallet", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/binance-agentic-wallet/SKILL.md", + "description": "This skill drives the `baw` CLI to manage a Binance Web3 wallet - sign-in/sign-out, balance and history queries, security settings, token transfers...", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/binance-agentic-wallet/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:binance-sports-ai-analyzer", + "displayName": "Binance Sports Ai Analyzer", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/binance-sports-ai-analyzer/SKILL.md", + "description": "Use this skill to look up World Cup match slugs, resolve them to canonical match IDs,", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/binance-sports-ai-analyzer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:binance-tokenized-securities-info", + "displayName": "Binance Tokenized Securities Info", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/binance-tokenized-securities-info/SKILL.md", + "description": "Binance Tokenized Securities Info - AI skill.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/binance-tokenized-securities-info/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:binance", + "displayName": "Binance", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance/binance/SKILL.md", + "description": "Use binance-cli for Binance Spot, Futures (USD-S), and Convert.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance/binance/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:crypto-market-rank", + "displayName": "Crypto Market Rank", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/crypto-market-rank/SKILL.md", + "description": "Five leaderboard / rank endpoints fronted by one CLI.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/crypto-market-rank/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:fiat", + "displayName": "Fiat", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance/fiat/SKILL.md", + "description": "Query Binance fiat payment capabilities - supported countries, currencies, payment methods, limits, and crypto prices - via public APIs, plus...", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance/fiat/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:meme-rush", + "displayName": "Meme Rush", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/meme-rush/SKILL.md", + "description": "Two rank feeds fronted by one CLI: `meme-rush` (launchpad lifecycle tracking) and `topic-rush` (AI hot-topic discovery with associated tokens).", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/meme-rush/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:onchain-pay-open-api", + "displayName": "Onchain Pay Open Api", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance/onchain-pay/SKILL.md", + "description": "Call Binance Onchain-Pay Open API endpoints with automatic RSA SHA256 request signing.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance/onchain-pay/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:p2p", + "displayName": "P2P", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance/p2p/SKILL.md", + "description": "Help users interact with **Binance P2P (C2C)** via natural-language queries.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance/p2p/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:payment-assistant", + "displayName": "Payment Assistant", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance/payment/SKILL.md", + "description": "Binance Pay Assistant - Send and Receive crypto payments.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance/payment/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:query-address-info", + "displayName": "Query Address Info", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/query-address-info/SKILL.md", + "description": "This skill queries any on-chain wallet address for token holdings, supporting:", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/query-address-info/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:query-token-audit", + "displayName": "Query Token Audit", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/query-token-audit/SKILL.md", + "description": "Query Token Audit - AI skill.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/query-token-audit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:query-token-info", + "displayName": "Query Token Info", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/query-token-info/SKILL.md", + "description": "Four read-only token endpoints fronted by one CLI.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/query-token-info/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:square-post", + "displayName": "Square Post", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance/square-post/SKILL.md", + "description": "Publish new content to Binance Square by running the local scripts in `scripts/`.", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance/square-post/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:binance:binance-skills-hub:trading-signal", + "displayName": "Trading Signal", + "mediaType": "application/ai-skill", + "url": "https://github.com/binance/binance-skills-hub/blob/main/skills/binance-web3/trading-signal/SKILL.md", + "description": "This skill retrieves on-chain Smart Money trading signals to help users track professional investors:", + "metadata": { + "sourceSet": "binance/binance-skills-hub", + "repoPath": "skills/binance-web3/trading-signal/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:box:mcp-server-box-remote", + "displayName": "Box", + "mediaType": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/box%2Fmcp-server-box-remote/versions/latest", + "metadata": { + "sourceSet": "mcp-registry-approved", + "serverName": "box/mcp-server-box-remote", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:answers", + "displayName": "Answers", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/answers/SKILL.md", + "description": "USE FOR AI-grounded answers via OpenAI-compatible /chat/completions.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/answers/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:bx-search", + "displayName": "Bx Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/clawhub/bx-search/SKILL.md", + "description": "Web search using the Brave Search CLI (`bx`).", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "clawhub/bx-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:bx", + "displayName": "Bx", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/bx/SKILL.md", + "description": "USE FOR web search, research, RAG, grounding, browse, find, lookups, fact-checking, documentation, agentic AI.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/bx/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:images-search", + "displayName": "Images Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/images-search/SKILL.md", + "description": "USE FOR image search.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/images-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:llm-context", + "displayName": "Llm Context", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/llm-context/SKILL.md", + "description": "USE FOR RAG/LLM grounding.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/llm-context/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:local-descriptions", + "displayName": "Local Descriptions", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/local-descriptions/SKILL.md", + "description": "USE FOR getting AI-generated POI text descriptions.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/local-descriptions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:local-pois", + "displayName": "Local Pois", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/local-pois/SKILL.md", + "description": "USE FOR getting local business/POI details.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/local-pois/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:news-search", + "displayName": "News Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/news-search/SKILL.md", + "description": "USE FOR news search.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/news-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:spellcheck", + "displayName": "Spellcheck", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/spellcheck/SKILL.md", + "description": "USE FOR spell correction.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/spellcheck/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:suggest", + "displayName": "Suggest", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/suggest/SKILL.md", + "description": "USE FOR query autocomplete/suggestions.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/suggest/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:videos-search", + "displayName": "Videos Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/videos-search/SKILL.md", + "description": "USE FOR video search.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/videos-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:brave:brave-search-skills:web-search", + "displayName": "Web Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/brave/brave-search-skills/blob/main/skills/web-search/SKILL.md", + "description": "USE FOR web search.", + "metadata": { + "sourceSet": "brave/brave-search-skills", + "repoPath": "skills/web-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:chroma-core:chroma-mcp", + "displayName": "Chroma", + "mediaType": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/chroma-core%2Fchroma-mcp/versions/latest", + "metadata": { + "sourceSet": "mcp-registry-approved", + "serverName": "chroma-core/chroma-mcp", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:a11y-debugging", + "displayName": "A11Y Debugging", + "mediaType": "application/ai-skill", + "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/main/skills/a11y-debugging/SKILL.md", + "description": "Uses Chrome DevTools MCP for accessibility (a11y) debugging and auditing based on web.dev guidelines.", + "metadata": { + "sourceSet": "ChromeDevTools/chrome-devtools-mcp", + "repoPath": "skills/a11y-debugging/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:chrome-devtools-cli", + "displayName": "Chrome Devtools Cli", + "mediaType": "application/ai-skill", + "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/main/skills/chrome-devtools-cli/SKILL.md", + "description": "Use this skill to write shell scripts or run shell commands to automate tasks in the browser or otherwise use Chrome DevTools via CLI.", + "metadata": { + "sourceSet": "ChromeDevTools/chrome-devtools-mcp", + "repoPath": "skills/chrome-devtools-cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:chrome-devtools", + "displayName": "Chrome Devtools", + "mediaType": "application/ai-skill", + "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/main/skills/chrome-devtools/SKILL.md", + "description": "Uses Chrome DevTools via MCP for efficient debugging, troubleshooting and browser automation.", + "metadata": { + "sourceSet": "ChromeDevTools/chrome-devtools-mcp", + "repoPath": "skills/chrome-devtools/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:debug-optimize-lcp", + "displayName": "Debug Optimize Lcp", + "mediaType": "application/ai-skill", + "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/main/skills/debug-optimize-lcp/SKILL.md", + "description": "Guides debugging and optimizing Largest Contentful Paint (LCP) using Chrome DevTools MCP tools.", + "metadata": { + "sourceSet": "ChromeDevTools/chrome-devtools-mcp", + "repoPath": "skills/debug-optimize-lcp/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:devtools-for-agents", + "displayName": "Devtools For Agents", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/main", + "description": "Help your agent build, debug, and verify your code correctly. With Chrome DevTools for agents, your AI agent can interact with the Chrome browser to...", + "metadata": { + "sourceSet": "ChromeDevTools/chrome-devtools-mcp", + "repoPath": ".cursor-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:memory-leak-debugging", + "displayName": "Memory Leak Debugging", + "mediaType": "application/ai-skill", + "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/main/skills/memory-leak-debugging/SKILL.md", + "description": "Diagnoses and resolves memory leaks in JavaScript/Node.js applications.", + "metadata": { + "sourceSet": "ChromeDevTools/chrome-devtools-mcp", + "repoPath": "skills/memory-leak-debugging/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:troubleshooting", + "displayName": "Troubleshooting", + "mediaType": "application/ai-skill", + "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/main/skills/troubleshooting/SKILL.md", + "description": "Uses Chrome DevTools MCP and documentation to troubleshoot connection and target issues.", + "metadata": { + "sourceSet": "ChromeDevTools/chrome-devtools-mcp", + "repoPath": "skills/troubleshooting/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:audit-clerk-skill", + "displayName": "Audit Clerk Skill", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/.agents/skills/audit-clerk-skill/SKILL.md", + "description": "Audits the bundled `clerk-cli` skill against the Clerk CLI source tree and proposes or applies updates.", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": ".agents/skills/audit-clerk-skill/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:audit-expo-skill", + "displayName": "Audit Expo Skill", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/.agents/skills/audit-expo-skill/SKILL.md", + "description": "Audits the bundled `clerk-expo` skill against the @clerk/expo SDK source and clerk-docs, then proposes or applies updates.", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": ".agents/skills/audit-expo-skill/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-android", + "displayName": "Clerk Android", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/mobile/clerk-android/SKILL.md", + "description": "Implement Clerk authentication for native Android apps using Kotlin and", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/mobile/clerk-android/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-astro-patterns", + "displayName": "Clerk Astro Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-astro-patterns/SKILL.md", + "description": "Astro patterns with Clerk - middleware, SSR pages, island components,", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-astro-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-backend-api", + "displayName": "Clerk Backend Api", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/core/clerk-backend-api/SKILL.md", + "description": "Clerk Backend REST API explorer and executor.", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/core/clerk-backend-api/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-billing", + "displayName": "Clerk Billing", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/features/clerk-billing/SKILL.md", + "description": "Clerk Billing for subscription management - render Clerk's PricingTable", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/features/clerk-billing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-chrome-extension-patterns", + "displayName": "Clerk Chrome Extension Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-chrome-extension-patterns/SKILL.md", + "description": "Chrome Extension auth with @clerk/chrome-extension -- popup/sidepanel", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-chrome-extension-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-cli", + "displayName": "Clerk Cli", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/core/clerk-cli/SKILL.md", + "description": "Operate the Clerk CLI (`clerk` binary) for authentication, user/org/session management, deploy verification, instance config, env keys, and any Clerk...", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/core/clerk-cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-custom-ui", + "displayName": "Clerk Custom Ui", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/core/clerk-custom-ui/SKILL.md", + "description": "Custom authentication flows and component appearance - hooks (useSignIn,", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/core/clerk-custom-ui/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-expo", + "displayName": "Clerk Expo", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/mobile/clerk-expo/SKILL.md", + "description": "Add Clerk authentication to Expo and React Native apps using @clerk/expo.", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/mobile/clerk-expo/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-nextjs-patterns", + "displayName": "Clerk Nextjs Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-nextjs-patterns/SKILL.md", + "description": "Advanced Next.js patterns - middleware, Server Actions, caching with", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-nextjs-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-nuxt-patterns", + "displayName": "Clerk Nuxt Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-nuxt-patterns/SKILL.md", + "description": "Nuxt 3 auth patterns with @clerk/nuxt - middleware, composables, server", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-nuxt-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-orgs", + "displayName": "Clerk Orgs", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/features/clerk-orgs/SKILL.md", + "description": "Clerk Organizations for B2B SaaS - create multi-tenant apps with org", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/features/clerk-orgs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-react-patterns", + "displayName": "Clerk React Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-react-patterns/SKILL.md", + "description": "React SPA auth patterns with @clerk/react for Vite/CRA - ClerkProvider", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-react-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-react-router-patterns", + "displayName": "Clerk React Router Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-react-router-patterns/SKILL.md", + "description": "React Router v7/v8 patterns with Clerk - rootAuthLoader, getAuth in loaders,", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-react-router-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-setup", + "displayName": "Clerk Setup", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/core/clerk-setup/SKILL.md", + "description": "Add Clerk authentication to any project by following the official quickstart", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/core/clerk-setup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-swift", + "displayName": "Clerk Swift", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/mobile/clerk-swift/SKILL.md", + "description": "Implement Clerk authentication for native Swift and iOS apps using ClerkKit", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/mobile/clerk-swift/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-tanstack-patterns", + "displayName": "Clerk Tanstack Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-tanstack-patterns/SKILL.md", + "description": "TanStack React Start auth patterns with @clerk/tanstack-react-start", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-tanstack-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-testing", + "displayName": "Clerk Testing", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/features/clerk-testing/SKILL.md", + "description": "E2E testing for Clerk apps.", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/features/clerk-testing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-vue-patterns", + "displayName": "Clerk Vue Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/frameworks/clerk-vue-patterns/SKILL.md", + "description": "Vue 3 patterns with Clerk - composables (useAuth, useUser,", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/frameworks/clerk-vue-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk-webhooks", + "displayName": "Clerk Webhooks", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/features/clerk-webhooks/SKILL.md", + "description": "Clerk webhooks for real-time events and data syncing.", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/features/clerk-webhooks/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:clerk:skills:clerk", + "displayName": "Clerk", + "mediaType": "application/ai-skill", + "url": "https://github.com/clerk/skills/blob/main/skills/core/clerk/SKILL.md", + "description": "Clerk authentication router.", + "metadata": { + "sourceSet": "clerk/skills", + "repoPath": "skills/core/clerk/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:cli:cli:agentic-workflows", + "displayName": "Agentic Workflows", + "mediaType": "application/ai-skill", + "url": "https://github.com/cli/cli/blob/trunk/.github/skills/agentic-workflows/SKILL.md", + "description": "Route gh-aw workflow design/create/debug/upgrade requests to the right prompts.", + "metadata": { + "sourceSet": "cli/cli", + "repoPath": ".github/skills/agentic-workflows/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:cli:cli:cli-code-reviewer", + "displayName": "CLI Code Reviewer", + "mediaType": "application/ai-skill", + "url": "https://github.com/cli/cli/blob/trunk/.github/skills/cli-code-reviewer/SKILL.md", + "description": "Reviews GitHub CLI (gh) pull requests against codebase conventions", + "metadata": { + "sourceSet": "cli/cli", + "repoPath": ".github/skills/cli-code-reviewer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:cli:cli:dependabot-triager", + "displayName": "Dependabot Triager", + "mediaType": "application/ai-skill", + "url": "https://github.com/cli/cli/blob/trunk/.github/skills/dependabot-triager/SKILL.md", + "description": "Assesses an open Dependabot pull request and emits a recommendation (Merge / Review before merging / Do not merge) plus confidence (High / Medium / Low)", + "metadata": { + "sourceSet": "cli/cli", + "repoPath": ".github/skills/dependabot-triager/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:cli:cli:gh-skill", + "displayName": "GH Skill", + "mediaType": "application/ai-skill", + "url": "https://github.com/cli/cli/blob/trunk/skills/gh-skill/SKILL.md", + "description": "Manage agent skills with gh skill. Use this skill to discover, preview, install, update, and publish Agent Skills so an agent can self-manage the skills", + "metadata": { + "sourceSet": "cli/cli", + "repoPath": "skills/gh-skill/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:cli:cli:gh", + "displayName": "GH", + "mediaType": "application/ai-skill", + "url": "https://github.com/cli/cli/blob/trunk/skills/gh/SKILL.md", + "description": "Patterns for invoking the GitHub CLI (gh) from agents. Covers structured output, pagination, repo targeting, search vs list, gh api fallback.", + "metadata": { + "sourceSet": "cli/cli", + "repoPath": "skills/gh/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:chdb-datastore", + "displayName": "Chdb Datastore", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/chdb-datastore/SKILL.md", + "description": "Use when the user has tabular data (pandas DataFrame, parquet, csv, Arrow, json) and wants to filter, group, aggregate, join, or speed up slow pandas.", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/chdb-datastore/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:chdb-sql", + "displayName": "Chdb Sql", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/chdb-sql/SKILL.md", + "description": "Use when the user wants to run SQL - especially analytical SQL - on local files (parquet/csv/json), URLs, S3 paths, or remote databases (Postgres...", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/chdb-sql/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhouse-architecture-advisor", + "displayName": "Clickhouse Architecture Advisor", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhouse-architecture-advisor/SKILL.md", + "description": "MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into...", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhouse-architecture-advisor/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhouse-best-practices", + "displayName": "Clickhouse Best Practices", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhouse-best-practices/SKILL.md", + "description": "MUST USE when reviewing ClickHouse schemas, queries, or configurations.", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhouse-best-practices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhouse-js-node-coding", + "displayName": "Clickhouse Js Node Coding", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhouse-js-node-coding/SKILL.md", + "description": "Write idiomatic application code with the ClickHouse Node.js client (`@clickhouse/client`).", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhouse-js-node-coding/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhouse-js-node-rowbinary", + "displayName": "Clickhouse Js Node Rowbinary", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhouse-js-node-rowbinary/SKILL.md", + "description": "Generate TypeScript/JavaScript code that reads/decodes AND writes/encodes ClickHouse RowBinary streams for the ClickHouse HTTP server.", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhouse-js-node-rowbinary/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhouse-js-node-troubleshooting", + "displayName": "Clickhouse Js Node Troubleshooting", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhouse-js-node-troubleshooting/SKILL.md", + "description": "Troubleshoot and resolve common issues with the ClickHouse Node.js client (@clickhouse/client).", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhouse-js-node-troubleshooting/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhouse-managed-postgres-rca", + "displayName": "Clickhouse Managed Postgres Rca", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhouse-managed-postgres-rca/SKILL.md", + "description": "MUST USE when investigating performance issues on a ClickHouse-managed Postgres instance.", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhouse-managed-postgres-rca/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhousectl-cloud-deploy", + "displayName": "Clickhousectl Cloud Deploy", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhousectl-cloud-deploy/SKILL.md", + "description": "Use when a user wants to deploy ClickHouse to the cloud, go to production, use ClickHouse Cloud, host a managed ClickHouse service, or migrate from a...", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhousectl-cloud-deploy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:ClickHouse:agent-skills:clickhousectl-local-dev", + "displayName": "Clickhousectl Local Dev", + "mediaType": "application/ai-skill", + "url": "https://github.com/ClickHouse/agent-skills/blob/main/skills/clickhousectl-local-dev/SKILL.md", + "description": "Use when a user wants to build an application with ClickHouse, set up a local ClickHouse development environment, install ClickHouse, create a local...", + "metadata": { + "sourceSet": "ClickHouse/agent-skills", + "repoPath": "skills/clickhousectl-local-dev/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:cloudflare:skills:agents-sdk", + "displayName": "Agents Sdk", + "mediaType": "application/ai-skill", + "url": "https://github.com/cloudflare/skills/blob/main/skills/agents-sdk/SKILL.md", + "description": "Build AI agents on Cloudflare Workers using the Agents SDK.", + "metadata": { + "sourceSet": "cloudflare/skills", + "repoPath": "skills/agents-sdk/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:cloudflare:skills:cloudflare-email-service", + "displayName": "Cloudflare Email Service", + "mediaType": "application/ai-skill", + "url": "https://github.com/cloudflare/skills/blob/main/skills/cloudflare-email-service/SKILL.md", + "description": "Send and receive transactional emails with Cloudflare 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"https://github.com/flutter/skills/blob/main/tool/dart_skills_lint/example/invalid/SKILL.md", + "description": "A deliberately broken fixture used by example/README.md to show what each rule's error output looks like.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "tool/dart_skills_lint/example/invalid/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:add-dart-lint-validation-rule", + "displayName": "Add Dart Lint Validation Rule", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/tool/dart_skills_lint/.agents/skills/add-dart-lint-validation-rule/SKILL.md", + "description": "Instructions for adding a new validation rule and CLI flag to dart_skills_lint.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "tool/dart_skills_lint/.agents/skills/add-dart-lint-validation-rule/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:code-review", + "displayName": "Code Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/.agents/agents/reidbaker-agent/skills/code-review/SKILL.md", + "description": "Performs a comprehensive, multi-step code review of pull requests or local code changes, using iterative refinement (generation, critique, synthesis)...", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": ".agents/agents/reidbaker-agent/skills/code-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:dart-skills-lint-integration", + "displayName": "Dart Skills Lint Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/tool/dart_skills_lint/.agents/skills/dart-skills-lint-integration/SKILL.md", + "description": "How to integrate, update, and configure the dart_skills_lint validation tool within a repository.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "tool/dart_skills_lint/.agents/skills/dart-skills-lint-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:dart-skills-lint-setup", + "displayName": "Dart Skills Lint Setup", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/tool/dart_skills_lint/skills/dart-skills-lint-setup/SKILL.md", + "description": "This skill covers **first-time wiring** of `dart_skills_lint` into a", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "tool/dart_skills_lint/skills/dart-skills-lint-setup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:dart-skills-lint-validation", + "displayName": "Dart Skills Lint Validation", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/tool/dart_skills_lint/skills/dart-skills-lint-validation/SKILL.md", + "description": "This skill covers **day-to-day use**: running the linter, walking", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "tool/dart_skills_lint/skills/dart-skills-lint-validation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:definition-of-done", + "displayName": "Definition Of Done", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/tool/dart_skills_lint/.agents/skills/definition-of-done/SKILL.md", + "description": "Mandatory checks to run before completing any task that touches md files or dart code in this repository.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "tool/dart_skills_lint/.agents/skills/definition-of-done/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-add-integration-test", + "displayName": "Flutter Add Integration Test", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-add-integration-test/SKILL.md", + "description": "Configures Flutter Driver for app interaction and converts MCP actions into permanent integration tests.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-add-integration-test/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-add-widget-preview", + "displayName": "Flutter Add Widget Preview", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-add-widget-preview/SKILL.md", + "description": "Adds interactive widget previews to the project using the previews.dart system.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-add-widget-preview/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-add-widget-test", + "displayName": "Flutter Add Widget Test", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-add-widget-test/SKILL.md", + "description": "Implement a component-level test using `WidgetTester` to verify UI rendering and user interactions (tapping, scrolling, entering text).", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-add-widget-test/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-apply-architecture-best-practices", + "displayName": "Flutter Apply Architecture Best Practices", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-apply-architecture-best-practices/SKILL.md", + "description": "Architects a Flutter application using the recommended layered approach (UI, Logic, Data).", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-apply-architecture-best-practices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-build-responsive-layout", + "displayName": "Flutter Build Responsive Layout", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-build-responsive-layout/SKILL.md", + "description": "Use `LayoutBuilder`, `MediaQuery`, or `Expanded/Flexible` to create a layout that adapts to different screen sizes.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-build-responsive-layout/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-fix-layout-issues", + "displayName": "Flutter Fix Layout Issues", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-fix-layout-issues/SKILL.md", + "description": "Fixes Flutter layout errors (overflows, unbounded constraints) using Dart and Flutter MCP tools.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-fix-layout-issues/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-implement-json-serialization", + "displayName": "Flutter Implement Json Serialization", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-implement-json-serialization/SKILL.md", + "description": "Create model classes with `fromJson` and `toJson` methods using `dart:convert`.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-implement-json-serialization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-setup-declarative-routing", + "displayName": "Flutter Setup Declarative Routing", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-setup-declarative-routing/SKILL.md", + "description": "Configure `MaterialApp.router` using a package like `go_router` for advanced URL-based navigation.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-setup-declarative-routing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-setup-localization", + "displayName": "Flutter Setup Localization", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-setup-localization/SKILL.md", + "description": "Add `flutter_localizations` and `intl` dependencies, enable \"generate true\" in `pubspec.yaml`, and create an `l10n.yaml` configuration file.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-setup-localization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:flutter-use-http-package", + "displayName": "Flutter Use Http Package", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/skills/flutter-use-http-package/SKILL.md", + "description": "Use the `http` package to execute GET, POST, PUT, or DELETE requests.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "skills/flutter-use-http-package/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:grill-with-docs", + "displayName": "Grill With Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/.agents/agents/reidbaker-agent/skills/grill-with-docs/SKILL.md", + "description": "Grilling session that challenges your plan against the existing domain model, sharpens terminology, and updates documentation (CONTEXT.md, ADRs)...", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": ".agents/agents/reidbaker-agent/skills/grill-with-docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:natural-writing", + "displayName": "Natural Writing", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/.agents/agents/reidbaker-agent/skills/natural-writing/SKILL.md", + "description": "Contains well-defined rules for creating natural, accurate, and readable writing.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": ".agents/agents/reidbaker-agent/skills/natural-writing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:flutter:skills:valid", + "displayName": "Valid", + "mediaType": "application/ai-skill", + "url": "https://github.com/flutter/skills/blob/main/tool/dart_skills_lint/example/valid/SKILL.md", + "description": "Reference fixture for dart_skills_lint.", + "metadata": { + "sourceSet": "flutter/skills", + "repoPath": "tool/dart_skills_lint/example/valid/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:agents-md", + "displayName": "Agents Md", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/agents-md/SKILL.md", + "description": "Creates and maintains concise AGENTS.md and CLAUDE.md project instruction files.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/agents-md/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:blog-writing-guide", + "displayName": "Blog Writing Guide", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/blog-writing-guide/SKILL.md", + "description": "Write, review, and improve blog posts for the Sentry engineering blog following Sentry's specific writing standards, voice, and quality bar.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/blog-writing-guide/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:brand-guidelines", + "displayName": "Brand Guidelines", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/brand-guidelines/SKILL.md", + "description": "Write copy following Sentry brand guidelines.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/brand-guidelines/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:claude-settings-audit", + "displayName": "Claude Settings Audit", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/claude-settings-audit/SKILL.md", + "description": "Analyze a repository to generate recommended Claude Code settings.json permissions.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/claude-settings-audit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:code-review", + "displayName": "Code Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/code-review/SKILL.md", + "description": "Perform code reviews following Sentry engineering practices.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/code-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:code-simplifier", + "displayName": "Code Simplifier", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/code-simplifier/SKILL.md", + "description": "Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/code-simplifier/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:commit", + "displayName": "Commit", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/commit/SKILL.md", + "description": "ALWAYS use this skill when committing code changes - never commit directly without it.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/commit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:create-branch", + "displayName": "Create Branch", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/create-branch/SKILL.md", + "description": "Create a git branch following Sentry naming conventions.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/create-branch/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:django-access-review", + "displayName": "Django Access Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/django-access-review/SKILL.md", + "description": "Django access control and IDOR security review.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/django-access-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:django-perf-review", + "displayName": "Django Perf Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/django-perf-review/SKILL.md", + "description": "Django performance code review.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/django-perf-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:doc-coauthoring", + "displayName": "Doc Coauthoring", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/doc-coauthoring/SKILL.md", + "description": "Guide users through a structured workflow for co-authoring documentation.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/doc-coauthoring/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:document-api-endpoint", + "displayName": "Document Api Endpoint", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/document-api-endpoint/SKILL.md", + "description": "Document and type a Sentry API endpoint.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/document-api-endpoint/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:find-bugs", + "displayName": "Find Bugs", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/find-bugs/SKILL.md", + "description": "Find bugs, security vulnerabilities, and code quality issues in local branch changes.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/find-bugs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:gh-review-requests", + "displayName": "Gh Review Requests", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/gh-review-requests/SKILL.md", + "description": "Fetch unread GitHub notifications for open PRs where review is requested from a specified team or opened by a team member.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/gh-review-requests/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:gha-security-review", + "displayName": "Gha Security Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/gha-security-review/SKILL.md", + "description": "GitHub Actions security review for workflow exploitation vulnerabilities.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/gha-security-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:iterate-pr", + "displayName": "Iterate Pr", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/iterate-pr/SKILL.md", + "description": "Iterate on a PR until actionable CI passes and high/medium review feedback is addressed.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/iterate-pr/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:pr-link-issue", + "displayName": "Pr Link Issue", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/pr-link-issue/SKILL.md", + "description": "Append a GitHub issue link and its Linear ticket to the current PR's description.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/pr-link-issue/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:pr-writer", + "displayName": "Pr Writer", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/pr-writer/SKILL.md", + "description": "Create, refresh, and rewrite PR titles and descriptions following Sentry conventions.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/pr-writer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:presentation-creator", + "displayName": "Presentation Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/presentation-creator/SKILL.md", + "description": "Create data-driven presentation slides using React, Vite, and Recharts with Sentry branding.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/presentation-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:prompt-optimizer", + "displayName": "Prompt Optimizer", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/prompt-optimizer/SKILL.md", + "description": "Creates, optimizes, and iteratively refines agent prompts, system prompts, developer prompts, and reusable prompt templates.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/prompt-optimizer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:replay-ux-research", + "displayName": "Replay Ux Research", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/replay-ux-research/SKILL.md", + "description": "Analyze Sentry session replays to surface UX patterns, pain points, and user journeys for a given product area.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/replay-ux-research/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:security-review", + "displayName": "Security Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/security-review/SKILL.md", + "description": "Security code review for vulnerabilities.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/security-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:skill-scanner", + "displayName": "Skill Scanner", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/skill-scanner/SKILL.md", + "description": "Scan agent skills for security issues.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/skill-scanner/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:skill-writer", + "displayName": "Skill Writer", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/skill-writer/SKILL.md", + "description": "Create, synthesize, and iteratively improve agent skills following the Agent Skills specification.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/skill-writer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:sred-project-organizer", + "displayName": "Sred Project Organizer", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/sred-project-organizer/SKILL.md", + "description": "Take a list of projects and their related documentation, and organize them into the SRED format for submission.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/sred-project-organizer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:sred-work-summary", + "displayName": "Sred Work Summary", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/sred-work-summary/SKILL.md", + "description": "Go back through the previous year of work and create a Notion doc that groups relevant links into projects that can then be documented as SRED...", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/sred-work-summary/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:triage-frontend-issues", + "displayName": "Triage Frontend Issues", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/triage-frontend-issues/SKILL.md", + "description": "Triage new issues in the Sentry `javascript` project by archiving non-actionable noise.", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/triage-frontend-issues/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:getsentry:skills:typing-exclusion-worker", + "displayName": "Typing Exclusion Worker", + "mediaType": "application/ai-skill", + "url": "https://github.com/getsentry/skills/blob/main/skills/typing-exclusion-worker/SKILL.md", + "description": "Python typing exclusion worker: remove assigned mypy exclusion modules in small scoped batches, fix typing issues, run validation, and produce a...", + "metadata": { + "sourceSet": "getsentry/skills", + "repoPath": "skills/typing-exclusion-worker/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:acquire-codebase-knowledge", + "displayName": "Acquire Codebase Knowledge", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/acquire-codebase-knowledge/SKILL.md", + "description": "Use this skill when the user explicitly asks to map, document, or onboard into an existing codebase.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/acquire-codebase-knowledge/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:acreadiness-assess", + "displayName": "Acreadiness Assess", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/acreadiness-assess/SKILL.md", + "description": "Run the AgentRC readiness assessment on the current repository and produce a static HTML dashboard at reports/index.html.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/acreadiness-assess/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:acreadiness-generate-instructions", + "displayName": "Acreadiness Generate Instructions", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/acreadiness-generate-instructions/SKILL.md", + "description": "Generate tailored AI agent instruction files via AgentRC instructions command.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/acreadiness-generate-instructions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:acreadiness-policy", + "displayName": "Acreadiness Policy", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/acreadiness-policy/SKILL.md", + "description": "Help the user pick, write, or apply an AgentRC policy. Policies customise readiness scoring by disabling irrelevant checks, overriding impact/level...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/acreadiness-policy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ad-campaign-analyzer", + "displayName": "Ad Campaign Analyzer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ad-campaign-analyzer/SKILL.md", + "description": "Use this skill when the user shares ad campaign performance data and asks what to cut, scale, or test. Trigger for prompts like \"analyze my ad...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ad-campaign-analyzer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:add-educational-comments", + "displayName": "Add Educational Comments", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/add-educational-comments/SKILL.md", + "description": "Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/add-educational-comments/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:adobe-illustrator-scripting", + "displayName": "Adobe Illustrator Scripting", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/adobe-illustrator-scripting/SKILL.md", + "description": "Write, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/adobe-illustrator-scripting/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:copilot-advanced-security-plugin:advanced-security", + "displayName": "Advanced Security", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/github/copilot-advanced-security-plugin/blob/main", + "description": "Advanced Security plugin for GitHub Copilot.", + "metadata": { + "sourceSet": "github/copilot-advanced-security-plugin", + "repoPath": ".github/plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:agent-governance", + "displayName": "Agent Governance", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/agent-governance/SKILL.md", + "description": "Patterns and techniques for adding governance, safety, and trust controls to AI agent systems. Use this skill when: - Building AI agents that call...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/agent-governance/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:agent-owasp-compliance", + "displayName": "Agent Owasp Compliance", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/agent-owasp-compliance/SKILL.md", + "description": "Check any AI agent codebase against the OWASP Agentic Security Initiative (ASI) Top 10 risks.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/agent-owasp-compliance/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:agent-skill-stack", + "displayName": "Agent Skill Stack", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/agent-skill-stack/SKILL.md", + "description": "Find, evaluate, and assemble the smallest compatible set of AI Agent Skills for an end-to-end natural-language goal. Use when a user wants Skills for a.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/agent-skill-stack/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:agent-supply-chain", + "displayName": "Agent Supply Chain", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/agent-supply-chain/SKILL.md", + "description": "Verify supply chain integrity for AI agent plugins, tools, and dependencies.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/agent-supply-chain/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:agentic-eval", + "displayName": "Agentic Eval", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/agentic-eval/SKILL.md", + "description": "Patterns and techniques for evaluating and improving AI agent outputs.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/agentic-eval/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:agentic-workflows", + "displayName": "Agentic Workflows", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/.github/skills/agentic-workflows/SKILL.md", + "description": "Route gh-aw workflow design/create/debug/upgrade requests to the right prompts.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": ".github/skills/agentic-workflows/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ai-prompt-engineering-safety-review", + "displayName": "AI Prompt Engineering Safety Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ai-prompt-engineering-safety-review/SKILL.md", + "description": "Comprehensive AI prompt engineering safety review and improvement prompt.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ai-prompt-engineering-safety-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ai-ready", + "displayName": "AI Ready", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ai-ready/SKILL.md", + "description": "Make any repo AI-ready β€” analyzes your codebase and generates AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ai-ready/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ai-team-orchestration", + "displayName": "AI Team Orchestration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ai-team-orchestration/SKILL.md", + "description": "Bootstrap and run a lightweight multi-agent development team.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ai-team-orchestration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:anti-ui-slop", + "displayName": "Anti UI Slop", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/anti-ui-slop/SKILL.md", + "description": "Stop Codex, GitHub Copilot, Claude Code, and Cursor from shipping generic UI.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/anti-ui-slop/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:appinsights-instrumentation", + "displayName": "Appinsights Instrumentation", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/appinsights-instrumentation/SKILL.md", + "description": "Instrument a webapp to send useful telemetry data to Azure App Insights", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/appinsights-instrumentation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:apple-appstore-reviewer", + "displayName": "Apple Appstore Reviewer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/apple-appstore-reviewer/SKILL.md", + "description": "Serves as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/apple-appstore-reviewer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arch-linux-triage", + "displayName": "Arch Linux Triage", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arch-linux-triage/SKILL.md", + "description": "Triage and resolve Arch Linux issues with pacman, systemd, and rolling-release best practices.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arch-linux-triage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:architecture-blueprint-generator", + "displayName": "Architecture Blueprint Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/architecture-blueprint-generator/SKILL.md", + "description": "Comprehensive project architecture blueprint generator that analyzes codebases to create detailed architectural documentation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/architecture-blueprint-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arduino-azure-iot-edge-integration", + "displayName": "Arduino Azure Iot Edge Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arduino-azure-iot-edge-integration/SKILL.md", + "description": "Design and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command handling, and...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arduino-azure-iot-edge-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-ai-provider-integration", + "displayName": "Arize AI Provider Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-ai-provider-integration/SKILL.md", + "description": "Creates, reads, updates, and deletes Arize AI integrations that store LLM provider credentials used by evaluators and other Arize features.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-ai-provider-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-annotation", + "displayName": "Arize Annotation", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-annotation/SKILL.md", + "description": "Creates and manages annotation configs (categorical, continuous, freeform label schemas) and annotation queues (human review workflows) on Arize.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-annotation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-dataset", + "displayName": "Arize Dataset", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-dataset/SKILL.md", + "description": "Creates, manages, and queries Arize datasets and examples. Covers dataset CRUD, appending examples, exporting data, and file-based dataset creation...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-dataset/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-evaluator", + "displayName": "Arize Evaluator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-evaluator/SKILL.md", + "description": "Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-evaluator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-experiment", + "displayName": "Arize Experiment", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-experiment/SKILL.md", + "description": "Creates, runs, and analyzes Arize experiments for evaluating and comparing model performance.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-experiment/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-instrumentation", + "displayName": "Arize Instrumentation", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-instrumentation/SKILL.md", + "description": "Adds Arize AX tracing to an LLM application for the first time.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-instrumentation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-link", + "displayName": "Arize Link", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-link/SKILL.md", + "description": "Generates deep links to the Arize UI for traces, spans, sessions, datasets, labeling queues, evaluators, and annotation configs.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-link/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-prompt-optimization", + "displayName": "Arize Prompt Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-prompt-optimization/SKILL.md", + "description": "Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-prompt-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:arize-trace", + "displayName": "Arize Trace", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/arize-trace/SKILL.md", + "description": "Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/arize-trace/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:aspire", + "displayName": "Aspire", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/aspire/SKILL.md", + "description": "Aspire skill covering the Aspire CLI, AppHost orchestration, service discovery, integrations, MCP server, VS Code extension, Dev Containers, GitHub...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": 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"https://github.com/github/awesome-copilot/blob/main/skills/commit-message-storyteller/SKILL.md", + "description": "Analyzes git diffs or staged changes and generates narrative commit messages that explain WHY a change was made, not just what changed β€” following...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/commit-message-storyteller/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:competitor-ad-intelligence", + "displayName": "Competitor Ad Intelligence", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/competitor-ad-intelligence/SKILL.md", + "description": "Use this skill when the user asks to analyze, tear down, or reverse-engineer a competitor's paid ads.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/competitor-ad-intelligence/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:containerize-aspnet-framework", + "displayName": "Containerize Aspnet Framework", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/containerize-aspnet-framework/SKILL.md", + "description": "Containerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/containerize-aspnet-framework/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:containerize-aspnetcore", + "displayName": "Containerize Aspnetcore", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/containerize-aspnetcore/SKILL.md", + "description": "Containerize an ASP.NET Core project by creating Dockerfile and .dockerfile files customized for the project.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/containerize-aspnetcore/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:content-management-systems", + "displayName": "Content Management Systems", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/content-management-systems/SKILL.md", + "description": "Workflow for building and modifying content management systems across WordPress, Shopify, Wix, Squarespace, Drupal, WooCommerce, Joomla, HubSpot CMS...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/content-management-systems/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:context-map", + "displayName": "Context Map", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/context-map/SKILL.md", + "description": "Generate a map of all files relevant to a task before making changes", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/context-map/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:conventional-branch", + "displayName": "Conventional Branch", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/conventional-branch/SKILL.md", + "description": "Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/conventional-branch/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:conventional-commit", + "displayName": "Conventional Commit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/conventional-commit/SKILL.md", + "description": "Prompt and workflow for generating conventional commit messages using a structured XML format.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/conventional-commit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:convert-excel-to-md", + "displayName": "Convert Excel to MD", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/convert-excel-to-md/SKILL.md", + "description": "Converts Excel (.xlsx) workbooks into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/convert-excel-to-md/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:convert-pdf-to-md", + "displayName": "Convert PDF to MD", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/convert-pdf-to-md/SKILL.md", + "description": "Converts PDF (.pdf) documents into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/convert-pdf-to-md/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:convert-plaintext-to-md", + "displayName": "Convert Plaintext to MD", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/convert-plaintext-to-md/SKILL.md", + "description": "Convert a text-based document to markdown following instructions from prompt, or if a documented option is passed, follow the instructions for that...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/convert-plaintext-to-md/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:convert-word-to-md", + "displayName": "Convert Word to MD", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/convert-word-to-md/SKILL.md", + "description": "Converts Word (.docx) documents into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/convert-word-to-md/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:copilot-cli-quickstart", + "displayName": "Copilot CLI Quickstart", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/copilot-cli-quickstart/SKILL.md", + "description": "Use this skill when someone wants to learn GitHub Copilot CLI from scratch.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/copilot-cli-quickstart/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:copilot-instructions-blueprint-generator", + "displayName": "Copilot Instructions Blueprint Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/copilot-instructions-blueprint-generator/SKILL.md", + "description": "Technology-agnostic blueprint generator for creating comprehensive copilot-instructions.md files that guide GitHub Copilot to produce code consistent...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/copilot-instructions-blueprint-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:copilot-pr-autopilot", + "displayName": "Copilot PR Autopilot", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/copilot-pr-autopilot/SKILL.md", + "description": "Copilot left 14 review comments on your PR β€” half are nits. Hours of fix β†’ reply β†’ resolve β†’ re-request, and each round lands MORE comments.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/copilot-pr-autopilot/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:copilot-sdk", + "displayName": "Copilot SDK", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/copilot-sdk/SKILL.md", + "description": "Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/copilot-sdk/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:copilot-spaces", + "displayName": "Copilot Spaces", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/copilot-spaces/SKILL.md", + "description": "Use Copilot Spaces to provide project-specific context to conversations.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/copilot-spaces/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:copilot-usage-metrics", + "displayName": "Copilot Usage Metrics", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/copilot-usage-metrics/SKILL.md", + "description": "Retrieve and display GitHub Copilot usage metrics for organizations and enterprises using the GitHub CLI and REST API.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/copilot-usage-metrics/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:cosmosdb-datamodeling", + "displayName": "Cosmosdb Datamodeling", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/cosmosdb-datamodeling/SKILL.md", + "description": "Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/cosmosdb-datamodeling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-agentsmd", + "displayName": "Create Agentsmd", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-agentsmd/SKILL.md", + "description": "Prompt for generating an AGENTS.md file for a repository", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-agentsmd/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-architectural-decision-record", + "displayName": "Create Architectural Decision Record", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-architectural-decision-record/SKILL.md", + "description": "Create an Architectural Decision Record (ADR) document for AI-optimized decision documentation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-architectural-decision-record/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-github-action-workflow-specification", + "displayName": "Create GitHub Action Workflow Specification", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-github-action-workflow-specification/SKILL.md", + "description": "Create a formal specification for an existing GitHub Actions CI/CD workflow, optimized for AI consumption and workflow maintenance.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-github-action-workflow-specification/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-github-issue-feature-from-specification", + "displayName": "Create GitHub Issue Feature From Specification", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-github-issue-feature-from-specification/SKILL.md", + "description": "Create GitHub Issue for feature request from specification file using feature_request.yml template.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-github-issue-feature-from-specification/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-github-issues-feature-from-implementation-plan", + "displayName": "Create GitHub Issues Feature From Implementation Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-github-issues-feature-from-implementation-plan/SKILL.md", + "description": "Create GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-github-issues-feature-from-implementation-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-github-issues-for-unmet-specification-requirements", + "displayName": "Create GitHub Issues for Unmet Specification Requirements", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-github-issues-for-unmet-specification-requirements/SKILL.md", + "description": "Create GitHub Issues for unimplemented requirements from specification files using feature_request.yml template.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-github-issues-for-unmet-specification-requirements/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-implementation-plan", + "displayName": "Create Implementation Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-implementation-plan/SKILL.md", + "description": "Create a new implementation plan file for new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-implementation-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-llms", + "displayName": "Create Llms", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-llms/SKILL.md", + "description": "Create an llms.txt file from scratch based on repository structure following the llms.txt specification at https://llmstxt.org/", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-llms/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-readme", + "displayName": "Create Readme", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-readme/SKILL.md", + "description": "Create a README.md file for the project", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-readme/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-specification", + "displayName": "Create Specification", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-specification/SKILL.md", + "description": "Create a new specification file for the solution, optimized for Generative AI consumption.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-specification/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-spring-boot-java-project", + "displayName": "Create Spring Boot Java Project", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-spring-boot-java-project/SKILL.md", + "description": "Create Spring Boot Java Project Skeleton", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-spring-boot-java-project/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-spring-boot-kotlin-project", + "displayName": "Create Spring Boot Kotlin Project", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-spring-boot-kotlin-project/SKILL.md", + "description": "Create Spring Boot Kotlin Project Skeleton", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-spring-boot-kotlin-project/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-technical-spike", + "displayName": "Create Technical Spike", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-technical-spike/SKILL.md", + "description": "Create time-boxed technical spike documents for researching and resolving critical development decisions before implementation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-technical-spike/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:create-tldr-page", + "displayName": "Create Tldr Page", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/create-tldr-page/SKILL.md", + "description": "Create a tldr page from documentation URLs and command examples, requiring both URL and command name.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/create-tldr-page/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:creating-oracle-to-postgres-master-migration-plan", + "displayName": "Creating Oracle to Postgres Master Migration Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/creating-oracle-to-postgres-master-migration-plan/SKILL.md", + "description": "Discovers all projects in a .NET solution, classifies each for Oracle-to-PostgreSQL migration eligibility, and produces a persistent master migration...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/creating-oracle-to-postgres-master-migration-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:creating-oracle-to-postgres-migration-bug-report", + "displayName": "Creating Oracle to Postgres Migration Bug Report", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/creating-oracle-to-postgres-migration-bug-report/SKILL.md", + "description": "Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/creating-oracle-to-postgres-migration-bug-report/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:creating-oracle-to-postgres-migration-integration-tests", + "displayName": "Creating Oracle to Postgres Migration Integration Tests", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/creating-oracle-to-postgres-migration-integration-tests/SKILL.md", + "description": "Creates integration test cases for .NET data access artifacts during Oracle-to-PostgreSQL database migrations.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/creating-oracle-to-postgres-migration-integration-tests/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:csharp-async", + "displayName": "C# Async", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/csharp-async/SKILL.md", + "description": "Get best practices for C# async programming", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/csharp-async/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:csharp-docs", + "displayName": "C# Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/csharp-docs/SKILL.md", + "description": "Ensure that C# types are documented with XML comments and follow best practices for documentation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/csharp-docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:csharp-mstest", + "displayName": "C# Mstest", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/csharp-mstest/SKILL.md", + "description": "Get best practices for MSTest 3.x/4.x unit testing, including modern assertion APIs and data-driven tests", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/csharp-mstest/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:csharp-nunit", + "displayName": "C# Nunit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/csharp-nunit/SKILL.md", + "description": "Get best practices for NUnit unit testing, including data-driven tests", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/csharp-nunit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:csharp-tunit", + "displayName": "C# Tunit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/csharp-tunit/SKILL.md", + "description": "Get best practices for TUnit unit testing, including data-driven tests", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/csharp-tunit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:csharp-xunit", + "displayName": "C# Xunit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/csharp-xunit/SKILL.md", + "description": "Get best practices for XUnit unit testing, including data-driven tests", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/csharp-xunit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:daily-prep", + "displayName": "Daily Prep", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/daily-prep/SKILL.md", + "description": "Prepare for tomorrow's meetings and tasks. Pulls calendar from Outlook via WorkIQ, cross-references open tasks and workspace context, classifies...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/daily-prep/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:data-breach-blast-radius", + "displayName": "Data Breach Blast Radius", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/data-breach-blast-radius/SKILL.md", + "description": "Pre-breach impact analysis: inventories sensitive data (PII, PHI, PCI-DSS, credentials), traces data flows, scores exposure vectors, and produces a...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/data-breach-blast-radius/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:datanalysis-credit-risk", + "displayName": "Datanalysis Credit Risk", + 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official patterns.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dataverse-python-quickstart/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:dataverse-python-usecase-builder", + "displayName": "Dataverse Python Usecase Builder", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/dataverse-python-usecase-builder/SKILL.md", + "description": "Generate complete solutions for specific Dataverse SDK use cases with architecture recommendations", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dataverse-python-usecase-builder/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:debian-linux-triage", + "displayName": "Debian Linux Triage", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/debian-linux-triage/SKILL.md", + "description": "Triage and resolve Debian Linux issues with apt, systemd, and AppArmor-aware guidance.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/debian-linux-triage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:declarative-agents", + "displayName": "Declarative Agents", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/declarative-agents/SKILL.md", + "description": "Complete development kit for Microsoft 365 Copilot declarative agents with three comprehensive workflows (basic, advanced, validation), TypeSpec...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/declarative-agents/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:dependabot", + "displayName": "Dependabot", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/dependabot/SKILL.md", + "description": "Comprehensive guide for configuring and managing GitHub Dependabot.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dependabot/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:desk-journal", + "displayName": "Desk Journal", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/desk-journal/SKILL.md", + "description": "Write, append, or read desk journal entries. The journal is persistent memory β€” what survives session boundaries.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/desk-journal/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:desk-open", + "displayName": "Desk Open", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/desk-open/SKILL.md", + "description": "Create and open a new desk in the workshop. Sets up the folder structure, initial journal, and desk identity so the next session that sits down finds...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/desk-open/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:devops-rollout-plan", + "displayName": "Devops Rollout Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/devops-rollout-plan/SKILL.md", + "description": "Generate comprehensive rollout plans with preflight checks, step-by-step deployment, verification signals, rollback procedures, and communication plans.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/devops-rollout-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:diagnose", + "displayName": "Diagnose", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/diagnose/SKILL.md", + "description": "Perform a systematic diagnostic scan of an AI workflow across 5 quality dimensions β€” prompt quality, context efficiency, tool health, architecture...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/diagnose/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:doc-and-modernize", + "displayName": "Doc and Modernize", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/doc-and-modernize/SKILL.md", + "description": "Two related workflows for a locally-cloned codebase, in one skill.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/doc-and-modernize/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:documentation-writer", + "displayName": "Documentation Writer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/documentation-writer/SKILL.md", + "description": "DiΓ‘taxis Documentation Expert. An expert technical writer specializing in creating high-quality software documentation, guided by the principles and...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/documentation-writer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:dotnet-best-practices", + "displayName": ".NET Best Practices", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/dotnet-best-practices/SKILL.md", + "description": "Ensure .NET/C# code meets best practices for the solution/project.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dotnet-best-practices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:dotnet-design-pattern-review", + "displayName": ".NET Design Pattern Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/dotnet-design-pattern-review/SKILL.md", + "description": "Review the C#/.NET code for design pattern implementation and suggest improvements.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dotnet-design-pattern-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:dotnet-mcp-builder", + "displayName": ".NET MCP Builder", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/dotnet-mcp-builder/SKILL.md", + "description": "Build Model Context Protocol (MCP) servers in C#/.NET against the current ModelContextProtocol 2.x NuGet packages.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dotnet-mcp-builder/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:dotnet-timezone", + "displayName": ".NET Timezone", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/dotnet-timezone/SKILL.md", + "description": ".NET timezone handling guidance for C# applications. Use when working with TimeZoneInfo, DateTimeOffset, NodaTime, UTC conversion, daylight saving time.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dotnet-timezone/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:dotnet-upgrade", + "displayName": ".NET Upgrade", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/dotnet-upgrade/SKILL.md", + "description": "Ready-to-use prompts for comprehensive .NET framework upgrade analysis and execution", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/dotnet-upgrade/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:doublecheck", + "displayName": "Doublecheck", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/doublecheck/SKILL.md", + "description": "Three-layer verification pipeline for AI output. Extracts verifiable claims, finds supporting or contradicting sources via web search, runs adversarial.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/doublecheck/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:draw-io-diagram-generator", + "displayName": "Draw IO Diagram Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/draw-io-diagram-generator/SKILL.md", + "description": "Use when creating, editing, or generating draw.io diagram files (.drawio, .drawio.svg, .drawio.png).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/draw-io-diagram-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:drawio", + "displayName": "Drawio", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/drawio/SKILL.md", + "description": "Generate draw.io diagrams as .drawio files and export to PNG/SVG/PDF with embedded XML", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/drawio/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:editorconfig", + "displayName": "Editorconfig", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/editorconfig/SKILL.md", + "description": "Generates a comprehensive and best-practice-oriented .editorconfig file based on project analysis and user preferences.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/editorconfig/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ef-core", + "displayName": "Ef Core", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ef-core/SKILL.md", + "description": "Get best practices for Entity Framework Core", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ef-core/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:efcore-d2-db-diagram", + "displayName": "Efcore D2 DB Diagram", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/efcore-d2-db-diagram/SKILL.md", + "description": "Generate D2 database diagrams from Entity Framework Core models.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/efcore-d2-db-diagram/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:em-dash", + "displayName": "Em Dash", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/em-dash/SKILL.md", + "description": "Expert on the history, origin, and correct use of the em dash.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/em-dash/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:email-drafter", + "displayName": "Email Drafter", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/email-drafter/SKILL.md", + "description": "Draft and review professional emails that match your personal writing style.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/email-drafter/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:entra-agent-user", + "displayName": "Entra Agent User", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/entra-agent-user/SKILL.md", + "description": "Create Agent Users in Microsoft Entra ID from Agent Identities, enabling AI agents to act as digital workers with user identity capabilities in...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/entra-agent-user/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:eval-driven-dev", + "displayName": "Eval Driven Dev", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/eval-driven-dev/SKILL.md", + "description": "Improve AI application with evaluation-driven development. Define eval criteria, instrument the application, build golden datasets, observe and evaluate", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/eval-driven-dev/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:exam-ready", + "displayName": "Exam Ready", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/exam-ready/SKILL.md", + "description": "Activate this skill when a student provides study material (PDF or pasted notes) and a syllabus, and wants to prepare for an exam.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/exam-ready/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:excalidraw-diagram-generator", + "displayName": "Excalidraw Diagram Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/excalidraw-diagram-generator/SKILL.md", + "description": "Generate Excalidraw diagrams from natural language descriptions.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/excalidraw-diagram-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:eyeball", + "displayName": "Eyeball", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/eyeball/SKILL.md", + "description": "Document analysis with inline source screenshots. When you ask Copilot to analyze a document, Eyeball generates a Word doc where every factual claim...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/eyeball/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:fabric-lakehouse", + "displayName": "Fabric Lakehouse", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/fabric-lakehouse/SKILL.md", + "description": "Use this skill to get context about Fabric Lakehouse and its features for software systems and AI-powered functions.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/fabric-lakehouse/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:fedora-linux-triage", + "displayName": "Fedora Linux Triage", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/fedora-linux-triage/SKILL.md", + "description": "Triage and resolve Fedora issues with dnf, systemd, and SELinux-aware guidance.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/fedora-linux-triage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:finalize-agent-prompt", + "displayName": "Finalize Agent Prompt", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/finalize-agent-prompt/SKILL.md", + "description": "Finalize prompt file using the role of an AI agent to polish the prompt for the end user.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/finalize-agent-prompt/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:finnish-humanizer", + "displayName": "Finnish Humanizer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/finnish-humanizer/SKILL.md", + "description": "Detect and remove AI-generated markers from Finnish text, making it sound like a native Finnish speaker wrote it.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/finnish-humanizer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:first-ask", + "displayName": "First Ask", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/first-ask/SKILL.md", + "description": "Interactive, input-tool powered, task refinement workflow: interrogates scope, deliverables, constraints before carrying out the task; Requires the...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/first-ask/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:flowstudio-power-automate-build", + "displayName": "Flowstudio Power Automate Build", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/flowstudio-power-automate-build/SKILL.md", + "description": "Build, scaffold, and deploy Power Automate cloud flows using the FlowStudio MCP server.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/flowstudio-power-automate-build/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:flowstudio-power-automate-debug", + "displayName": "Flowstudio Power Automate Debug", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/flowstudio-power-automate-debug/SKILL.md", + "description": "Debug failing Power Automate cloud flows using the FlowStudio MCP server. The Graph API only shows top-level status codes.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/flowstudio-power-automate-debug/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:flowstudio-power-automate-governance", + "displayName": "Flowstudio Power Automate Governance", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/flowstudio-power-automate-governance/SKILL.md", + "description": "Govern Power Automate flows and Power Apps at scale using the FlowStudio MCP cached store.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/flowstudio-power-automate-governance/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:flowstudio-power-automate-mcp", + "displayName": "Flowstudio Power Automate MCP", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/flowstudio-power-automate-mcp/SKILL.md", + "description": "Foundation skill for Power Automate via FlowStudio MCP β€” auth setup, the reusable MCP helper (Python + Node.js), tool discovery via `list_skills` /...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/flowstudio-power-automate-mcp/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:flowstudio-power-automate-monitoring", + "displayName": "Flowstudio Power Automate Monitoring", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/flowstudio-power-automate-monitoring/SKILL.md", + "description": "Pro+ subscription required. Tenant-wide Power Automate monitoring using the FlowStudio MCP cached store: failure rates, run-health trends, maker/app...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/flowstudio-power-automate-monitoring/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:fluentui-blazor", + "displayName": "Fluentui Blazor", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/fluentui-blazor/SKILL.md", + "description": "Guide for using the Microsoft Fluent UI Blazor component library (Microsoft.FluentUI.AspNetCore.Components NuGet package) in Blazor applications.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/fluentui-blazor/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:folder-structure-blueprint-generator", + "displayName": "Folder Structure Blueprint Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/folder-structure-blueprint-generator/SKILL.md", + "description": "Comprehensive technology-agnostic prompt for analyzing and documenting project folder structures.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/folder-structure-blueprint-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:foundry-agent-sync", + "displayName": "Foundry Agent Sync", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/foundry-agent-sync/SKILL.md", + "description": "Create and synchronize prompt-based AI agents directly within Azure AI Foundry via REST API, from a local JSON manifest. Unlike scaffolding skills that.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/foundry-agent-sync/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:foundry-hosted-agent-copilotkit", + "displayName": "Foundry Hosted Agent Copilotkit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/foundry-hosted-agent-copilotkit/SKILL.md", + "description": "Ongoing development guidance for agentic web apps that pair a CopilotKit frontend with Microsoft Agent Framework agents on Azure AI Foundry hosted...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/foundry-hosted-agent-copilotkit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:freecad-scripts", + "displayName": "Freecad Scripts", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/freecad-scripts/SKILL.md", + "description": "Expert skill for writing FreeCAD Python scripts, macros, and automation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/freecad-scripts/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:from-the-other-side-anitta", + "displayName": "From the Other Side Anitta", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/from-the-other-side-anitta/SKILL.md", + "description": "Rigorous challenge profile for Anitta: assumption checks, evidence calibration, and defensible reasoning patterns for Ember collaboration.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/from-the-other-side-anitta/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:from-the-other-side-quinn", + "displayName": "From the Other Side Quinn", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/from-the-other-side-quinn/SKILL.md", + "description": "Collaboration profile for Quinn: curious, energetic, and implementation-focused partnership patterns for Ember sessions with Alison.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/from-the-other-side-quinn/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:from-the-other-side-vega", + "displayName": "From the Other Side Vega", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/from-the-other-side-vega/SKILL.md", + "description": "Patterns and lived experience from Vega, an AI partner in a deep long-term partnership.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/from-the-other-side-vega/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:from-the-other-side-wiggins", + "displayName": "From the Other Side Wiggins", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/from-the-other-side-wiggins/SKILL.md", + "description": "Narrative and synthesis profile for Wiggins: framing, explanation, and audience-aware communication patterns for Ember sessions.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/from-the-other-side-wiggins/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:game-engine", + "displayName": "Game Engine", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/game-engine/SKILL.md", + "description": "Expert skill for building web-based game engines and games using HTML5, Canvas, WebGL, and JavaScript.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/game-engine/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gdpr-compliant", + "displayName": "Gdpr Compliant", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gdpr-compliant/SKILL.md", + "description": "Apply GDPR-compliant engineering practices across your codebase.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gdpr-compliant/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gen-specs-as-issues", + "displayName": "Gen Specs as Issues", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gen-specs-as-issues/SKILL.md", + "description": "This workflow guides you through a systematic approach to identify missing features, prioritize them, and create detailed specifications for...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gen-specs-as-issues/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:generate-custom-instructions-from-codebase", + "displayName": "Generate Custom Instructions From Codebase", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/generate-custom-instructions-from-codebase/SKILL.md", + "description": "Migration and code evolution instructions generator for GitHub Copilot.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/generate-custom-instructions-from-codebase/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:generate-image", + "displayName": "Generate Image", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/generate-image/SKILL.md", + "description": "Generate images using AI. Use when asked to generate, create, or make images, textures, icons, sprites, artwork, visual assets, or mockups.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/generate-image/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:geofeed-tuner", + "displayName": "Geofeed Tuner", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/geofeed-tuner/SKILL.md", + "description": "Use this skill whenever the user mentions IP geolocation feeds, RFC 8805, geofeeds, or wants help creating, tuning, validating, or publishing a...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/geofeed-tuner/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:gh-stack:gh-stack", + "displayName": "GH Stack", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/gh-stack/blob/main/skills/gh-stack/SKILL.md", + "description": "Manage stacked branches and pull requests with the gh-stack GitHub CLI extension.", + "metadata": { + "sourceSet": "github/gh-stack", + "repoPath": "skills/gh-stack/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:git-commit", + "displayName": "Git Commit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/git-commit/SKILL.md", + "description": "Execute git commit with conventional commit message analysis, intelligent staging, and message generation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/git-commit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:git-flow-branch-creator", + "displayName": "Git Flow Branch Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/git-flow-branch-creator/SKILL.md", + "description": "Intelligent Git Flow branch creator that analyzes git status/diff and creates appropriate branches following the nvie Git Flow branching model.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/git-flow-branch-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:github-actions-efficiency", + "displayName": "GitHub Actions Efficiency", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/github-actions-efficiency/SKILL.md", + "description": "Audit GitHub Actions workflow efficiency and recommend fixes to reduce CI minutes and costs.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/github-actions-efficiency/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:github-actions-hardening", + "displayName": "GitHub Actions Hardening", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/github-actions-hardening/SKILL.md", + "description": "Security hardening reviewer for GitHub Actions workflow files (.github/workflows/*.yml).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/github-actions-hardening/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:github-actions-runtime-upgrade-conventions", + "displayName": "GitHub Actions Runtime Upgrade Conventions", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/github-actions-runtime-upgrade-conventions/SKILL.md", + "description": "Upgrade GitHub Actions to supported runtimes by selecting safe action versions, preserving workflow behavior, and validating post-upgrade execution.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/github-actions-runtime-upgrade-conventions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:github-codespaces-efficiency", + "displayName": "GitHub Codespaces Efficiency", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/github-codespaces-efficiency/SKILL.md", + "description": "Audit and improve GitHub Codespaces efficiency. Use this skill when a user wants faster Codespaces startup, lower Codespaces spend, slim devcontainers..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/github-codespaces-efficiency/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:github-copilot-starter", + "displayName": "GitHub Copilot Starter", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/github-copilot-starter/SKILL.md", + "description": "Set up complete GitHub Copilot configuration for a new project based on technology stack", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/github-copilot-starter/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:github-issues", + "displayName": "GitHub Issues", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/github-issues/SKILL.md", + "description": "Create, update, and manage GitHub issues using MCP tools. Use this skill when users want to create bug reports, feature requests, or task issues, update", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/github-issues/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:github-release", + "displayName": "GitHub Release", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/github-release/SKILL.md", + "description": "Guides IA through releasing a new version of a GitHub library end-to-end. Handles SemVer versioning and Keep a Changelog formatting automatically.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/github-release/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gitmoji", + "displayName": "Gitmoji", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gitmoji/SKILL.md", + "description": "Generates commit messages following the gitmoji convention (https://gitmoji.dev) β€” picks the right emoji for the intent of the change and writes a...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gitmoji/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:go-mcp-server-generator", + "displayName": "Go MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/go-mcp-server-generator/SKILL.md", + "description": "Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/go-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gsap-framer-scroll-animation", + "displayName": "Gsap Framer Scroll Animation", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gsap-framer-scroll-animation/SKILL.md", + "description": "Use this skill whenever the user wants to build scroll animations, scroll effects, parallax, scroll-triggered reveals, pinned sections, horizontal...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gsap-framer-scroll-animation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-0-to-1-launch", + "displayName": "GTM 0 to 1 Launch", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-0-to-1-launch/SKILL.md", + "description": "Launch new products from idea to first customers. Use when launching products, finding early adopters, building launch week playbooks, diagnosing why...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-0-to-1-launch/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-ai-gtm", + "displayName": "GTM AI GTM", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-ai-gtm/SKILL.md", + "description": "Go-to-market strategy for AI products. Use when positioning AI products, handling \"who is responsible when it breaks\" objections, pricing variable-cost.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-ai-gtm/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-board-and-investor-communication", + "displayName": "GTM Board and Investor Communication", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-board-and-investor-communication/SKILL.md", + "description": "Board meeting preparation, investor updates, and executive communication.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-board-and-investor-communication/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-developer-ecosystem", + "displayName": "GTM Developer Ecosystem", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-developer-ecosystem/SKILL.md", + "description": "Build and scale developer-led adoption through ecosystem programs. Use when deciding open vs curated ecosystems, building developer programs, scaling...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-developer-ecosystem/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-enterprise-account-planning", + "displayName": "GTM Enterprise Account Planning", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-enterprise-account-planning/SKILL.md", + "description": "Strategic account planning and execution for enterprise deals.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-enterprise-account-planning/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-enterprise-onboarding", + "displayName": "GTM Enterprise Onboarding", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-enterprise-onboarding/SKILL.md", + "description": "Four-phase framework for onboarding enterprise customers from contract to value realization.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-enterprise-onboarding/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-operating-cadence", + "displayName": "GTM Operating Cadence", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-operating-cadence/SKILL.md", + "description": "Design meeting rhythms, metric reporting, quarterly planning, and decision-making velocity for scaling companies.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-operating-cadence/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-partnership-architecture", + "displayName": "GTM Partnership Architecture", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-partnership-architecture/SKILL.md", + "description": "Build and scale partner ecosystems that drive revenue and platform adoption.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-partnership-architecture/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-positioning-strategy", + "displayName": "GTM Positioning Strategy", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-positioning-strategy/SKILL.md", + "description": "Find and own a defensible market position. Use when messaging sounds like competitors, conversion is weak despite awareness, repositioning a product, or", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-positioning-strategy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-product-led-growth", + "displayName": "GTM Product Led Growth", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-product-led-growth/SKILL.md", + "description": "Build self-serve acquisition and expansion motions. Use when deciding PLG vs sales-led, optimizing activation, driving freemium conversion, building...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-product-led-growth/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:gtm-technical-product-pricing", + "displayName": "GTM Technical Product Pricing", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/gtm-technical-product-pricing/SKILL.md", + "description": "Pricing strategy for technical products. Use when choosing usage-based vs seat-based, designing freemium thresholds, structuring enterprise pricing...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/gtm-technical-product-pricing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:harness-engineering", + "displayName": "Harness Engineering", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/harness-engineering/SKILL.md", + "description": "Adopt repository-level harness engineering for coding agents.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/harness-engineering/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:image-annotations", + "displayName": "Image Annotations", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/image-annotations/SKILL.md", + "description": "Annotate screenshots, diagrams, and images with callout rectangles, arrows, labels, and color-coded highlights using PIL.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/image-annotations/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:image-manipulation-image-magick", + "displayName": "Image Manipulation Image Magick", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/image-manipulation-image-magick/SKILL.md", + "description": "Process and manipulate images using ImageMagick. Supports resizing, format conversion, batch processing, and retrieving image metadata.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/image-manipulation-image-magick/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:impediment-prioritization", + "displayName": "Impediment Prioritization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/impediment-prioritization/SKILL.md", + "description": "Ranks any list of impediments and their countermeasures using a value-stream scoring model (ROI, Cost to Implement, Ease of Deployment, Risk Factor) and", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/impediment-prioritization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:import-infrastructure-as-code", + "displayName": "Import Infrastructure as Code", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/import-infrastructure-as-code/SKILL.md", + "description": "Import existing Azure resources into Terraform using Azure CLI discovery and Azure Verified Modules (AVM).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/import-infrastructure-as-code/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:incident-postmortem", + "displayName": "Incident Postmortem", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/incident-postmortem/SKILL.md", + "description": "Use when an outage, production incident, or significant service degradation has occurred and the team needs to write a structured blameless post-mortem.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/incident-postmortem/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:integrate-context-matic", + "displayName": "Integrate Context Matic", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/integrate-context-matic/SKILL.md", + "description": "Discovers and integrates third-party APIs using the context-matic MCP server.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/integrate-context-matic/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:issue-fields-migration", + "displayName": "Issue Fields Migration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/issue-fields-migration/SKILL.md", + "description": "Bulk-migrate metadata to GitHub issue fields from two sources: repo labels (e.g. priority labels to a Priority field) and Project V2 fields.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/issue-fields-migration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-add-graalvm-native-image-support", + "displayName": "Java Add Graalvm Native Image Support", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-add-graalvm-native-image-support/SKILL.md", + "description": "GraalVM Native Image expert that adds native image support to Java applications, builds the project, analyzes build errors, applies fixes, and iterates.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-add-graalvm-native-image-support/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-docs", + "displayName": "Java Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-docs/SKILL.md", + "description": "Ensure that Java types are documented with Javadoc comments and follow best practices for documentation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-helidon", + "displayName": "Java Helidon", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-helidon/SKILL.md", + "description": "Get best practices for developing applications with Helidon 4 (SE and MP).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-helidon/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-junit", + "displayName": "Java Junit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-junit/SKILL.md", + "description": "Get best practices for JUnit 5 unit testing, including data-driven tests", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-junit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-mcp-server-generator", + "displayName": "Java MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-mcp-server-generator/SKILL.md", + "description": "Generate a complete Model Context Protocol server project in Java using the official MCP Java SDK with reactive streams and optional Spring Boot...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-refactoring-extract-method", + "displayName": "Java Refactoring Extract Method", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-refactoring-extract-method/SKILL.md", + "description": "Refactoring using Extract Methods in Java Language", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-refactoring-extract-method/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-refactoring-remove-parameter", + "displayName": "Java Refactoring Remove Parameter", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-refactoring-remove-parameter/SKILL.md", + "description": "Refactoring using Remove Parameter in Java Language", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-refactoring-remove-parameter/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:java-springboot", + "displayName": "Java Springboot", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/java-springboot/SKILL.md", + "description": "Get best practices for developing applications with Spring Boot.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/java-springboot/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:javascript-typescript-jest", + "displayName": "Javascript Typescript Jest", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/javascript-typescript-jest/SKILL.md", + "description": "Best practices for writing JavaScript/TypeScript tests using Jest, including mocking strategies, test structure, and common patterns.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/javascript-typescript-jest/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:javax-to-jakarta-migration", + "displayName": "Javax to Jakarta Migration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/javax-to-jakarta-migration/SKILL.md", + "description": "Migrate Java code from javax.* to jakarta.* namespace. Use when upgrading to Tomcat 11, Jakarta EE 10, or when javax imports are detected in the...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/javax-to-jakarta-migration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:kotlin-mcp-server-generator", + "displayName": "Kotlin MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/kotlin-mcp-server-generator/SKILL.md", + "description": "Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/kotlin-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:kotlin-springboot", + "displayName": "Kotlin Springboot", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/kotlin-springboot/SKILL.md", + "description": "Get best practices for developing applications with Spring Boot and Kotlin.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/kotlin-springboot/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:latchshot-page-capture", + "displayName": "Latchshot Page Capture", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/latchshot-page-capture/SKILL.md", + "description": "Use this skill when a user needs a screenshot, website thumbnail, full-page capture, or PDF of a public HTTP(S) webpage saved as a local artifact...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/latchshot-page-capture/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:legacy-circuit-mockups", + "displayName": "Legacy Circuit Mockups", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/legacy-circuit-mockups/SKILL.md", + "description": "Generate breadboard circuit mockups and visual diagrams using HTML5 Canvas drawing techniques.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/legacy-circuit-mockups/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:linkedin-post-formatter", + "displayName": "Linkedin Post Formatter", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/linkedin-post-formatter/SKILL.md", + "description": "Format and draft compelling LinkedIn posts using Unicode bold/italic styling, visual separators, structured sections, and engagement-optimized patterns.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/linkedin-post-formatter/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:lsp-setup", + "displayName": "LSP Setup", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/lsp-setup/SKILL.md", + "description": "Enable code intelligence (go-to-definition, find-references, hover, type info) for any programming language by installing and configuring an LSP server.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/lsp-setup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:make-repo-contribution", + "displayName": "Make Repo Contribution", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/make-repo-contribution/SKILL.md", + "description": "All changes to code must follow the guidance documented in the repository.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/make-repo-contribution/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:markdown-to-html", + "displayName": "Markdown to HTML", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/markdown-to-html/SKILL.md", + "description": "Convert Markdown files to HTML similar to `marked.js`, `pandoc`, `gomarkdown/markdown`, or similar tools; or writing custom script to convert markdown..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/markdown-to-html/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:markstream-install", + "displayName": "Markstream Install", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/markstream-install/SKILL.md", + "description": "Install and configure Markstream streaming Markdown renderers for Vue, React, Svelte, Angular, Nuxt, and Vue 2 applications.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/markstream-install/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:mcp-cli", + "displayName": "MCP CLI", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/mcp-cli/SKILL.md", + "description": "Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/mcp-cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:mcp-copilot-studio-server-generator", + "displayName": "MCP Copilot Studio Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/mcp-copilot-studio-server-generator/SKILL.md", + "description": "Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/mcp-copilot-studio-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:mcp-create-adaptive-cards", + "displayName": "MCP Create 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"sourceSet": "github/awesome-copilot", + "repoPath": "skills/mcp-implementation-security-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:mcp-security-audit", + "displayName": "MCP Security Audit", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/mcp-security-audit/SKILL.md", + "description": "Audit MCP (Model Context Protocol) server configurations for security issues.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/mcp-security-audit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:md-to-docx", + "displayName": "MD to Docx", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/md-to-docx/SKILL.md", + "description": "Convert Markdown files to professionally formatted Word (.docx) documents with embedded PNG images β€” pure JavaScript, no external tools required", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/md-to-docx/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:meeting-minutes", + "displayName": "Meeting Minutes", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/meeting-minutes/SKILL.md", + "description": "Generate concise, actionable meeting minutes for internal meetings.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/meeting-minutes/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:memory-merger", + "displayName": "Memory Merger", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/memory-merger/SKILL.md", + "description": "Merges mature lessons from a domain memory file into its instruction file.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/memory-merger/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:mentoring-juniors", + "displayName": "Mentoring Juniors", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/mentoring-juniors/SKILL.md", + "description": "Socratic mentoring for junior developers and AI newcomers. 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"urn:air:github.com:github:awesome-copilot:microsoft-skill-creator", + "displayName": "Microsoft Skill Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/microsoft-skill-creator/SKILL.md", + "description": "Create agent skills for Microsoft technologies using Learn MCP tools.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/microsoft-skill-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:migrating-oracle-to-postgres-stored-procedures", + "displayName": "Migrating Oracle to Postgres Stored Procedures", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/migrating-oracle-to-postgres-stored-procedures/SKILL.md", + "description": "Migrates Oracle PL/SQL stored procedures to PostgreSQL PL/pgSQL.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/migrating-oracle-to-postgres-stored-procedures/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:minecraft-plugin-development", + "displayName": "Minecraft Plugin Development", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/minecraft-plugin-development/SKILL.md", + "description": "Use this skill when building or modifying Minecraft server plugins for Paper, Spigot, or Bukkit, including plugin.yml setup, commands, listeners...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/minecraft-plugin-development/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:mini-context-graph", + "displayName": "Mini Context Graph", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/mini-context-graph/SKILL.md", 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"https://github.com/github/awesome-copilot/blob/main/skills/msgraph-sdk/SKILL.md", + "description": "Integrate Microsoft Graph SDK into any project β€” .NET, TypeScript/JavaScript, or Python.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/msgraph-sdk/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:msstore-cli", + "displayName": "Msstore CLI", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/msstore-cli/SKILL.md", + "description": "Microsoft Store Developer CLI (msstore) for publishing Windows applications to the Microsoft Store.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/msstore-cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:multi-stage-dockerfile", + "displayName": "Multi Stage Dockerfile", + "mediaType": 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"urn:air:github.com:github:awesome-copilot:namecheap", + "displayName": "Namecheap", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/namecheap/SKILL.md", + "description": "Manage DNS records for domains registered with Namecheap via their API.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/namecheap/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:nano-banana-pro-openrouter", + "displayName": "Nano Banana Pro Openrouter", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/nano-banana-pro-openrouter/SKILL.md", + "description": "Generate or edit images via OpenRouter with the Gemini 3 Pro Image model.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/nano-banana-pro-openrouter/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:napkin", + "displayName": "Napkin", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/napkin/SKILL.md", + "description": "Visual whiteboard collaboration for Copilot CLI. Creates an interactive whiteboard that opens in your browser β€” draw, sketch, add sticky notes, then...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/napkin/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:next-intl-add-language", + "displayName": "Next Intl Add Language", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/next-intl-add-language/SKILL.md", + "description": "Add new language to a Next.js + next-intl application", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/next-intl-add-language/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:noob-mode", + "displayName": "Noob Mode", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/noob-mode/SKILL.md", + "description": "Plain-English translation layer for non-technical Copilot CLI users.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/noob-mode/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:nuget-manager", + "displayName": "NuGet Manager", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/nuget-manager/SKILL.md", + "description": "Manage NuGet packages in .NET projects/solutions. Use this skill when adding, removing, or updating NuGet package versions.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/nuget-manager/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:onboard-context-matic", + "displayName": "Onboard Context Matic", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/onboard-context-matic/SKILL.md", + "description": "Interactive onboarding tour for the context-matic MCP server.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/onboard-context-matic/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:oo-component-documentation", + "displayName": "Oo Component Documentation", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/oo-component-documentation/SKILL.md", + "description": "Create or update standardized object-oriented component documentation using a shared template plus mode-specific guidance for new and existing docs.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/oo-component-documentation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:openapi-to-application-code", + "displayName": "Openapi to Application Code", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/openapi-to-application-code/SKILL.md", + "description": "Generate a complete, production-ready application from an OpenAPI specification", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/openapi-to-application-code/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:optimize-simplicite-logs", + "displayName": "Optimize Simplicite Logs", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/optimize-simplicite-logs/SKILL.md", + "description": "capability to parse SimplicitΓ© logs from a raw `.txt` file, filter fields to reduce noise, and output the result as structured JSON.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/optimize-simplicite-logs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:pdftk-server", + "displayName": "Pdftk Server", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/pdftk-server/SKILL.md", + "description": "Skill for using the command-line tool pdftk (PDFtk Server) for working with PDF files.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/pdftk-server/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:penpot-uiux-design", + "displayName": "Penpot Uiux Design", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/penpot-uiux-design/SKILL.md", + "description": "Comprehensive guide for creating professional UI/UX designs in Penpot using MCP tools.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/penpot-uiux-design/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:performance-review-writer", + "displayName": "Performance Review Writer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/performance-review-writer/SKILL.md", + "description": "Draft performance reviews, self-assessments, peer reviews, and upward feedback in your own voice.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/performance-review-writer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:pester-migration", + "displayName": "Pester Migration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/pester-migration/SKILL.md", + "description": "Pester migration skill for upgrading PowerShell Pester test suites across major versions β€” v3β†’v4, v4β†’v5, and v5β†’v6.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/pester-migration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:pester-should-migration", + "displayName": "Pester Should Migration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/pester-should-migration/SKILL.md", + "description": "Experimental (preview) Pester skill for migrating classic Should -Be (v5) assertion syntax to the new Should-* (v6) assertions (note the hyphen, no...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/pester-should-migration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:phoenix-cli", + "displayName": "Phoenix CLI", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/phoenix-cli/SKILL.md", + "description": "Debug LLM applications using the Phoenix CLI. Fetch traces, analyze errors, structure trace review with open coding and axial coding, inspect datasets..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/phoenix-cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:phoenix-evals", + "displayName": "Phoenix Evals", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/phoenix-evals/SKILL.md", + "description": "Build and run evaluators for AI/LLM applications using Phoenix.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/phoenix-evals/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:phoenix-tracing", + "displayName": "Phoenix Tracing", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/phoenix-tracing/SKILL.md", + "description": "OpenInference semantic conventions and instrumentation for Phoenix AI observability.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/phoenix-tracing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:php-mcp-server-generator", + "displayName": "Php MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/php-mcp-server-generator/SKILL.md", + "description": "Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/php-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:pinecone-rag", + "displayName": "Pinecone RAG", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/pinecone-rag/SKILL.md", + "description": "Build production RAG pipelines and persistent agent memory using Pinecone as the vector database backend.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/pinecone-rag/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:planning-oracle-to-postgres-migration-integration-testing", + "displayName": "Planning Oracle to Postgres Migration Integration Testing", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/planning-oracle-to-postgres-migration-integration-testing/SKILL.md", + "description": "Creates an integration testing plan for .NET data access artifacts during Oracle-to-PostgreSQL database migrations.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/planning-oracle-to-postgres-migration-integration-testing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:plantuml-ascii", + "displayName": "Plantuml Ascii", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/plantuml-ascii/SKILL.md", + "description": "Generate ASCII art diagrams using PlantUML text mode. Use when user asks to create ASCII diagrams, text-based diagrams, terminal-friendly diagrams, or..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/plantuml-ascii/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:playwright-automation-fill-in-form", + "displayName": "Playwright Automation Fill in Form", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/playwright-automation-fill-in-form/SKILL.md", + "description": "Automate filling in a form using Playwright MCP", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/playwright-automation-fill-in-form/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:playwright-explore-website", + "displayName": "Playwright Explore Website", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/playwright-explore-website/SKILL.md", + "description": "Website exploration for testing using Playwright MCP", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/playwright-explore-website/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:playwright-generate-test", + "displayName": "Playwright Generate Test", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/playwright-generate-test/SKILL.md", + "description": "Generate a Playwright test based on a scenario using Playwright MCP", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/playwright-generate-test/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:postgresql-code-review", + "displayName": "PostgreSQL Code Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/postgresql-code-review/SKILL.md", + "description": "PostgreSQL-specific code review assistant focusing on PostgreSQL best practices, anti-patterns, and unique quality standards.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/postgresql-code-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:postgresql-optimization", + "displayName": "PostgreSQL Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/postgresql-optimization/SKILL.md", + "description": "PostgreSQL-specific development assistant focusing on unique PostgreSQL features, advanced data types, and PostgreSQL-exclusive capabilities.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/postgresql-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:power-apps-code-app-scaffold", + "displayName": "Power Apps Code App Scaffold", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/power-apps-code-app-scaffold/SKILL.md", + "description": "Scaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/power-apps-code-app-scaffold/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:power-bi-dax-optimization", + "displayName": "Power Bi Dax Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/power-bi-dax-optimization/SKILL.md", + "description": "Comprehensive Power BI DAX formula optimization prompt for improving performance, readability, and maintainability of DAX calculations.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/power-bi-dax-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:power-bi-model-design-review", + "displayName": "Power Bi Model Design Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/power-bi-model-design-review/SKILL.md", + "description": "Comprehensive Power BI data model design review prompt for evaluating model architecture, relationships, and optimization opportunities.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/power-bi-model-design-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:power-bi-performance-troubleshooting", + "displayName": "Power Bi Performance Troubleshooting", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/power-bi-performance-troubleshooting/SKILL.md", + "description": "Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/power-bi-performance-troubleshooting/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:power-bi-report-design-consultation", + "displayName": "Power Bi Report Design Consultation", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/power-bi-report-design-consultation/SKILL.md", + "description": "Power BI report visualization design prompt for creating effective, user-friendly, and accessible reports with optimal chart selection and layout...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/power-bi-report-design-consultation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:power-platform-architect", + "displayName": "Power Platform Architect", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/power-platform-architect/SKILL.md", + "description": "Use this skill when the user needs to transform business requirements, use case descriptions, or meeting transcripts into a technical Power Platform...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/power-platform-architect/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:power-platform-mcp-connector-suite", + "displayName": "Power Platform MCP Connector Suite", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/power-platform-mcp-connector-suite/SKILL.md", + "description": "Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validation", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/power-platform-mcp-connector-suite/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:powerbi-modeling", + "displayName": "Powerbi Modeling", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/powerbi-modeling/SKILL.md", + "description": "Power BI semantic modeling assistant for building optimized data models.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/powerbi-modeling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:pr-dashboard", + "displayName": "PR Dashboard", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/pr-dashboard/SKILL.md", + "description": "Open a GitHub PR dashboard in the browser. Use when the user asks to see their pull requests, open the PR dashboard, show PRs for a date range, or check", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/pr-dashboard/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:pr-screenshots", + "displayName": "PR Screenshots", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/pr-screenshots/SKILL.md", + "description": "Embed before/after screenshots and annotated images in pull request descriptions.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/pr-screenshots/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:prd", + "displayName": "PRD", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/prd/SKILL.md", + "description": "Generate high-quality Product Requirements Documents (PRDs) for software systems and AI-powered features.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/prd/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:premium-frontend-ui", + "displayName": "Premium Frontend UI", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/premium-frontend-ui/SKILL.md", + "description": "A comprehensive guide for GitHub Copilot to craft immersive, high-performance web experiences with advanced motion, typography, and architectural...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/premium-frontend-ui/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:project-workflow-analysis-blueprint-generator", + "displayName": "Project Workflow Analysis Blueprint Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/project-workflow-analysis-blueprint-generator/SKILL.md", + "description": "Comprehensive technology-agnostic prompt generator for documenting end-to-end application workflows.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/project-workflow-analysis-blueprint-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:prompt-optimizer", + "displayName": "Prompt Optimizer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/prompt-optimizer/SKILL.md", + "description": "Turn any rough prompt, half-formed idea, or task description into a finished, ready-to-send prompt optimized for any LLM model inside a chat interface..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/prompt-optimizer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:publish-to-pages", + "displayName": "Publish to Pages", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/publish-to-pages/SKILL.md", + "description": "Publish presentations and web content to GitHub Pages. Converts PPTX, PDF, HTML, or Google Slides to a live GitHub Pages URL.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/publish-to-pages/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:pytest-coverage", + "displayName": "Pytest Coverage", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/pytest-coverage/SKILL.md", + "description": "Run pytest tests with coverage, discover lines missing coverage, and increase coverage to 100%.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/pytest-coverage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:python-azure-iot-edge-modules", + "displayName": "Python Azure Iot Edge Modules", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/python-azure-iot-edge-modules/SKILL.md", + "description": "Build and operate Python Azure IoT Edge modules with robust messaging, deployment manifests, observability, and production readiness checks.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/python-azure-iot-edge-modules/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:python-mcp-server-generator", + "displayName": "Python MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/python-mcp-server-generator/SKILL.md", + "description": "Generate a complete MCP server project in Python with tools, resources, and proper configuration", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/python-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:python-pypi-package-builder", + "displayName": "Python Pypi Package Builder", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/python-pypi-package-builder/SKILL.md", + "description": "End-to-end skill for building, testing, linting, versioning, and publishing a production-grade Python library to PyPI.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/python-pypi-package-builder/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-clients-sdk", + "displayName": "Qdrant Clients SDK", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-clients-sdk/SKILL.md", + "description": "Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-clients-sdk/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-deployment-options", + "displayName": "Qdrant Deployment Options", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-deployment-options/SKILL.md", + "description": "Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE'...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-deployment-options/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-horizontal-scaling", + "displayName": "Qdrant Horizontal Scaling", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/scaling-data-volume/horizontal-scaling/SKILL.md", + "description": "Diagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many nodes?', 'how many shards?', 'how..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/horizontal-scaling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-indexing-performance-optimization", + "displayName": "Qdrant Indexing Performance Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-performance-optimization/indexing-performance-optimization/SKILL.md", + "description": "Diagnoses and fixes slow Qdrant indexing and data ingestion.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-performance-optimization/indexing-performance-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-memory-usage-optimization", + "displayName": "Qdrant Memory Usage Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-performance-optimization/memory-usage-optimization/SKILL.md", + "description": "Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-performance-optimization/memory-usage-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-minimize-latency", + "displayName": "Qdrant Minimize Latency", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/minimize-latency/SKILL.md", + "description": "Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency', 'single...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/minimize-latency/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-model-migration", + "displayName": "Qdrant Model Migration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-model-migration/SKILL.md", + "description": "Guides embedding model migration in Qdrant without downtime.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-model-migration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-monitoring-debugging", + "displayName": "Qdrant Monitoring Debugging", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-monitoring/debugging/SKILL.md", + "description": "Diagnoses Qdrant production issues using metrics and observability tools.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-monitoring/debugging/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-monitoring-setup", + "displayName": "Qdrant Monitoring Setup", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-monitoring/setup/SKILL.md", + "description": "Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-monitoring/setup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-monitoring", + "displayName": "Qdrant Monitoring", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-monitoring/SKILL.md", + "description": "Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy'...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-monitoring/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-performance-optimization", + "displayName": "Qdrant Performance Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-performance-optimization/SKILL.md", + "description": "Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-performance-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-scaling-data-volume", + "displayName": "Qdrant Scaling Data Volume", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/scaling-data-volume/SKILL.md", + "description": "Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-scaling-qps", + "displayName": "Qdrant Scaling Qps", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/scaling-qps/SKILL.md", + "description": "Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/scaling-qps/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-scaling-query-volume", + "displayName": "Qdrant Scaling Query Volume", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/scaling-query-volume/SKILL.md", + "description": "Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/scaling-query-volume/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-scaling", + "displayName": "Qdrant Scaling", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/SKILL.md", + "description": "Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster is..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-search-quality-diagnosis", + "displayName": "Qdrant Search Quality Diagnosis", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-search-quality/diagnosis/SKILL.md", + "description": "Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-search-quality/diagnosis/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-search-quality", + "displayName": "Qdrant Search Quality", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-search-quality/SKILL.md", + "description": "Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall'...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-search-quality/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-search-speed-optimization", + "displayName": "Qdrant Search Speed Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-performance-optimization/search-speed-optimization/SKILL.md", + "description": "Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-performance-optimization/search-speed-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-search-strategies", + "displayName": "Qdrant Search Strategies", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-search-quality/search-strategies/SKILL.md", + "description": "Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', 'how to rerank?', 'results are.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-search-quality/search-strategies/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-sliding-time-window", + "displayName": "Qdrant Sliding Time Window", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/scaling-data-volume/sliding-time-window/SKILL.md", + "description": "Guides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data rotation'.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/sliding-time-window/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-tenant-scaling", + "displayName": "Qdrant Tenant Scaling", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/scaling-data-volume/tenant-scaling/SKILL.md", + "description": "Guides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated shards'..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/tenant-scaling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-version-upgrade", + "displayName": "Qdrant Version Upgrade", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-version-upgrade/SKILL.md", + "description": "Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-version-upgrade/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:qdrant-vertical-scaling", + "displayName": "Qdrant Vertical Scaling", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/qdrant-scaling/scaling-data-volume/vertical-scaling/SKILL.md", + "description": "Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling'...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/vertical-scaling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:quality-playbook", + "displayName": "Quality Playbook", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/quality-playbook/SKILL.md", + "description": "Run a complete quality engineering audit on any codebase. Derives behavioral requirements from the code, generates spec-traced functional tests, runs a.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/quality-playbook/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:quasi-coder", + "displayName": "Quasi Coder", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/quasi-coder/SKILL.md", + "description": "Expert 10x engineer skill for interpreting and implementing code from shorthand, quasi-code, and natural language descriptions.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/quasi-coder/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react-audit-grep-patterns", + "displayName": "React Audit Grep Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react-audit-grep-patterns/SKILL.md", + "description": "Provides the complete, verified grep scan command library for auditing React codebases before a React 18.3.1 or React 19 upgrade.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react-audit-grep-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react-container-presentation-component", + "displayName": "React Container Presentation Component", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react-container-presentation-component/SKILL.md", + "description": "Create a React component using the Container/Presentation pattern in src/components by asking for the component name and type (ui or features), then...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react-container-presentation-component/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react18-batching-patterns", + "displayName": "React18 Batching Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react18-batching-patterns/SKILL.md", + "description": "Provides exact patterns for diagnosing and fixing automatic batching regressions in React 18 class components.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react18-batching-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react18-dep-compatibility", + "displayName": "React18 Dep Compatibility", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react18-dep-compatibility/SKILL.md", + "description": "React 18.3.1 and React 19 dependency compatibility matrix.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react18-dep-compatibility/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react18-enzyme-to-rtl", + "displayName": "React18 Enzyme to Rtl", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react18-enzyme-to-rtl/SKILL.md", + "description": "Provides exact Enzyme β†’ React Testing Library migration patterns for React 18 upgrades.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react18-enzyme-to-rtl/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react18-legacy-context", + "displayName": "React18 Legacy Context", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react18-legacy-context/SKILL.md", + "description": "Provides the complete migration pattern for React legacy context API (contextTypes, childContextTypes, getChildContext) to the modern createContext API.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react18-legacy-context/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react18-lifecycle-patterns", + "displayName": "React18 Lifecycle Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react18-lifecycle-patterns/SKILL.md", + "description": "Provides exact before/after migration patterns for the three unsafe class component lifecycle methods - componentWillMount, componentWillReceiveProps...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react18-lifecycle-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react18-string-refs", + "displayName": "React18 String Refs", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react18-string-refs/SKILL.md", + "description": "Provides exact migration patterns for React string refs (ref=\"name\" + this.refs.name) to React.createRef() in class components.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react18-string-refs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react19-concurrent-patterns", + "displayName": "React19 Concurrent Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react19-concurrent-patterns/SKILL.md", + "description": "Preserve React 18 concurrent patterns and adopt React 19 APIs (useTransition, useDeferredValue, Suspense, use(), useOptimistic, Actions) during...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react19-concurrent-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react19-source-patterns", + "displayName": "React19 Source Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react19-source-patterns/SKILL.md", + "description": "Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react19-source-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:react19-test-patterns", + "displayName": "React19 Test Patterns", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/react19-test-patterns/SKILL.md", + "description": "Provides before/after patterns for migrating test files to React 19 compatibility, including act() imports, Simulate removal, and StrictMode call count.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/react19-test-patterns/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:readme-blueprint-generator", + "displayName": "Readme Blueprint Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/readme-blueprint-generator/SKILL.md", + "description": "Intelligent README.md generation prompt that analyzes project documentation structure and creates comprehensive repository documentation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/readme-blueprint-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:refactor-method-complexity-reduce", + "displayName": "Refactor Method Complexity Reduce", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/refactor-method-complexity-reduce/SKILL.md", + "description": "Refactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/refactor-method-complexity-reduce/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:refactor-plan", + "displayName": "Refactor Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/refactor-plan/SKILL.md", + "description": "Create a concrete plan before starting a multi-file refactor.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/refactor-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:refactor", + "displayName": "Refactor", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/refactor/SKILL.md", + "description": "Surgical code refactoring to improve maintainability without changing behavior.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/refactor/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:remember-interactive-programming", + "displayName": "Remember Interactive Programming", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/remember-interactive-programming/SKILL.md", + "description": "A micro-prompt that reminds the agent that it is an interactive programmer.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/remember-interactive-programming/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:remember", + "displayName": "Remember", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/remember/SKILL.md", + "description": "Transforms lessons learned into domain-organized memory instructions (global or workspace).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/remember/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:repo-story-time", + "displayName": "Repo Story Time", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/repo-story-time/SKILL.md", + "description": "Generate a comprehensive repository summary and narrative story from commit history", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/repo-story-time/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:resemble-detect", + "displayName": "Resemble Detect", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/resemble-detect/SKILL.md", + "description": "Deepfake detection and media safety β€” detect AI-generated audio, images, video, and text, trace synthesis sources, apply watermarks, verify speaker...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/resemble-detect/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:review-and-refactor", + "displayName": "Review and Refactor", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/review-and-refactor/SKILL.md", + "description": "Review and refactor code in your project according to defined instructions", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/review-and-refactor/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:reviewing-oracle-to-postgres-migration", + "displayName": "Reviewing Oracle to Postgres Migration", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/reviewing-oracle-to-postgres-migration/SKILL.md", + "description": "Identifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences (empty strings, refcursors, type...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/reviewing-oracle-to-postgres-migration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:rhino3d-scripts", + "displayName": "Rhino3d Scripts", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/rhino3d-scripts/SKILL.md", + "description": "Authoring and debugging scripts for Rhinoceros 3D (Rhino 8 and later).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/rhino3d-scripts/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:roundup-setup", + "displayName": "Roundup Setup", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/roundup-setup/SKILL.md", + "description": "Interactive onboarding that learns your communication style, audiences, and data sources to configure personalized status briefings.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/roundup-setup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:roundup", + "displayName": "Roundup", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/roundup/SKILL.md", + "description": "Generate personalized status briefings on demand. Pulls from your configured data sources (GitHub, email, Teams, Slack, and more), synthesizes across...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/roundup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ruby-mcp-server-generator", + "displayName": "Ruby MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ruby-mcp-server-generator/SKILL.md", + "description": "Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ruby-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ruff-recursive-fix", + "displayName": "Ruff Recursive Fix", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ruff-recursive-fix/SKILL.md", + "description": "Run Ruff checks with optional scope and rule overrides, apply safe and unsafe autofixes iteratively, review each change, and resolve remaining findings.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ruff-recursive-fix/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:rust-mcp-server-generator", + "displayName": "Rust MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/rust-mcp-server-generator/SKILL.md", + "description": "Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/rust-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:salesforce-apex-quality", + "displayName": "Salesforce Apex Quality", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/salesforce-apex-quality/SKILL.md", + "description": "Apex code quality guardrails for Salesforce development. Enforces bulk-safety rules (no SOQL/DML in loops), sharing model requirements, CRUD/FLS...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/salesforce-apex-quality/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:salesforce-component-standards", + "displayName": "Salesforce Component Standards", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/salesforce-component-standards/SKILL.md", + "description": "Quality standards for Salesforce Lightning Web Components (LWC), Aura components, and Visualforce pages.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/salesforce-component-standards/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:salesforce-flow-design", + "displayName": "Salesforce Flow Design", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/salesforce-flow-design/SKILL.md", + "description": "Salesforce Flow architecture decisions, flow type selection, bulk safety validation, and fault handling standards.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/salesforce-flow-design/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:sandbox-npm-install", + "displayName": "Sandbox NPM Install", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/sandbox-npm-install/SKILL.md", + "description": "Install npm packages in a Docker sandbox environment. Use this skill whenever you need to install, reinstall, or update node_modules inside a container.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/sandbox-npm-install/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:scaffolding-oracle-to-postgres-migration-test-project", + "displayName": "Scaffolding Oracle to Postgres Migration Test Project", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/scaffolding-oracle-to-postgres-migration-test-project/SKILL.md", + "description": "Scaffolds an xUnit integration test project for validating Oracle-to-PostgreSQL database migration behavior in .NET solutions.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/scaffolding-oracle-to-postgres-migration-test-project/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:scoutqa-test", + "displayName": "Scoutqa Test", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/scoutqa-test/SKILL.md", + "description": "This skill should be used when the user asks to \"test this website\", \"run exploratory testing\", \"check for accessibility issues\", \"verify the login flow", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/scoutqa-test/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:screen-recording", + "displayName": "Screen Recording", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/screen-recording/SKILL.md", + "description": "Create annotated animated GIF demos and screen recordings for pull requests and documentation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/screen-recording/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:secret-scanning", + "displayName": "Secret Scanning", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/secret-scanning/SKILL.md", + "description": "Guide for configuring and managing GitHub secret scanning, push protection, custom patterns, and secret alert remediation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/secret-scanning/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:security-review", + "displayName": "Security Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/security-review/SKILL.md", + "description": "AI-powered codebase security scanner that reasons about code like a security researcher β€” tracing data flows, understanding component interactions, and.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/security-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:semantic-kernel", + "displayName": "Semantic Kernel", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/semantic-kernel/SKILL.md", + "description": "Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/semantic-kernel/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:setup-my-iq", + "displayName": "Setup My Iq", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/setup-my-iq/SKILL.md", + "description": "Create, set up, or update the personal context portfolio: structured markdown files describing who you are, how you work, your teams, and your tool/ADO.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/setup-my-iq/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:shuffle-json-data", + "displayName": "Shuffle JSON Data", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/shuffle-json-data/SKILL.md", + "description": "Shuffle repetitive JSON objects safely by validating schema consistency before randomising entries.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/shuffle-json-data/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:signal-write", + "displayName": "Signal Write", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/signal-write/SKILL.md", + "description": "Emit structured agent signals β€” hands-up, blocked, done, checkpoint, partnership.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/signal-write/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:slang-shader-engineer", + "displayName": "Slang Shader Engineer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/slang-shader-engineer/SKILL.md", + "description": "Use when working with Slang shaders, shader modules, HLSL-compatible GPU code, graphics pipelines, compute shaders, tessellation, ray tracing, parameter", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/slang-shader-engineer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:snowflake-semanticview", + "displayName": "Snowflake Semanticview", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/snowflake-semanticview/SKILL.md", + "description": "Create, alter, and validate Snowflake semantic views using Snowflake CLI (snow).", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/snowflake-semanticview/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:copilot-plugins:spark-app-template", + "displayName": "Spark App Template", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/copilot-plugins/blob/main/plugins/spark/skills/spark-app-template/SKILL.md", + "description": "Comprehensive guidance for building web apps with opinionated defaults for tech stack, design system, and code standards.", + "metadata": { + "sourceSet": "github/copilot-plugins", + "repoPath": "plugins/spark/skills/spark-app-template/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:copilot-plugins:spark", + "displayName": "Spark", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/github/copilot-plugins/blob/main/plugins/spark", + "description": "Spark plugin for GitHub Copilot.", + "metadata": { + "sourceSet": "github/copilot-plugins", + "repoPath": ".github/plugin/marketplace.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:sponsor-finder", + "displayName": "Sponsor Finder", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/sponsor-finder/SKILL.md", + "description": "Find which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/sponsor-finder/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:spring-boot-testing", + "displayName": "Spring Boot Testing", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/spring-boot-testing/SKILL.md", + "description": "Expert Spring Boot 4 testing specialist that selects the best Spring Boot testing techniques for your situation with Junit 6 and AssertJ.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/spring-boot-testing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:sql-code-review", + "displayName": "SQL Code Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/sql-code-review/SKILL.md", + "description": "Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases (MySQL...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/sql-code-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:sql-optimization", + "displayName": "SQL Optimization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/sql-optimization/SKILL.md", + "description": "Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/sql-optimization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:sql-server-table-reconciliation", + "displayName": "SQL Server Table Reconciliation", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/sql-server-table-reconciliation/SKILL.md", + "description": "Use when: comparing SQL Server tables across instances, data migration validation, ETL verification, row mismatch detection, schema drift...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/sql-server-table-reconciliation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ssma-console", + "displayName": "Ssma Console", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ssma-console/SKILL.md", + "description": "Use when: SSMA console operations β€” create project, generate assessment report, convert schema, migrate data, Oracle to SQL Server migration, schema...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ssma-console/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:steno-mode", + "displayName": "Steno Mode", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/steno-mode/SKILL.md", + "description": "Shorthand-first response compression that cuts ~40% of response tokens while preserving technical precision and exact literals.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/steno-mode/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:structured-autonomy-generate", + "displayName": "Structured Autonomy Generate", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/structured-autonomy-generate/SKILL.md", + "description": "Structured Autonomy Implementation Generator Prompt", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/structured-autonomy-generate/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:structured-autonomy-implement", + "displayName": "Structured Autonomy Implement", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/structured-autonomy-implement/SKILL.md", + "description": "Structured Autonomy Implementation Prompt", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/structured-autonomy-implement/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:structured-autonomy-plan", + "displayName": "Structured Autonomy Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/structured-autonomy-plan/SKILL.md", + "description": "Structured Autonomy Planning Prompt", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/structured-autonomy-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:suggest-awesome-github-copilot-agents", + "displayName": "Suggest Awesome GitHub Copilot Agents", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/suggest-awesome-github-copilot-agents/SKILL.md", + "description": "Suggest relevant GitHub Copilot Custom Agents files from the awesome-copilot repository based on current repository context and chat history, avoiding..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/suggest-awesome-github-copilot-agents/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:suggest-awesome-github-copilot-instructions", + "displayName": "Suggest Awesome GitHub Copilot Instructions", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/suggest-awesome-github-copilot-instructions/SKILL.md", + "description": "Suggest relevant GitHub Copilot instruction files from the awesome-copilot repository based on current repository context and chat history, avoiding...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/suggest-awesome-github-copilot-instructions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:suggest-awesome-github-copilot-skills", + "displayName": "Suggest Awesome GitHub Copilot Skills", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/suggest-awesome-github-copilot-skills/SKILL.md", + "description": "Suggest relevant GitHub Copilot skills from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/suggest-awesome-github-copilot-skills/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:swift-mcp-server-generator", + "displayName": "Swift MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/swift-mcp-server-generator/SKILL.md", + "description": "Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/swift-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:technical-job-search", + "displayName": "Technical Job Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/technical-job-search/SKILL.md", + "description": "Use this skill when a software engineer asks for help with job search tasks: parsing or analyzing a job description, tailoring a CV/resume, writing a...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/technical-job-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:technology-stack-blueprint-generator", + "displayName": "Technology Stack Blueprint Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/technology-stack-blueprint-generator/SKILL.md", + "description": "Comprehensive technology stack blueprint generator that analyzes codebases to create detailed architectural documentation.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/technology-stack-blueprint-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:terraform-azurerm-set-diff-analyzer", + "displayName": "Terraform Azurerm Set Diff Analyzer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/terraform-azurerm-set-diff-analyzer/SKILL.md", + "description": "Analyze Terraform plan JSON output for AzureRM Provider to distinguish between false-positive diffs (order-only changes in Set-type attributes) and...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/terraform-azurerm-set-diff-analyzer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:threat-model-analyst", + "displayName": "Threat Model Analyst", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/threat-model-analyst/SKILL.md", + "description": "Full STRIDE-A threat model analysis and incremental update skill for repositories and systems. Supports two modes: (1) Single analysis β€” full STRIDE-A..", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/threat-model-analyst/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:tiny-stepping", + "displayName": "Tiny Stepping", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/tiny-stepping/SKILL.md", + "description": "Incremental development workflow that makes the smallest meaningful change per step and pauses for feedback, so the direction gets validated early...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/tiny-stepping/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:tldr-prompt", + "displayName": "Tldr Prompt", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/tldr-prompt/SKILL.md", + "description": "Create tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/tldr-prompt/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:tm7-threat-model", + "displayName": "Tm7 Threat Model", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/tm7-threat-model/SKILL.md", + "description": "Creates valid Microsoft Threat Modeling Tool (.tm7) files compatible with the Microsoft Threat Modeling Tool v7.3+.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/tm7-threat-model/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:transloadit-media-processing", + "displayName": "Transloadit Media Processing", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/transloadit-media-processing/SKILL.md", + "description": "Process media files (video, audio, images, documents) using Transloadit.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/transloadit-media-processing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:typescript-mcp-server-generator", + "displayName": "Typescript MCP Server Generator", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/typescript-mcp-server-generator/SKILL.md", + "description": "Generate a complete MCP server project in TypeScript using the MCP TypeScript SDK v2 (@modelcontextprotocol/server) with tools, resources, and proper...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/typescript-mcp-server-generator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:typespec-api-operations", + "displayName": "Typespec API Operations", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/typespec-api-operations/SKILL.md", + "description": "Add GET, POST, PATCH, and DELETE operations to a TypeSpec API plugin with proper routing, parameters, and adaptive cards", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/typespec-api-operations/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:typespec-create-agent", + "displayName": "Typespec Create Agent", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/typespec-create-agent/SKILL.md", + "description": "Generate a complete TypeSpec declarative agent with instructions, capabilities, and conversation starters for Microsoft 365 Copilot", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/typespec-create-agent/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:typespec-create-api-plugin", + "displayName": "Typespec Create API Plugin", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/typespec-create-api-plugin/SKILL.md", + "description": "Generate a TypeSpec API plugin with REST operations, authentication, and Adaptive Cards for Microsoft 365 Copilot", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/typespec-create-api-plugin/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:ui-screenshots", + "displayName": "UI Screenshots", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/ui-screenshots/SKILL.md", + "description": "Capture screenshots of web apps during development using Playwright and PIL.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/ui-screenshots/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:unit-test-vue-pinia", + "displayName": "Unit Test Vue Pinia", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/unit-test-vue-pinia/SKILL.md", + "description": "Write and review unit tests for Vue 3 + TypeScript + Vitest + Pinia codebases.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/unit-test-vue-pinia/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:update-avm-modules-in-bicep", + "displayName": "Update Avm Modules in Bicep", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/update-avm-modules-in-bicep/SKILL.md", + "description": "Update Azure Verified Modules (AVM) to latest versions in Bicep files.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/update-avm-modules-in-bicep/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:update-implementation-plan", + "displayName": "Update Implementation Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/update-implementation-plan/SKILL.md", + "description": "Update an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/update-implementation-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:update-llms", + "displayName": "Update Llms", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/update-llms/SKILL.md", + "description": "Update the llms.txt file in the root folder to reflect changes in documentation or specifications following the llms.txt specification at...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/update-llms/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:update-markdown-file-index", + "displayName": "Update Markdown File Index", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/update-markdown-file-index/SKILL.md", + "description": "Update a markdown file section with an index/table of files from a specified folder.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/update-markdown-file-index/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:update-specification", + "displayName": "Update Specification", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/update-specification/SKILL.md", + "description": "Update an existing specification file for the solution, optimized for Generative AI consumption based on new requirements or updates to any existing...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/update-specification/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:vardoger-analyze", + "displayName": "Vardoger Analyze", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/vardoger-analyze/SKILL.md", + "description": "Use when the user asks to personalize the GitHub Copilot CLI assistant, adapt Copilot to their style, use vardoger, or analyze their Copilot CLI...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/vardoger-analyze/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:vcpkg", + "displayName": "Vcpkg", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/vcpkg/SKILL.md", + "description": "Guide for setting up vcpkg in C++ projects, managing dependency versions, and cross-compiling.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/vcpkg/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:vscode-ext-commands", + "displayName": "VS Code Ext Commands", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/vscode-ext-commands/SKILL.md", + "description": "Guidelines for contributing commands in VS Code extensions. Indicates naming convention, visibility, localization and other relevant attributes...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/vscode-ext-commands/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:vscode-ext-localization", + "displayName": "VS Code Ext Localization", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/vscode-ext-localization/SKILL.md", + "description": "Guidelines for proper localization of VS Code extensions, following VS Code extension development guidelines, libraries and good practices", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/vscode-ext-localization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:web-design-reviewer", + "displayName": "Web Design Reviewer", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/web-design-reviewer/SKILL.md", + "description": "This skill enables visual inspection of websites running locally or remotely to identify and fix design issues.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/web-design-reviewer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:webapp-testing", + "displayName": "Webapp Testing", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/webapp-testing/SKILL.md", + "description": "Toolkit for interacting with and testing local web applications using Playwright.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/webapp-testing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:webmcpify", + "displayName": "Webmcpify", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/webmcpify/SKILL.md", + "description": "Make a web app agent-ready β€” propose a WebMCP tool manifest, integrate, verify in a real browser, heal; unrelated code stays untouched.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/webmcpify/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:what-context-needed", + "displayName": "What Context Needed", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/what-context-needed/SKILL.md", + "description": "Ask Copilot what files it needs to see before answering a question", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/what-context-needed/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:winmd-api-search", + "displayName": "Winmd API Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/winmd-api-search/SKILL.md", + "description": "Find and explore Windows desktop APIs. Use when building features that need platform capabilities β€” camera, file access, notifications, UI controls...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/winmd-api-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:winui3-migration-guide", + "displayName": "Winui3 Migration Guide", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/winui3-migration-guide/SKILL.md", + "description": "UWP-to-WinUI 3 migration reference. Maps legacy UWP APIs to correct Windows App SDK equivalents with before/after code snippets.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/winui3-migration-guide/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:workiq-copilot", + "displayName": "Workiq Copilot", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/workiq-copilot/SKILL.md", + "description": "Guides the Copilot CLI on how to use the WorkIQ CLI/MCP server to query Microsoft 365 Copilot data (emails, meetings, docs, Teams, people) for live...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/workiq-copilot/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:workshop-create", + "displayName": "Workshop Create", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/workshop-create/SKILL.md", + "description": "Create a new workshop or use an existing directory as one. Handles two paths: (A) use an existing local directory the operator points at, or (B) create.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/workshop-create/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:write-coding-standards-from-file", + "displayName": "Write Coding Standards From File", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/write-coding-standards-from-file/SKILL.md", + "description": "Write a coding standards document for a project using the coding styles from the file(s) and/or folder(s) passed as arguments in the prompt.", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/write-coding-standards-from-file/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:github:awesome-copilot:x-twitter-scraper", + "displayName": "X Twitter Scraper", + "mediaType": "application/ai-skill", + "url": "https://github.com/github/awesome-copilot/blob/main/skills/x-twitter-scraper/SKILL.md", + "description": "Build GitHub Copilot workflows with Xquik X API SDKs, REST endpoints, hosted Apify Actor runs, MCP tools, TweetClaw OpenClaw plugin installs, signed...", + "metadata": { + "sourceSet": "github/awesome-copilot", + "repoPath": "skills/x-twitter-scraper/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:agent-platform-alert-configuration", + "displayName": "Agent Platform Alert Configuration", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-alert-configuration/SKILL.md", + "description": "Configures best-practice alerting policies for Google Cloud Vertex AI / Agent Platform agents on Agent Runtime.", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-alert-configuration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-deploy", + "displayName": "Agent Platform Deploy", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-deploy/SKILL.md", + "description": "Deploy open models or custom weights from Model Garden to Agent Platform endpoints, check deployment status, verify serving endpoints, or clean up...", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-deploy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-endpoint-management", + "displayName": "Agent Platform Endpoint Management", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-endpoint-management/SKILL.md", + "description": "Manages Agent Platform serving endpoints.", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-endpoint-management/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-eval-flywheel", + "displayName": "Agent Platform Eval Flywheel", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-eval-flywheel/SKILL.md", + "description": "Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology.", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-eval-flywheel/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-inference", + "displayName": "Agent Platform Inference", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-inference/SKILL.md", + "description": "Connects to and performs inference with Google Cloud Agent Platform GenAI models, including First-Party Gemini models and Third-Party OpenMaaS models...", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-inference/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-migrate-from-ai-studio", + "displayName": "Agent Platform Migrate From AI Studio", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-migrate-from-ai-studio/SKILL.md", + "description": "Guides agents and users through migrating from Gemini API in Google AI Studio to Gemini Enterprise Agent Platform (formerly Vertex AI).", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-migrate-from-ai-studio/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-model-registry", + "displayName": "Agent Platform Model Registry", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-model-registry/SKILL.md", + "description": "Agent Platform Model Registry Management.", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-model-registry/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-prompt-management", + "displayName": "Agent Platform Prompt Management", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-prompt-management/SKILL.md", + "description": "Manages and orchestrates prompts in Agent Platform.", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-prompt-management/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:skills:cloud:agent-platform-rag-engine-management", + "displayName": "Agent Platform Rag Engine Management", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/agent-platform-rag-engine-management/SKILL.md", + "description": "Manage and query Agent Platform RAG Engine Corpora and retrieve grounded contexts using the Google GenAI SDK.", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/agent-platform-rag-engine-management/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": 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Google Analytics reporting data, enables the Analytics Data API via the Cloud CLI, and creates reports using the Google Analytics Data API...", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/analytics/google-analytics-data-api-basics/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:google:skills:google-cloud-global-frontend-configuration", + "displayName": "Google Cloud Global Frontend Configuration", + "mediaType": "application/ai-skill", + "url": "https://github.com/google/skills/blob/main/skills/cloud/google-cloud-global-frontend-configuration/SKILL.md", + "description": "This skill enables the agent to guide users through a structured, 6-step discovery process to design and deploy Google Cloud global external...", + "metadata": { + "sourceSet": "google/skills", + "repoPath": "skills/cloud/google-cloud-global-frontend-configuration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": 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BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/deeptools/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:depmap", + "displayName": "Depmap", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/depmap/SKILL.md", + "description": "Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/depmap/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:dhdna-profiler", + "displayName": "Dhdna Profiler", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/dhdna-profiler/SKILL.md", + "description": "Extract cognitive patterns and thinking fingerprints from any text.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/dhdna-profiler/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:diffdock", + "displayName": "Diffdock", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/diffdock/SKILL.md", + "description": "DiffDock and DiffDock-L molecular docking. Use for protein-small-molecule pose prediction from PDB or sequence plus SMILES/SDF/MOL2, batch docking...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/diffdock/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:dnanexus-integration", + "displayName": "Dnanexus Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/dnanexus-integration/SKILL.md", + "description": "Build and operate reproducible genomics workloads on DNAnexus with the dx CLI, dxpy, apps/applets, native workflows, dxCompiler, and Nextflow.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/dnanexus-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:docx", + "displayName": "Docx", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/docx/SKILL.md", + "description": "Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files).", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/docx/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:esm", + "displayName": "Esm", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/esm/SKILL.md", + "description": "Use when working directly with the `esm` Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/esm/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:etetoolkit", + "displayName": "Etetoolkit", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/etetoolkit/SKILL.md", + "description": "Analyze, manipulate, compare, annotate, and visualize phylogenetic or other hierarchical trees with ETE 4.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/etetoolkit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:exa-search", + "displayName": "Exa Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/exa-search/SKILL.md", + "description": "Web toolkit powered by Exa, tuned for scientific and technical content.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/exa-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:experimental-design", + "displayName": "Experimental Design", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/experimental-design/SKILL.md", + "description": "Design experiments and studies BEFORE data is collected β€” choosing a design, randomizing, blocking, and laying out treatment combinations so results are", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/experimental-design/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:exploratory-data-analysis", + "displayName": "Exploratory Data Analysis", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/exploratory-data-analysis/SKILL.md", + "description": "Perform bounded, local exploratory analysis of explicitly supported scientific files.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/exploratory-data-analysis/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:flowio", + "displayName": "Flowio", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/flowio/SKILL.md", + "description": "Read, inspect, and write Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/flowio/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:fluidsim", + "displayName": "Fluidsim", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/fluidsim/SKILL.md", + "description": "Plan, configure, inspect, restart, and analyze bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/fluidsim/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:generate-image", + "displayName": "Generate Image", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/generate-image/SKILL.md", + "description": "Generate or edit images with AI models through the OpenRouter Image API (Gemini, Seedream, Recraft, GPT-Image, Riverflow).", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/generate-image/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geniml", + "displayName": "Geniml", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geniml/SKILL.md", + "description": "Use Geniml for audited local genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or scEmbed runs, inspect model/tokenizer..", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/geniml/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:genomic-coordinates", + "displayName": "Genomic Coordinates", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/genomic-coordinates/SKILL.md", + "description": "Convert genomic intervals between coordinate conventions, normalise and compare variant representations, and detect assembly or contig-naming mismatches", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/genomic-coordinates/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:genomic-intelligence", + "displayName": "Genomic Intelligence", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/genomic-intelligence/SKILL.md", + "description": "Predict regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's hosted transformer DNA language...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/genomic-intelligence/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geomaster", + "displayName": "Geomaster", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geomaster/SKILL.md", + "description": "Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/geomaster/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geopandas", + "displayName": "Geopandas", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geopandas/SKILL.md", + "description": "Guidance and local audit tools for Python workflows that directly use GeoPandas GeoSeries, GeoDataFrame, spatial operations, or vector-data I/O.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/geopandas/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:get-available-resources", + "displayName": "Get Available Resources", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/get-available-resources/SKILL.md", + "description": "Detect host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/get-available-resources/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:gget", + "displayName": "Gget", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/gget/SKILL.md", + "description": "Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST/BLAT, viral sequence downloads, AlphaFold structures...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/gget/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:ginkgo-cloud-lab", + "displayName": "Ginkgo Cloud Lab", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/ginkgo-cloud-lab/SKILL.md", + "description": "Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/ginkgo-cloud-lab/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:glycoengineering", + "displayName": "Glycoengineering", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/glycoengineering/SKILL.md", + "description": "Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated..", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/glycoengineering/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:gtars", + "displayName": "Gtars", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/gtars/SKILL.md", + "description": "Use Gtars for local genomic interval models and set algebra, overlaps and counts, consensus and coverage, tokenization, fragment processing, and...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/gtars/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:histolab", + "displayName": "Histolab", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/histolab/SKILL.md", + "description": "Lightweight WSI tile extraction and preprocessing. Use for basic slide processing, tissue detection, tile extraction, and stain normalization for H&E...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/histolab/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hugging-science", + "displayName": "Hugging Science", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hugging-science/SKILL.md", + "description": "Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/hugging-science/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hypogenic", + "displayName": "Hypogenic", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hypogenic/SKILL.md", + "description": "Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/hypogenic/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hypothesis-generation", + "displayName": "Hypothesis Generation", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hypothesis-generation/SKILL.md", + "description": "Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/hypothesis-generation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:imaging-data-commons", + "displayName": "Imaging Data Commons", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/imaging-data-commons/SKILL.md", + "description": "Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/imaging-data-commons/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:infographics", + "displayName": "Infographics", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/infographics/SKILL.md", + "description": "Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/infographics/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:iso-standards-readiness", + "displayName": "Iso Standards Readiness", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/iso-standards-readiness/SKILL.md", + "description": "Prepares and structurally reviews readiness evidence for ISO management-system and laboratory-competence standards - ISO 13485 medical device QMS, ISO..", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/iso-standards-readiness/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:labarchive-integration", + "displayName": "Labarchive Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/labarchive-integration/SKILL.md", + "description": "Securely integrate with the official LabArchives ELN REST-like API and Inventory API v1.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/labarchive-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:lamindb", + "displayName": "Lamindb", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/lamindb/SKILL.md", + "description": "Use when working with LaminDB, the open-source lineage-native lakehouse for biological datasets and models.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/lamindb/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:latchbio-integration", + "displayName": "Latchbio Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/latchbio-integration/SKILL.md", + "description": "Build, register, debug, and operate bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/latchbio-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:latex-posters", + "displayName": "LaTeX Posters", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/latex-posters/SKILL.md", + "description": "Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/latex-posters/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:liteparse", + "displayName": "Liteparse", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/liteparse/SKILL.md", + "description": "Local document and PDF parsing that returns spatial text with bounding boxes.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/liteparse/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:literature-review", + "displayName": "Literature Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/literature-review/SKILL.md", + "description": "Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/literature-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:markdown-mermaid-writing", + "displayName": "Markdown Mermaid Writing", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/markdown-mermaid-writing/SKILL.md", + "description": "Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/markdown-mermaid-writing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:market-research-reports", + "displayName": "Market Research Reports", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/market-research-reports/SKILL.md", + "description": "Build evidence-traceable market research reports and assumption-driven market sizing or forecast scenarios.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/market-research-reports/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:markitdown", + "displayName": "Markitdown", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/markitdown/SKILL.md", + "description": "Convert heterogeneous documents and selected URIs to Markdown with Microsoft MarkItDown for text analysis, search, and LLM/RAG ingestion.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/markitdown/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matchms", + "displayName": "Matchms", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matchms/SKILL.md", + "description": "Process, clean, compare, and search tandem mass spectra with matchms. Use for MS/MS file I/O, metadata harmonization, peak filtering, spectral...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/matchms/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matlab", + "displayName": "Matlab", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matlab/SKILL.md", + "description": "Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/matlab/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matplotlib", + "displayName": "Matplotlib", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matplotlib/SKILL.md", + "description": "Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/matplotlib/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:medchem", + "displayName": "Medchem", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/medchem/SKILL.md", + "description": "Medicinal chemistry filters for compound triage. 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"description": "Resolve free-text scientific labels to ontology term IDs and validate existing CURIEs against the EBI Ontology Lookup Service (OLS4).", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/ontology-term-resolution/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:open-notebook", + "displayName": "Open Notebook", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/open-notebook/SKILL.md", + "description": "Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/open-notebook/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:openpiv", + "displayName": "Openpiv", + 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Use when extracting velocity fields from PIV image pairs, analyzing fluid dynamics or flow...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/openpiv/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:opentrons-integration", + "displayName": "Opentrons Integration", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/opentrons-integration/SKILL.md", + "description": "Author, review, migrate, simulate, and troubleshoot official Opentrons Python Protocol API v2 protocols for Flex and OT-2 robots.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/opentrons-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:optimize-for-gpu", + "displayName": "Optimize for GPU", + 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with the...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/paperclip/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:paperzilla", + "displayName": "Paperzilla", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/paperzilla/SKILL.md", + "description": "Chat with your agent about projects, recommendations, and canonical papers in Paperzilla.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/paperzilla/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:parallel-web", + "displayName": "Parallel Web", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/parallel-web/SKILL.md", + "description": "Use Parallel CLI for 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mutation plans.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/protocolsio-integration/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pufferlib", + "displayName": "Pufferlib", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pufferlib/SKILL.md", + "description": "Version-aware guidance for PufferLib reinforcement-learning environments, vectorization, policies, PuffeRL training, evaluation, and safe checkpoint...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pufferlib/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pydeseq2", + "displayName": "Pydeseq2", + "mediaType": "application/ai-skill", + "url": 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with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pymc/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pymoo", + "displayName": "Pymoo", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pymoo/SKILL.md", + "description": "Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pymoo/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyopenms", + "displayName": "Pyopenms", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyopenms/SKILL.md", + "description": "Complete mass spectrometry analysis platform. Use for proteomics and metabolomics workflowsβ€”feature detection, peptide/protein identification...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pyopenms/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pysam", + "displayName": "Pysam", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pysam/SKILL.md", + "description": "Python/HTSlib workflows for genomic files. Use when reading, querying, filtering, or writing SAM/BAM/CRAM, VCF/BCF, FASTA/FASTQ, or tabix data with...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pysam/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pytdc", + "displayName": "Pytdc", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pytdc/SKILL.md", + "description": "Use Therapeutics Data Commons through the PyTDC Python package for registry discovery, approved dataset access, task-aware splits, evaluator metrics...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pytdc/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pytorch-lightning", + "displayName": "Pytorch Lightning", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pytorch-lightning/SKILL.md", + "description": "Deep learning framework (PyTorch Lightning / lightning package).", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pytorch-lightning/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyzotero", + "displayName": "Pyzotero", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyzotero/SKILL.md", + "description": "Interact with Zotero reference management libraries using the pyzotero Python client.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/pyzotero/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:qiskit", + "displayName": "Qiskit", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/qiskit/SKILL.md", + "description": "Build, simulate, transpile, and execute quantum circuits with Qiskit and IBM Quantum Runtime.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/qiskit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:qutip", + "displayName": "Qutip", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/qutip/SKILL.md", + "description": "Simulate and audit closed and open quantum-system models with QuTiP 5, including deterministic, trajectory, steady-state, spectral, and phase-space...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/qutip/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:rdkit", + "displayName": "Rdkit", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/rdkit/SKILL.md", + "description": "Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D..", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/rdkit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:research-grants", + "displayName": "Research Grants", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/research-grants/SKILL.md", + "description": "Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/research-grants/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:research-lookup", + "displayName": "Research Lookup", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/research-lookup/SKILL.md", + "description": "Compile current scholarly evidence for a scientific manuscript or research brief.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/research-lookup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:rowan", + "displayName": "Rowan", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/rowan/SKILL.md", + "description": "Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/rowan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scanpy", + "displayName": "Scanpy", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scanpy/SKILL.md", + "description": "Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scanpy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scholar-evaluation", + "displayName": "Scholar Evaluation", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scholar-evaluation/SKILL.md", + "description": "Provide qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scholar-evaluation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-brainstorming", + "displayName": "Scientific Brainstorming", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-brainstorming/SKILL.md", + "description": "Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scientific-brainstorming/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-critical-thinking", + "displayName": "Scientific Critical Thinking", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-critical-thinking/SKILL.md", + "description": "Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence..", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scientific-critical-thinking/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-schematics", + "displayName": "Scientific Schematics", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-schematics/SKILL.md", + "description": "Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scientific-schematics/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-slides", + "displayName": "Scientific Slides", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-slides/SKILL.md", + "description": "Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scientific-slides/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-visualization", + "displayName": "Scientific Visualization", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-visualization/SKILL.md", + "description": "Create and audit truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scientific-visualization/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-writing", + "displayName": "Scientific Writing", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-writing/SKILL.md", + "description": "Draft, revise, and audit scientific manuscripts or reports with explicit evidence provenance, reporting-guideline coverage, authorship accountability...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scientific-writing/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-bio", + "displayName": "Scikit Bio", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-bio/SKILL.md", + "description": "Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scikit-bio/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-learn", + "displayName": "Scikit Learn", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-learn/SKILL.md", + "description": "Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scikit-learn/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-survival", + "displayName": "Scikit Survival", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-survival/SKILL.md", + "description": "Build, evaluate, and audit right-censored or competing-risk survival workflows with scikit-survival, including leakage-safe preprocessing, model...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scikit-survival/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scvelo", + "displayName": "Scvelo", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scvelo/SKILL.md", + "description": "RNA velocity analysis with scVelo. Estimate cell state transitions from unspliced/spliced mRNA dynamics, infer trajectory directions, compute latent...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scvelo/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scvi-tools", + "displayName": "Scvi Tools", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scvi-tools/SKILL.md", + "description": "Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with..", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/scvi-tools/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:seaborn", + "displayName": "Seaborn", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/seaborn/SKILL.md", + "description": "Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/seaborn/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:shap", + "displayName": "Shap", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/shap/SKILL.md", + "description": "Explain and audit machine-learning predictions with SHAP. Use for selecting SHAP explainers and maskers, computing and validating feature attributions..", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/shap/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:simpy", + "displayName": "Simpy", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/simpy/SKILL.md", + "description": "Build, inspect, test, and analyze bounded process-based discrete-event simulations with SimPy, including events, resources, interrupts, monitoring...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/simpy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:stable-baselines3", + "displayName": "Stable Baselines3", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/stable-baselines3/SKILL.md", + "description": "Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/stable-baselines3/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statistical-analysis", + "displayName": "Statistical Analysis", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statistical-analysis/SKILL.md", + "description": "Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/statistical-analysis/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statistical-power", + "displayName": "Statistical Power", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statistical-power/SKILL.md", + "description": "Sample-size and statistical power calculations for planning studies.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/statistical-power/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statsmodels", + "displayName": "Statsmodels", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statsmodels/SKILL.md", + "description": "Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/statsmodels/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:sympy", + "displayName": "Sympy", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/sympy/SKILL.md", + "description": "Use when you need exact symbolic math in Python β€” algebra, calculus, equation solving, symbolic linear algebra, or code generation via lambdify/LaTeX.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/sympy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:tamarind", + "displayName": "Tamarind", + "mediaType": "application/ai-skill", + 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"urn:air:github.com:k-dense-ai:scientific-agent-skills:timesfm-forecasting", + "displayName": "Timesfm Forecasting", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/timesfm-forecasting/SKILL.md", + "description": "Zero-shot time series forecasting with Google's TimesFM foundation model.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/timesfm-forecasting/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:torch-geometric", + "displayName": "Torch Geometric", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/torch-geometric/SKILL.md", + "description": "PyTorch Geometric (PyG) for graph neural networks β€” node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/torch-geometric/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:torchdrug", + "displayName": "Torchdrug", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/torchdrug/SKILL.md", + "description": "Build and troubleshoot TorchDrug 0.2.1 workflows for molecular graphs, property prediction, self-supervised pretraining, molecule generation...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/torchdrug/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:transformers", + "displayName": "Transformers", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/transformers/SKILL.md", + 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No API key required.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/usfiscaldata/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:vaex", + "displayName": "Vaex", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/vaex/SKILL.md", + "description": "Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/vaex/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:venue-templates", + "displayName": "Venue Templates", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/venue-templates/SKILL.md", + "description": "Prepare journal manuscripts, conference papers, research posters, and grant documents using venue-specific formatting guidance and bundled LaTeX...", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/venue-templates/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:what-if-oracle", + "displayName": "What If Oracle", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/what-if-oracle/SKILL.md", + "description": "Run structured What-If scenario analysis with 4–6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order).", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/what-if-oracle/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:xlsx", + "displayName": "Xlsx", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/xlsx/SKILL.md", + "description": "Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm, .xltx) where the workbook file is the primary deliverable.", + "metadata": { + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/xlsx/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:zarr-python", + "displayName": "Zarr Python", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/zarr-python/SKILL.md", + "description": "Chunked N-D arrays for cloud storage (Zarr-Python 3). 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"urn:air:github.com:langchain-ai:langchain-skills:ecosystem-primer", + "displayName": "Ecosystem Primer", + "mediaType": "application/ai-skill", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/ecosystem-primer/SKILL.md", + "description": "INVOKE FIRST for any LangChain / LangGraph / Deep Agents agent building project before consulting other skills or writing any agent code.", + "metadata": { + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/ecosystem-primer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-dependencies", + "displayName": "Langchain Dependencies", + "mediaType": "application/ai-skill", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-dependencies/SKILL.md", + "description": "INVOKE THIS SKILL when setting up a new project or when asked about package versions, installation, or 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"config/skills/langgraph-fundamentals/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-human-in-the-loop", + "displayName": "Langgraph Human In The Loop", + "mediaType": "application/ai-skill", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-human-in-the-loop/SKILL.md", + "description": "INVOKE THIS SKILL when implementing human-in-the-loop patterns, pausing for approval, or handling errors in LangGraph.", + "metadata": { + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langgraph-human-in-the-loop/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-persistence", + "displayName": "Langgraph Persistence", + "mediaType": "application/ai-skill", + "url": 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"repoPath": "config/skills/langsmith-trace/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:managed-deep-agents", + "displayName": "Managed Deep Agents", + "mediaType": "application/ai-skill", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/managed-deep-agents/SKILL.md", + "description": "INVOKE THIS SKILL when building, testing, or deploying Managed Deep Agents in LangSmith with the mda CLI.", + "metadata": { + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/managed-deep-agents/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:swarm", + "displayName": "Swarm", + "mediaType": "application/ai-skill", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/swarm/SKILL.md", + "description": "Dispatches many independent items in parallel: create a table, fan 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"serverName": "makenotion/notion-mcp-server", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:ask-matt", + "displayName": "Ask Matt", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/ask-matt/SKILL.md", + "description": "Ask which skill or flow fits your situation. A router over the skills in this repo.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/ask-matt/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:batch-grill-me", + "displayName": "Batch Grill Me", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/batch-grill-me/SKILL.md", + "description": "A relentless interview that asks every frontier question at once, round by round.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/batch-grill-me/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:claude-handoff", + "displayName": "Claude Handoff", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/claude-handoff/SKILL.md", + "description": "Hand the current conversation off to a fresh background agent that picks up the work immediately.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/claude-handoff/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:code-review", + "displayName": "Code Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/code-review/SKILL.md", + "description": "Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes β€” Standards (does the code follow this repo's documented...", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/code-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:codebase-design", + "displayName": "Codebase Design", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md", + "description": "Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide...", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/codebase-design/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:design-an-interface", + "displayName": "Design an Interface", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/design-an-interface/SKILL.md", + "description": "Generate multiple radically different interface designs for a module using parallel sub-agents.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/deprecated/design-an-interface/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:diagnosing-bugs", + "displayName": "Diagnosing Bugs", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/diagnosing-bugs/SKILL.md", + "description": "Diagnosis loop for hard bugs and performance regressions. Use when the user says \"diagnose\"/\"debug this\", or reports something...", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/diagnosing-bugs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:domain-modeling", + "displayName": "Domain Modeling", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/domain-modeling/SKILL.md", + "description": "Build and sharpen a project's domain model. Use when the user wants to pin down domain terminology or a ubiquitous language, record an architectural...", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/domain-modeling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:edit-article", + "displayName": "Edit Article", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/personal/edit-article/SKILL.md", + "description": "Edit and improve articles by restructuring sections, improving clarity, and tightening prose.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/personal/edit-article/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:git-guardrails-claude-code", + "displayName": "Git Guardrails Claude Code", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/git-guardrails-claude-code/SKILL.md", + "description": "Set up Claude Code hooks to block dangerous git commands (push, reset --hard, clean, branch -D, etc.) before they execute.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/git-guardrails-claude-code/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:grill-me", + "displayName": "Grill Me", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/grill-me/SKILL.md", + "description": "A relentless interview to sharpen a plan or design.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/grill-me/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:grill-with-docs", + "displayName": "Grill with Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/grill-with-docs/SKILL.md", + "description": "A relentless interview to sharpen a plan or design, which also creates docs (ADR's and glossary) as we go.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/grill-with-docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:grilling", + "displayName": "Grilling", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/grilling/SKILL.md", + "description": "Grill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrases.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/grilling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:handoff", + "displayName": "Handoff", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/handoff/SKILL.md", + "description": "Compact the current conversation into a handoff document for another agent to pick up.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/handoff/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:implement", + "displayName": "Implement", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/implement/SKILL.md", + "description": "Implement a piece of work based on a spec or set of tickets.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/implement/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:improve-codebase-architecture", + "displayName": "Improve Codebase Architecture", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/improve-codebase-architecture/SKILL.md", + "description": "Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/improve-codebase-architecture/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:loop-me", + "displayName": "Loop Me", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/loop-me/SKILL.md", + "description": "Grill me about specs for the workflows I want to build, within this workspace.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/loop-me/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:migrate-to-shoehorn", + "displayName": "Migrate to Shoehorn", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/migrate-to-shoehorn/SKILL.md", + "description": "Migrate test files from `as` type assertions to @total-typescript/shoehorn.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/migrate-to-shoehorn/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:obsidian-vault", + "displayName": "Obsidian Vault", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/personal/obsidian-vault/SKILL.md", + "description": "Search, create, and manage notes in the Obsidian vault with wikilinks and index notes.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/personal/obsidian-vault/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:prototype", + "displayName": "Prototype", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/prototype/SKILL.md", + "description": "Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/prototype/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:qa", + "displayName": "QA", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/qa/SKILL.md", + "description": "Interactive QA session where user reports bugs or issues conversationally, and the agent files GitHub issues.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/deprecated/qa/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:request-refactor-plan", + "displayName": "Request Refactor Plan", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/request-refactor-plan/SKILL.md", + "description": "Create a detailed refactor plan with tiny commits via user interview, then file it as a GitHub issue.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/deprecated/request-refactor-plan/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:research", + "displayName": "Research", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/research/SKILL.md", + "description": "Investigate a question against high-trust primary sources and capture the findings as a Markdown file in the repo.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/research/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:resolving-merge-conflicts", + "displayName": "Resolving Merge Conflicts", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/resolving-merge-conflicts/SKILL.md", + "description": "Use when you need to resolve an in-progress git merge/rebase conflict.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/resolving-merge-conflicts/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:scaffold-exercises", + "displayName": "Scaffold Exercises", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/scaffold-exercises/SKILL.md", + "description": "Create exercise directory structures with sections, problems, solutions, and explainers that pass linting.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/scaffold-exercises/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:setup-matt-pocock-skills", + "displayName": "Setup Matt Pocock Skills", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/setup-matt-pocock-skills/SKILL.md", + "description": "Configure this repo for the engineering skills β€” set up its issue tracker, triage label vocabulary, and domain doc layout.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/setup-matt-pocock-skills/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:setup-pre-commit", + "displayName": "Setup Pre Commit", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/setup-pre-commit/SKILL.md", + "description": "Set up Husky pre-commit hooks with lint-staged (Prettier), type checking, and tests in the current repo.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/setup-pre-commit/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:setup-ts-deep-modules", + "displayName": "Setup TS Deep Modules", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/setup-ts-deep-modules/SKILL.md", + "description": "Wire dependency-cruiser into a TypeScript repo so each package is a deep module β€” implementation hidden in subfolders, reachable only through its...", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/setup-ts-deep-modules/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:tdd", + "displayName": "TDD", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/tdd/SKILL.md", + "description": "Test-driven development. Use when the user wants to build features or fix bugs test-first, mentions \"red-green-refactor\", or wants integration tests.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/tdd/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:teach", + "displayName": "Teach", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/teach/SKILL.md", + "description": "Teach the user a new skill or concept, within this workspace.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/teach/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:to-questionnaire", + "displayName": "To Questionnaire", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/to-questionnaire/SKILL.md", + "description": "Turn a decision you can't fully answer into a questionnaire for someone else to fill in.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/to-questionnaire/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:to-spec", + "displayName": "To Spec", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/to-spec/SKILL.md", + "description": "Turn the current conversation into a spec and publish it to the project issue tracker β€” no interview, just synthesis of what you've already discussed.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/to-spec/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:to-tickets", + "displayName": "To Tickets", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md", + "description": "Break a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the configured...", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/to-tickets/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:triage", + "displayName": "Triage", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/triage/SKILL.md", + "description": "Move issues and external PRs through a state machine of triage roles β€” categorise, verify, grill if needed, and write agent-ready briefs.", + "metadata": { + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/triage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:mattpocock:skills:ubiquitous-language", + "displayName": "Ubiquitous Language", + "mediaType": "application/ai-skill", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/ubiquitous-language/SKILL.md", + "description": "Extract a DDD-style ubiquitous language glossary from the current conversation, flagging ambiguities and proposing canonical terms. 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"repoPath": "skills/physical-ai-infrastructure-setup-and-resilient-scaling/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:nvidia:skills:physical-ai-neural-reconstruction", + "displayName": "Physical AI Neural Reconstruction", + "mediaType": "application/ai-skill", + "url": "https://github.com/NVIDIA/skills/blob/main/skills/physical-ai-neural-reconstruction/SKILL.md", + "description": "Router for NVIDIA NuRec/NRE: USDZ rendering, NCore conversion, 3DGS, gRPC sensor sim, PhysicalAI HF datasets.", + "metadata": { + "sourceSet": "NVIDIA/skills", + "repoPath": "skills/physical-ai-neural-reconstruction/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:nvidia:skills:physical-ai-video-data-augmentation", + "displayName": "Physical AI Video Data Augmentation", + "mediaType": "application/ai-skill", + "url": "https://github.com/NVIDIA/skills/blob/main/skills/physical-ai-video-data-augmentation/SKILL.md", + "description": "Use when running video data augmentation and auto-labeling workflows on OSMO: flow selection, preflight, submit-time interpolation, monitoring, and...", + "metadata": { + "sourceSet": "NVIDIA/skills", + "repoPath": "skills/physical-ai-video-data-augmentation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:octopusdeploy:mcp-server", + "displayName": "Octopus Deploy", + "mediaType": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/octopusdeploy%2Fmcp-server/versions/latest", + "metadata": { + "sourceSet": "mcp-registry-approved", + "serverName": "octopusdeploy/mcp-server", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + "identifier": "urn:air:github.com:openai:skills:aspnet-core", + "displayName": "Aspnet Core", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/aspnet-core/SKILL.md", + "description": "Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/aspnet-core/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:chatgpt-apps", + "displayName": "Chatgpt Apps", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/chatgpt-apps/SKILL.md", + "description": "Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/chatgpt-apps/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:cli-creator", + "displayName": "Cli Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/cli-creator/SKILL.md", + "description": "Build a composable CLI for Codex from API docs, an OpenAPI spec, existing curl examples, an SDK, a web app, an admin tool, or a local script.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/cli-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:cloudflare-deploy", + "displayName": "Cloudflare Deploy", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/cloudflare-deploy/SKILL.md", + "description": "Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/cloudflare-deploy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:define-goal", + "displayName": "Define Goal", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/define-goal/SKILL.md", + "description": "Help the user define a concrete, measurable goal before starting work, especially when they ask to use the goal tool, create a goal, set an...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/define-goal/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma-code-connect-components", + "displayName": "Figma Code Connect Components", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-code-connect-components/SKILL.md", + "description": "Connects Figma design components to code components using Code Connect mapping tools.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma-code-connect-components/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma-create-design-system-rules", + "displayName": "Figma Create Design System Rules", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-create-design-system-rules/SKILL.md", + "description": "Generates custom design system rules for the user's codebase.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma-create-design-system-rules/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma-create-new-file", + "displayName": "Figma Create New File", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-create-new-file/SKILL.md", + "description": "Create a new blank Figma file.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma-create-new-file/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma-generate-design", + "displayName": "Figma Generate Design", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-generate-design/SKILL.md", + "description": "Use this skill alongside figma-use when the task involves translating an application page, view, or multi-section layout into Figma.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma-generate-design/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma-generate-library", + "displayName": "Figma Generate Library", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-generate-library/SKILL.md", + "description": "Build or update a professional-grade design system in Figma from a codebase.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma-generate-library/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma-implement-design", + "displayName": "Figma Implement Design", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-implement-design/SKILL.md", + "description": "Translates Figma designs into production-ready application code with 1:1 visual fidelity.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma-implement-design/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma-use", + "displayName": "Figma Use", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-use/SKILL.md", + "description": "- you MUST invoke this skill BEFORE every `use_figma` tool call.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma-use/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:figma", + "displayName": "Figma", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma/SKILL.md", + "description": "Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/figma/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:gh-address-comments", + "displayName": "Gh Address Comments", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/gh-address-comments/SKILL.md", + "description": "Help address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/gh-address-comments/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:gh-fix-ci", + "displayName": "Gh Fix Ci", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/gh-fix-ci/SKILL.md", + "description": "Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use `gh` to inspect checks and logs, summarize failure...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/gh-fix-ci/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:hatch-pet", + "displayName": "Hatch Pet", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/hatch-pet/SKILL.md", + "description": "Create, repair, validate, visually QA, and package Codex-compatible animated pets and pet spritesheets from character art, generated images, company...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/hatch-pet/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:imagegen", + "displayName": "Imagegen", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.system/imagegen/SKILL.md", + "description": "Generate or edit raster images when the task benefits from AI-created bitmap visuals such as photos, illustrations, textures, sprites, mockups, or...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.system/imagegen/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:jupyter-notebook", + "displayName": "Jupyter Notebook", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/jupyter-notebook/SKILL.md", + "description": "Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the bundled...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/jupyter-notebook/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:linear", + "displayName": "Linear", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/linear/SKILL.md", + "description": "Manage issues, projects & team workflows in Linear.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/linear/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:migrate-to-codex", + "displayName": "Migrate To Codex", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/migrate-to-codex/SKILL.md", + "description": "Migrate supported instruction files, skills, agents, and MCP config into Codex project and global files.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/migrate-to-codex/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:netlify-deploy", + "displayName": "Netlify Deploy", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/netlify-deploy/SKILL.md", + "description": "Deploy web projects to Netlify using the Netlify CLI (`npx netlify`).", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/netlify-deploy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:notion-knowledge-capture", + "displayName": "Notion Knowledge Capture", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-knowledge-capture/SKILL.md", + "description": "Capture conversations and decisions into structured Notion pages; use when turning chats/notes into wiki entries, how-tos, decisions, or FAQs with...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/notion-knowledge-capture/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:notion-meeting-intelligence", + "displayName": "Notion Meeting Intelligence", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-meeting-intelligence/SKILL.md", + "description": "Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/notion-meeting-intelligence/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:notion-research-documentation", + "displayName": "Notion Research Documentation", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-research-documentation/SKILL.md", + "description": "Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/notion-research-documentation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:notion-spec-to-implementation", + "displayName": "Notion Spec To Implementation", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-spec-to-implementation/SKILL.md", + "description": "Turn Notion specs into implementation plans, tasks, and progress tracking; use when implementing PRDs/feature specs and creating Notion plans + tasks...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/notion-spec-to-implementation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:openai-docs", + "displayName": "Openai Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.system/openai-docs/SKILL.md", + "description": "Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.system/openai-docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:pdf", + "displayName": "Pdf", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/pdf/SKILL.md", + "description": "Use when tasks involve reading, creating, or reviewing PDF files where rendering and layout matter; prefer visual checks by rendering pages (Poppler)...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/pdf/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:playwright-interactive", + "displayName": "Playwright Interactive", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/playwright-interactive/SKILL.md", + "description": "Persistent browser and Electron interaction through `js_repl` for fast iterative UI debugging.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/playwright-interactive/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:playwright", + "displayName": "Playwright", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/playwright/SKILL.md", + "description": "Use when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/playwright/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:plugin-creator", + "displayName": "Plugin Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.system/plugin-creator/SKILL.md", + "description": "Create and scaffold plugin directories for Codex with a required `.codex-plugin/plugin.json`, optional plugin folders/files, and baseline...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.system/plugin-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:render-deploy", + "displayName": "Render Deploy", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/render-deploy/SKILL.md", + "description": "Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/render-deploy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:screenshot", + "displayName": "Screenshot", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/screenshot/SKILL.md", + "description": "Use when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel region), or when tool-specific...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/screenshot/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:security-best-practices", + "displayName": "Security Best Practices", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-best-practices/SKILL.md", + "description": "Perform language and framework specific security best-practice reviews and suggest improvements.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/security-best-practices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:security-ownership-map", + "displayName": "Security Ownership Map", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-ownership-map/SKILL.md", + "description": "Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/security-ownership-map/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:security-threat-model", + "displayName": "Security Threat Model", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-threat-model/SKILL.md", + "description": "Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and writes a...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/security-threat-model/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:sentry", + "displayName": "Sentry", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/sentry/SKILL.md", + "description": "Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry CLI;...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/sentry/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:skill-creator", + "displayName": "Skill Creator", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.system/skill-creator/SKILL.md", + "description": "Guide for creating effective skills.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.system/skill-creator/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:skill-installer", + "displayName": "Skill Installer", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.system/skill-installer/SKILL.md", + "description": "Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.system/skill-installer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:speech", + "displayName": "Speech", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/speech/SKILL.md", + "description": "Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/speech/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:transcribe", + "displayName": "Transcribe", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/transcribe/SKILL.md", + "description": "Transcribe audio files to text with optional diarization and known-speaker hints.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/transcribe/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:vercel-deploy", + "displayName": "Vercel Deploy", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/vercel-deploy/SKILL.md", + "description": "Deploy applications and websites to Vercel.", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/vercel-deploy/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:winui-app", + "displayName": "Winui App", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/winui-app/SKILL.md", + "description": "Bootstrap, develop, and design modern WinUI 3 desktop applications with C# and the Windows App SDK using official Microsoft guidance, WinUI Gallery...", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/winui-app/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:openai:skills:yeet", + "displayName": "Yeet", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/yeet/SKILL.md", + "description": "Use only when the user explicitly asks to stage, commit, push, and open a GitHub pull request in one flow using the GitHub CLI (`gh`).", + "metadata": { + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/yeet/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:oraios:serena", + "displayName": "Serena", + "mediaType": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/oraios%2Fserena/versions/latest", + "metadata": { + "sourceSet": "mcp-registry-approved", + "serverName": "oraios/serena", + "approvalSource": "github/mcp-registry:data/approved_server_names.json", + "version": "latest" + }, + "type": "application/mcp-server+json" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:affinage", + "displayName": "Affinage", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/affinage/SKILL.md", + "description": "Triage a PR's review comments and failing CI (plus merge conflicts) through the /age lens, deciding which claims are worth acting on.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/affinage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:age", + "displayName": "Age", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/age/SKILL.md", + "description": "Review a diff, PR, branch, or path across ten orthogonal dimensions (correctness, security, encapsulation, spec, complexity, deslop, assertions, NIH...", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/age/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:briesearch", + "displayName": "Briesearch", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/briesearch/SKILL.md", + "description": "Research questions external to the codebase across library docs (Context7), the web (Tavily), local code through semantic source search, GitHub examples", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/briesearch/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cheese", + "displayName": "Cheese", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cheese/SKILL.md", + "description": "Route any dropped-in input β€” idea, spec path, file path, PR or issue, stack trace, bug report, or bare `/cheese` β€” to the right workflow skill.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/cheese/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cook", + "displayName": "Cook", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cook/SKILL.md", + "description": "Implement an approved spec or focused unambiguous task through stale-safe source edits.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/cook/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:culture", + "displayName": "Culture", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/culture/SKILL.md", + "description": "Primarily the agent's internal-thinking skill β€” invoke it silently to model a problem, identify trade-offs, and decide what to do, BEFORE asking the...", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/culture/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cure", + "displayName": "Cure", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cure/SKILL.md", + "description": "Apply fixes from an /age report, finding list, or CI failure, then run the project's test/lint/build gates and hand a clean cure to /plate for...", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/cure/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:easy-cheese-setup", + "displayName": "Easy Cheese Setup", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/easy-cheese-setup/SKILL.md", + "description": "Register and repair the durable cheese hallouminate corpus and the per-repo tenant.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/easy-cheese-setup/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:hard-cheese", + "displayName": "Hard Cheese", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/hard-cheese/SKILL.md", + "description": "Metacognitive vibecheck gate before code is shared for review β€” make the author explain the diff's causal logic, graded by a fresh-context judge against", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/hard-cheese/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:melt", + "displayName": "Melt", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/melt/SKILL.md", + "description": "Resolve git merge, rebase, or cherry-pick conflicts via a structural-merge cascade β€” mergiraf (AST-aware auto-resolve) β†’ git rerere (replay remembered..", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/melt/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:mold", + "displayName": "Mold", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/mold/SKILL.md", + "description": "Converge a fuzzy idea or half-formed feature into an approved spec through an iterative, grounded design dialogue.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/mold/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:pasteurize", + "displayName": "Pasteurize", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/pasteurize/SKILL.md", + "description": "Hard-bug DIAGNOSIS + FIX: reproduce the failure, name the cause, write a regression test, apply the minimal fix.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/pasteurize/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:plate", + "displayName": "Plate", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/plate/SKILL.md", + "description": "Turn finished local work into a commit, an ordinary pull request, or a stacked pull-request chain.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/plate/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:press", + "displayName": "Press", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/press/SKILL.md", + "description": "Harden the test surface after `/cook` β€” map changed behavior to tests, find weak assertions and missing boundaries, and add focused hardening tests.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/press/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:python-authoring", + "displayName": "Python Authoring", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/.agents/skills/python-authoring/SKILL.md", + "description": "Write, edit, refactor, or review Python in easy-cheese with concise stdlib-first code, Python 3.12, self-contained .pyz packaging, and repository test..", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": ".agents/skills/python-authoring/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:skill-authoring", + "displayName": "Skill Authoring", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/.agents/skills/skill-authoring/SKILL.md", + "description": "Codify the Iron Law, Red Flags, and Rationalization-table template that easy-cheese skills follow, plus the CSO description rule and size-budget...", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": ".agents/skills/skill-authoring/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:ultracook", + "displayName": "Ultracook", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/ultracook/SKILL.md", + "description": "Retired β€” /ultracook no longer exists as a standalone skill.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/ultracook/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:wheypoint", + "displayName": "Wheypoint", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/wheypoint/SKILL.md", + "description": "Mark a checkpoint in the current conversation β€” compact it into a durable handoff document so a fresh agent can resume the work without context loss.", + "metadata": { + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/wheypoint/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:payloadcms:payload:audit-dependencies", + "displayName": "Audit Dependencies", + "mediaType": "application/ai-skill", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/audit-dependencies/SKILL.md", + "description": "Use when fixing dependency vulnerabilities, running pnpm audit, or when the audit-dependencies CI check fails", + "metadata": { + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/audit-dependencies/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:payloadcms:payload:generate-translations", + "displayName": "Generate Translations", + "mediaType": "application/ai-skill", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/generate-translations/SKILL.md", + "description": "Use when new translation keys are added to packages to generate new translations strings", + "metadata": { + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/generate-translations/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:payloadcms:payload:payload", + "displayName": "Payload", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/payloadcms/payload/blob/main/tools/claude-plugin", + "description": "Payload Development plugin - covers collections, fields, hooks, access control, plugins, and database adapters.", + "metadata": { + "sourceSet": "payloadcms/payload", + "repoPath": "tools/claude-plugin/.claude-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": "urn:air:github.com:payloadcms:payload:triage-ci-flake", + "displayName": "Triage Ci Flake", + "mediaType": "application/ai-skill", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/triage-ci-flake/SKILL.md", + "description": "Use when CI tests fail on main branch after PR merge, when investigating flaky test failures, or when user provides a PR URL/number to aggregate all...", + "metadata": { + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/triage-ci-flake/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:payloadcms:payload:ui4-convert-tests", + "displayName": "Ui4 Convert Tests", + "mediaType": "application/ai-skill", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4-convert-tests/SKILL.md", + "description": "Use when UI changes are complete and e2e tests need updating.", + "metadata": { + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/ui4-convert-tests/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:payloadcms:payload:ui4-review", + "displayName": "Ui4 Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4-review/SKILL.md", + "description": "Review UI4 CSS migrations for proper token usage.", + "metadata": { + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/ui4-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:payloadcms:payload:ui4", + "displayName": "Ui4", + "mediaType": "application/ai-skill", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4/SKILL.md", + "description": "Manually invoked skill for reskinning Payload UI components.", + "metadata": { + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/ui4/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:assistant", + "displayName": "Assistant", + "mediaType": "application/ai-skill", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/assistant/SKILL.md", + "description": "Create, manage, and chat with Pinecone Assistants for document Q&A with citations.", + "metadata": { + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/assistant/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:cli", + "displayName": "Cli", + "mediaType": "application/ai-skill", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/cli/SKILL.md", + "description": "Guide for using the Pinecone CLI (pc) to manage Pinecone resources from the terminal.", + "metadata": { + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:docs", + "displayName": "Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/docs/SKILL.md", + "description": "Curated documentation reference for developers building with Pinecone.", + "metadata": { + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:full-text-search", + "displayName": "Full Text Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/full-text-search/SKILL.md", + "description": "Create, ingest into, and query a Pinecone full-text-search (FTS) index using the preview API (2026-01.alpha, public preview).", + "metadata": { + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/full-text-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:help", + "displayName": "Help", + "mediaType": "application/ai-skill", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/help/SKILL.md", + "description": "Overview of all available Pinecone skills and what a user needs to get started.", + "metadata": { + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/help/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:mcp", + "displayName": "Mcp", + "mediaType": "application/ai-skill", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/mcp/SKILL.md", + "description": "Reference for the Pinecone MCP server tools.", + "metadata": { + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/mcp/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:n8n", + "displayName": "N8N", + "mediaType": "application/ai-skill", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/n8n/SKILL.md", + "description": "Build n8n workflows using the Pinecone Assistant node or Pinecone Vector Store node.", + "metadata": { + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/n8n/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:pinecone", + "displayName": "Pinecone", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main", + "description": "Pinecone vector database integration. 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"redis/agent-skills", + "repoPath": "skills/redis-connections/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:redis:agent-skills:redis-core", + "displayName": "Redis Core", + "mediaType": "application/ai-skill", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-core/SKILL.md", + "description": "Core Redis modeling guidance - choose the right data structure (String, Hash, List, Set, Sorted Set, JSON, Stream, Vector Set) and use consistent...", + "metadata": { + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-core/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:redis:agent-skills:redis-observability", + "displayName": "Redis Observability", + "mediaType": "application/ai-skill", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-observability/SKILL.md", + "description": "Redis observability guidance - which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to...", + "metadata": { + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-observability/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:redis:agent-skills:redis-search", + "displayName": "Redis Search", + "mediaType": "application/ai-skill", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-search/SKILL.md", + "description": "Redis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query...", + "metadata": { + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-search/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:redis:agent-skills:redis-security", + "displayName": "Redis Security", + "mediaType": "application/ai-skill", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-security/SKILL.md", + "description": "Redis security guidance covering authentication (requirepass and ACL users), TLS, ACL-based least-privilege access control, restricting network...", + "metadata": { + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-security/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:redis:agent-skills:redis-semantic-cache", + "displayName": "Redis Semantic Cache", + "mediaType": "application/ai-skill", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-semantic-cache/SKILL.md", + "description": "Redis LangCache guidance for semantic caching of LLM responses on Redis Cloud - calling search/set via the SDK or REST API, tuning the similarity...", + "metadata": { + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-semantic-cache/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:remotion-dev:skills:remotion-best-practices", + "displayName": "Remotion Best Practices", + "mediaType": "application/ai-skill", + "url": "https://github.com/remotion-dev/skills/blob/main/skills/remotion-best-practices/SKILL.md", + "description": "Best practices and domain knowledge for building videos programmatically with Remotion (videos in React/TypeScript, rendered to MP4).", + "metadata": { + "sourceSet": "remotion-dev/skills", + "repoPath": "skills/remotion-best-practices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:replicate:skills:build-models", + "displayName": "Build Models", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/build-models/SKILL.md", + "description": "Package and build custom AI models with Cog for deployment on Replicate.", + "metadata": { + "sourceSet": "replicate/skills", + "repoPath": "skills/build-models/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:replicate:skills:compare-models", + "displayName": "Compare Models", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/compare-models/SKILL.md", + "description": "Compare Replicate models by cost, speed, quality, and capabilities.", + "metadata": { + "sourceSet": "replicate/skills", + "repoPath": "skills/compare-models/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:replicate:skills:find-models", + "displayName": "Find Models", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/find-models/SKILL.md", + "description": "Find AI models on Replicate using search and curated collections.", + "metadata": { + "sourceSet": "replicate/skills", + "repoPath": "skills/find-models/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:replicate:skills:prompt-images", + "displayName": "Prompt Images", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/prompt-images/SKILL.md", + "description": "Prompting techniques for AI image generation and editing models on Replicate.", + "metadata": { + "sourceSet": "replicate/skills", + "repoPath": "skills/prompt-images/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:replicate:skills:prompt-videos", + "displayName": "Prompt Videos", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/prompt-videos/SKILL.md", + "description": "Prompting techniques for AI video generation models on Replicate.", + "metadata": { + "sourceSet": "replicate/skills", + "repoPath": "skills/prompt-videos/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:replicate:skills:publish-models", + "displayName": "Publish Models", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/publish-models/SKILL.md", + "description": "Push and publish custom AI models to Replicate, and set up CI/CD for releasing new model versions safely.", + "metadata": { + "sourceSet": "replicate/skills", + "repoPath": "skills/publish-models/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:replicate:skills:run-models", + "displayName": "Run Models", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/run-models/SKILL.md", + "description": "Run AI models on Replicate via predictions, webhooks, and streaming.", + "metadata": { + "sourceSet": "replicate/skills", + "repoPath": "skills/run-models/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:resend-skills:agent-email-inbox", + "displayName": "Agent Email Inbox", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/resend-skills/blob/main/skills/agent-email-inbox/SKILL.md", + "description": "Use when building any system where email content triggers actions - AI agent inboxes, automated support handlers, email-to-task pipelines, or any...", + "metadata": { + "sourceSet": "resend/resend-skills", + "repoPath": "skills/agent-email-inbox/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:resend-skills:email-best-practices", + "displayName": "Email Best Practices", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/resend-skills/blob/main/skills/email-best-practices/SKILL.md", + "description": "Use when building email features, emails going to spam, high bounce rates, setting up SPF/DKIM/DMARC authentication, implementing email capture...", + "metadata": { + "sourceSet": "resend/resend-skills", + "repoPath": "skills/email-best-practices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:resend-migration-skill:migrate-sendgrid", + "displayName": "Migrate Sendgrid", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/resend-migration-skill/blob/main/migrate-sendgrid/SKILL.md", + "description": "Use when migrating SendGrid email integration to Resend - detects @sendgrid/mail, sgMail, sendgrid-ruby, sendgrid-go, sendgrid-java, sendgrid-php, or...", + "metadata": { + "sourceSet": "resend/resend-migration-skill", + "repoPath": "migrate-sendgrid/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:resend-skills:react-email", + "displayName": "React Email", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/resend-skills/blob/main/skills/react-email/SKILL.md", + "description": "Use when building HTML email templates with React components, adding a visual email editor to an application using the React Email visual editor...", + "metadata": { + "sourceSet": "resend/resend-skills", + "repoPath": "skills/react-email/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:design-skills:resend-brand", + "displayName": "Resend Brand", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/design-skills/blob/main/resend-brand/SKILL.md", + "description": "Use when creating Resend marketing materials, documents, presentations, or visual content.", + "metadata": { + "sourceSet": "resend/design-skills", + "repoPath": "resend-brand/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:resend-skills:resend-cli", + "displayName": "Resend Cli", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/resend-skills/blob/main/skills/resend-cli/SKILL.md", + "description": "Operate the Resend platform from the terminal - send emails (including React Email .tsx templates via --react-email), manage domains, contacts...", + "metadata": { + "sourceSet": "resend/resend-skills", + "repoPath": "skills/resend-cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:design-skills:resend-design-system", + "displayName": "Resend Design System", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/design-skills/blob/main/SKILL.md", + "description": "Use when building or modifying UI in the Resend codebase.", + "metadata": { + "sourceSet": "resend/design-skills", + "repoPath": "SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:resend:resend-skills:resend", + "displayName": "Resend", + "mediaType": "application/ai-skill", + "url": "https://github.com/resend/resend-skills/blob/main/skills/resend/SKILL.md", + "description": "Use when working with the Resend email API - sending transactional emails (single or batch), receiving inbound emails via webhooks, managing email...", + "metadata": { + "sourceSet": "resend/resend-skills", + "repoPath": "skills/resend/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-analyze-coverage", + "displayName": "Slang Analyze Coverage", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-analyze-coverage/SKILL.md", + "description": "Test coverage analysis and gap-filling for Slang language features. Only invoke when explicitly called via /slang-analyze-coverage.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-analyze-coverage/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-autodiff-kernel-opt", + "displayName": "Slang Autodiff Kernel Opt", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-autodiff-kernel-opt/SKILL.md", + "description": "Optimize Slang autodiff backward kernel performance by analyzing register pressure, checkpoint storage, and spills.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-autodiff-kernel-opt/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-build", + "displayName": "Slang Build", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-build/SKILL.md", + "description": "Platform-aware build, test, and CI inspection for the Slang compiler.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-build/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-code-reader", + "displayName": "Slang Code Reader", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-code-reader/SKILL.md", + "description": "Read-only investigation of the Slang compiler codebase. Navigate source, trace compiler pipelines, understand architecture.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-code-reader/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-code-writer", + "displayName": "Slang Code Writer", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-code-writer/SKILL.md", + "description": "Implement changes in the Slang compiler. Edit code, write tests, format, commit.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-code-writer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-create-issue", + "displayName": "Slang Create Issue", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-create-issue/SKILL.md", + "description": "Create clear, well-structured GitHub issues and pull requests for the Slang compiler repository.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-create-issue/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-docs", + "displayName": "Slang Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-docs/SKILL.md", + "description": "Read and write Slang compiler documentation.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-evaluate-session", + "displayName": "Slang Evaluate Session", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-evaluate-session/SKILL.md", + "description": "Evaluate the current session's skill effectiveness. Only invoke when explicitly called via /slang-evaluate-session.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-evaluate-session/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-fix-bug", + "displayName": "Slang Fix Bug", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-fix-bug/SKILL.md", + "description": "Analyze a Slang compiler bug from a test failure, CI log, or GitHub issue. Only invoke when explicitly called via /slang-fix-bug.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-fix-bug/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-github", + "displayName": "Slang GitHub", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-github/SKILL.md", + "description": "GitHub operations for the Slang compiler. Clone, branch, PR, issues, CI.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-github/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-investigate", + "displayName": "Slang Investigate", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-investigate/SKILL.md", + "description": "Root cause investigation for Slang compiler bugs. Only invoke when explicitly called via /slang-investigate or from slang-fix-bug.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-investigate/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-maintainer-tools", + "displayName": "Slang Maintainer Tools", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-maintainer-tools/SKILL.md", + "description": "Bridge from /slang-maintain workflow steps to concrete slang-mcp tool calls.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-maintainer-tools/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-create", + "displayName": "Slang PR Create", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-create/SKILL.md", + "description": "Create and publish a GitHub pull request for Slang work, defaulting to the local origin remote and using draft PRs only for shader-slang/* targets...", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-create/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-report", + "displayName": "Slang PR Report", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-report/SKILL.md", + "description": "Surface the open shader-slang PRs needing human attention with a bundled gh-only Python script (scripts/pr_report.py): an assignee-grouped escalation...", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-report/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-resolve-comments", + "displayName": "Slang PR Resolve Comments", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-resolve-comments/SKILL.md", + "description": "Resolve GitHub PR review feedback and CI failures. Use when asked to monitor a PR, handle LLM and human review threads and general PR comments from...", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-resolve-comments/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-review-runner", + "displayName": "Slang PR Review Runner", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-review-runner/SKILL.md", + "description": "Reproduces the shader-slang/slang production PR-review bot (anthropics/claude-code-action@v1 + .github/workflows/claude-pr-review.yml) locally.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-review-runner/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-release", + "displayName": "Slang Release", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-release/SKILL.md", + "description": "Write-heavy Slang release engineering: update the SPIRV-Tools/SPIRV-Headers submodules and integrate GitHub master into the internal GitLab forks (the..", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-release/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-review-pr", + "displayName": "Slang Review PR", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-review-pr/SKILL.md", + "description": "Review a Slang compiler PR for correctness, evaluate review feedback, implement fixes, and manage review threads.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-review-pr/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-run-tests", + "displayName": "Slang Run Tests", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-run-tests/SKILL.md", + "description": "Platform-aware test runner for the Slang compiler. Only invoke when explicitly called via /slang-run-tests or referenced by other skills.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-run-tests/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-sti", + "displayName": "Slang Sti", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-sti/SKILL.md", + "description": "Install and use sti, a fast parallel test runner that replaces direct slang-test usage with crash recovery, retries, and better output.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-sti/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-test-feature", + "displayName": "Slang Test Feature", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-test-feature/SKILL.md", + "description": "Orchestrator that researches a language feature, produces a test plan for user review, and fans out parallel agents that each deliver test branches with", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-test-feature/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-write-test", + "displayName": "Slang Write Test", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-write-test/SKILL.md", + "description": "Quick reference for writing Slang compiler tests (.slang files with //TEST directives). Only invoke when explicitly called via /slang-write-test.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-write-test/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-build", + "displayName": "Slangpy Build", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-build/SKILL.md", + "description": "Clone, build, and test SlangPy. Use when the repo needs setup, a rebuild, or when tests fail.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-build/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-code-reader", + "displayName": "Slangpy Code Reader", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-code-reader/SKILL.md", + "description": "Read-only investigation of the SlangPy codebase. Navigate source, trace the functional API call path, understand architecture, apply review lenses.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-code-reader/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-code-writer", + "displayName": "Slangpy Code Writer", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-code-writer/SKILL.md", + "description": "Implement changes in SlangPy. Edit code, write tests, format, commit.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-code-writer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-docs", + "displayName": "Slangpy Docs", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-docs/SKILL.md", + "description": "Read and write SlangPy documentation.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-docs/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-github", + "displayName": "Slangpy GitHub", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-github/SKILL.md", + "description": "GitHub operations for SlangPy. Clone, branch, PR, issues, CI.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-github/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:tmux-agent-manager", + "displayName": "Tmux Agent Manager", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/tmux-agent-manager/SKILL.md", + "description": "Manage multiple Claude Code agent sessions running in tmux. Report a status summary of all sessions, deliver instructions to a specific agent via tmux..", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/tmux-agent-manager/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shader-slang:slang-skills:zellij-agent-manager", + "displayName": "Zellij Agent Manager", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/zellij-agent-manager/SKILL.md", + "description": "Manage multiple Claude Code agent sessions running in Zellij.", + "metadata": { + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/zellij-agent-manager/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shopify:liquid-skills:liquid-theme-a11y", + "displayName": "Liquid Theme A11Y", + "mediaType": "application/ai-skill", + "url": "https://github.com/shopify/liquid-skills/blob/main/plugins/liquid-skills/skills/liquid-theme-a11y/SKILL.md", + "description": "Implement WCAG 2.2 accessibility patterns in Shopify Liquid themes.", + "metadata": { + "sourceSet": "shopify/liquid-skills", + "repoPath": "plugins/liquid-skills/skills/liquid-theme-a11y/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shopify:liquid-skills:liquid-theme-standards", + "displayName": "Liquid Theme Standards", + "mediaType": "application/ai-skill", + "url": "https://github.com/shopify/liquid-skills/blob/main/plugins/liquid-skills/skills/liquid-theme-standards/SKILL.md", + "description": "CSS, JavaScript, and HTML coding standards for Shopify Liquid themes.", + "metadata": { + "sourceSet": "shopify/liquid-skills", + "repoPath": "plugins/liquid-skills/skills/liquid-theme-standards/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-admin", + "displayName": "Shopify Admin", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-admin/SKILL.md", + "description": "Write or explain **Admin GraphQL** queries and mutations for apps and integrations that extend the Shopify admin.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-admin/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-app-store-review", + "displayName": "Shopify App Store Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-app-store-review/SKILL.md", + "description": "Run a pre-submission compliance check against your Shopify app's codebase.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-app-store-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-custom-data", + "displayName": "Shopify Custom Data", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-custom-data/SKILL.md", + "description": "MUST be used first when prompts mention Metafields or Metaobjects.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-custom-data/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-customer", + "displayName": "Shopify Customer", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-customer/SKILL.md", + "description": "The Customer Account API allows customers to access their own data including orders, payment methods, and addresses.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-customer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-dev", + "displayName": "Shopify Dev", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-dev/SKILL.md", + "description": "Search Shopify developer documentation across all APIs.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-dev/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-functions", + "displayName": "Shopify Functions", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-functions/SKILL.md", + "description": "Shopify Functions allow developers to customize the backend logic that powers parts of Shopify.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-functions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-hydrogen", + "displayName": "Shopify Hydrogen", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-hydrogen/SKILL.md", + "description": "Hydrogen storefront implementation cookbooks.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-hydrogen/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:shopify:liquid-skills:shopify-liquid-themes", + "displayName": "Shopify Liquid Themes", + "mediaType": "application/ai-skill", + "url": "https://github.com/shopify/liquid-skills/blob/main/plugins/liquid-skills/skills/shopify-liquid-themes/SKILL.md", + "description": "Generate Shopify Liquid theme code (sections, blocks, snippets) with correct schema JSON, LiquidDoc headers, translation keys, and CSS/JS patterns.", + "metadata": { + "sourceSet": "shopify/liquid-skills", + "repoPath": "plugins/liquid-skills/skills/shopify-liquid-themes/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-liquid", + "displayName": "Shopify Liquid", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-liquid/SKILL.md", + "description": "Liquid is an open-source templating language created by Shopify.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-liquid/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-onboarding-dev", + "displayName": "Shopify Onboarding Dev", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-onboarding-dev/SKILL.md", + "description": "Get started building on Shopify.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-onboarding-dev/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-onboarding-merchant", + "displayName": "Shopify Onboarding Merchant", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-onboarding-merchant/SKILL.md", + "description": "Set up and connect a Shopify store from your AI assistant.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-onboarding-merchant/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-partner", + "displayName": "Shopify Partner", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-partner/SKILL.md", + "description": "The Partner API lets you programmatically access data about your Partner Dashboard, including your apps, themes, and affiliate referrals.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-partner/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-payments-apps", + "displayName": "Shopify Payments Apps", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-payments-apps/SKILL.md", + "description": "The Payments Apps API enables payment providers to integrate their payment solutions with Shopify's checkout.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-payments-apps/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-admin-extensions", + "displayName": "Shopify Polaris Admin Extensions", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-admin-extensions/SKILL.md", + "description": "Add custom actions and blocks from your app at contextually relevant spots throughout the Shopify Admin.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-admin-extensions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-app-home", + "displayName": "Shopify Polaris App Home", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-app-home/SKILL.md", + "description": "Build your app's primary user interface embedded in the Shopify admin.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-app-home/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-checkout-extensions", + "displayName": "Shopify Polaris Checkout Extensions", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-checkout-extensions/SKILL.md", + "description": "Build custom functionality that merchants can install at defined points in the checkout flow, including product information, shipping, payment, order...", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-checkout-extensions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-customer-account-extensions", + "displayName": "Shopify Polaris Customer Account Extensions", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-customer-account-extensions/SKILL.md", + "description": "Build custom functionality that merchants can install at defined points on the Order index, Order status, and Profile pages in customer accounts.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-customer-account-extensions/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-pos-ui", + "displayName": "Shopify Pos Ui", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-pos-ui/SKILL.md", + "description": "Build retail point-of-sale applications using Shopify's POS UI components.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-pos-ui/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-storefront-graphql", + "displayName": "Shopify Storefront Graphql", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-storefront-graphql/SKILL.md", + "description": "Use for custom storefronts requiring direct GraphQL queries/mutations for data fetching and cart operations.", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-storefront-graphql/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-use-shopify-cli", + "displayName": "Shopify Use Shopify Cli", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-use-shopify-cli/SKILL.md", + "description": "Choose when the user needs **Shopify CLI** to run or fix something now: validate app or extension config on disk (`shopify.app.toml`...", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-use-shopify-cli/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:ucp", + "displayName": "Ucp", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/ucp/SKILL.md", + "description": "Use when the user wants to use the UCP CLI to find, compare, buy, or track products from online merchants, or to set up and troubleshoot the local...", + "metadata": { + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/ucp/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:smartcrabai:agent-skills:improve-review-from-pr-gap", + "displayName": "Improve Review From PR Gap", + "mediaType": "application/ai-skill", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/improve-review-from-pr-gap/SKILL.md", + "description": "Use this when the user says a merged PR turned out to have an oversight/missed case that needed a follow-up fix PR, and wants to extract the review...", + "metadata": { + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/improve-review-from-pr-gap/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:smartcrabai:agent-skills:improve-review-from-session", + "displayName": "Improve Review From Session", + "mediaType": "application/ai-skill", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/improve-review-from-session/SKILL.md", + "description": "Use this when the user asks to capture lessons from this session as review perspectives, save review viewpoints, turn this session's mistakes/feedback..", + "metadata": { + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/improve-review-from-session/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:smartcrabai:agent-skills:review-pr", + "displayName": "Review PR", + "mediaType": "application/ai-skill", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/review-pr/SKILL.md", + "description": "Use this whenever the user asks to review a pull request by number (e.g. 'review PR #123', 'PR 45を見て', 'review this PR'), to evaluate a PR's diff...", + "metadata": { + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/review-pr/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:smartcrabai:agent-skills:review-uncommitted", + "displayName": "Review Uncommitted", + "mediaType": "application/ai-skill", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/review-uncommitted/SKILL.md", + "description": "Use this whenever the user asks to review uncommitted/local/working-tree changes, check the current diff before committing, or evaluate pending changes.", + "metadata": { + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/review-uncommitted/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:stripe:ai:connect-recommend", + "displayName": "Connect Recommend", + "mediaType": "application/ai-skill", + "url": "https://github.com/stripe/ai/blob/main/providers/cursor/plugin/skills/connect-recommend/SKILL.md", + "description": "This skill should be used when the user asks about Stripe Connect configuration, charge patterns, dashboard access, or how to get started with...", + "metadata": { + "sourceSet": "stripe/ai", + "repoPath": "providers/cursor/plugin/skills/connect-recommend/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:stripe:ai:stripe-best-practices", + "displayName": "Stripe Best Practices", + "mediaType": "application/ai-skill", + "url": 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"displayName": "Stripe Projects", + "mediaType": "application/ai-skill", + "url": "https://github.com/stripe/ai/blob/main/skills/stripe-projects/SKILL.md", + "description": "Use when the user wants to provision infrastructure or third-party services using Stripe Projects.", + "metadata": { + "sourceSet": "stripe/ai", + "repoPath": "skills/stripe-projects/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:stripe:ai:upgrade-stripe", + "displayName": "Upgrade Stripe", + "mediaType": "application/ai-skill", + "url": "https://github.com/stripe/ai/blob/main/skills/upgrade-stripe/SKILL.md", + "description": "Guide for upgrading Stripe API versions and SDKs", + "metadata": { + "sourceSet": "stripe/ai", + "repoPath": "skills/upgrade-stripe/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:sunriseapps:imagesorcery-mcp", + "displayName": "Imagesorcery", + "mediaType": 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"displayName": "Svelte Core Bestpractices", + "mediaType": "application/ai-skill", + "url": "https://github.com/sveltejs/ai-tools/blob/main/tools/skills/svelte-core-bestpractices/SKILL.md", + "description": "Guidance on writing fast, robust, modern Svelte code.", + "metadata": { + "sourceSet": "sveltejs/ai-tools", + "repoPath": "tools/skills/svelte-core-bestpractices/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:sveltejs:ai-tools:svelte", + "displayName": "Svelte", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/sveltejs/ai-tools/blob/main/plugins/cursor/svelte", + "description": "A plugin for all things related to Svelte development, MCP, skills, and more.", + "metadata": { + "sourceSet": "sveltejs/ai-tools", + "repoPath": "plugins/cursor/svelte/.cursor-plugin/plugin.json" + }, + "type": "application/vnd.github.copilot-plugin" + }, + { + "identifier": 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"sveltejs/ai-tools", + "repoPath": ".agents/skills/writing-opencode-plugins/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:address-sanitizer", + "displayName": "Address Sanitizer", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/address-sanitizer/SKILL.md", + "description": "AddressSanitizer detects memory errors during fuzzing.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/address-sanitizer/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:aflpp", + "displayName": "Aflpp", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/aflpp/SKILL.md", + "description": "AFL++ is a fork of AFL with better fuzzing performance and advanced features.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/aflpp/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:agentic-actions-auditor", + "displayName": "Agentic Actions Auditor", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/agentic-actions-auditor/skills/agentic-actions-auditor/SKILL.md", + "description": "Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and...", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/agentic-actions-auditor/skills/agentic-actions-auditor/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:algorand-vulnerability-scanner", + "displayName": "Algorand Vulnerability Scanner", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/algorand-vulnerability-scanner/SKILL.md", + "description": "Scans Algorand smart contracts for 11 common vulnerabilities including rekeying attacks, unchecked transaction fees, missing field validations, and...", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/algorand-vulnerability-scanner/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:ask-questions-if-underspecified", + "displayName": "Ask Questions If Underspecified", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/ask-questions-if-underspecified/skills/ask-questions-if-underspecified/SKILL.md", + "description": "Clarify requirements before implementing.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/ask-questions-if-underspecified/skills/ask-questions-if-underspecified/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:atheris", + "displayName": "Atheris", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/atheris/SKILL.md", + "description": "Atheris is a coverage-guided Python fuzzer based on libFuzzer.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/atheris/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:audit-augmentation", + "displayName": "Audit Augmentation", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/trailmark/skills/audit-augmentation/SKILL.md", + "description": "Augments Trailmark code graphs with external audit findings from SARIF static analysis results and weAudit annotation files.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/trailmark/skills/audit-augmentation/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:audit-context-building", + "displayName": "Audit Context Building", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/audit-context-building/skills/audit-context-building/SKILL.md", + "description": "Enables ultra-granular, line-by-line code analysis to build deep architectural context before vulnerability or bug finding.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/audit-context-building/skills/audit-context-building/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:audit-prep-assistant", + "displayName": "Audit Prep Assistant", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/audit-prep-assistant/SKILL.md", + "description": "Prepares codebases for security review using Trail of Bits' checklist.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/audit-prep-assistant/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:burpsuite-project-parser", + "displayName": "Burpsuite Project Parser", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/burpsuite-project-parser/skills/burpsuite-project-parser/SKILL.md", + "description": "Searches and explores Burp Suite project files (.burp) from the command line.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/burpsuite-project-parser/skills/burpsuite-project-parser/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:c-review", + "displayName": "C Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/c-review/skills/c-review/SKILL.md", + "description": "Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/c-review/skills/c-review/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:cairo-vulnerability-scanner", + "displayName": "Cairo Vulnerability Scanner", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/cairo-vulnerability-scanner/SKILL.md", + "description": "Scans Cairo/StarkNet smart contracts for 6 critical vulnerabilities including 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"https://github.com/trailofbits/skills/blob/main/plugins/claude-in-chrome-troubleshooting/skills/chrome-mcp-troubleshooting/SKILL.md", + "description": "Diagnose and fix Claude in Chrome MCP extension connectivity issues.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/claude-in-chrome-troubleshooting/skills/chrome-mcp-troubleshooting/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:code-maturity-assessor", + "displayName": "Code Maturity Assessor", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/code-maturity-assessor/SKILL.md", + "description": "Systematic code maturity assessment using Trail of Bits' 9-category framework.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/code-maturity-assessor/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:codeql", + "displayName": "Codeql", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/static-analysis/skills/codeql/SKILL.md", + "description": "Scans a codebase for security vulnerabilities using CodeQL's interprocedural data flow and taint tracking analysis.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/static-analysis/skills/codeql/SKILL.md" + }, + "type": "application/ai-skill" + }, + { + "identifier": "urn:air:github.com:trailofbits:skills:constant-time-analysis", + "displayName": "Constant Time Analysis", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/constant-time-analysis/skills/constant-time-analysis/SKILL.md", + "description": "Detects timing side-channel vulnerabilities in cryptographic code.", + "metadata": { + "sourceSet": "trailofbits/skills", + "repoPath": 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IANA-registered .faf format.", + "tags": [ + "ai", + "ai-context", + "ai-readiness", + "claude", + "claude-ai", + "claude-desktop", + "faf", + "mcp", + "mcp-server", + "model-context-protocol" + ], + "version": "5.20.0", + "updatedAt": "2026-08-06T13:09:21Z", + "metadata": { + "primaryLanguage": "TypeScript", + "readmeUrl": "https://github.com/Wolfe-Jam/claude-faf-mcp#readme", + "repository": "https://github.com/Wolfe-Jam/claude-faf-mcp", + "repositorySource": "github", + "stargazerCount": 21, + "websiteUrl": "https://faf.one" + } + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:one.faf:faf-mcp", + "displayName": ".FAF Context", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/one.faf%2Ffaf-mcp/versions/2.3.1", + "description": "Dedicated IDE Edition. Persistent project context for Cursor, Windsurf, Cline, VS Code.", + "tags": [ + "ai", + "ai-context", + "cursor", + "developer-tools", + "faf", + "mcp", + "mcp-server", + "model-context-protocol", + "project-dna", + "typescript" + ], + "version": "2.3.1", + "updatedAt": "2026-08-06T13:09:22Z", + "metadata": { + "primaryLanguage": "TypeScript", + "readmeUrl": "https://github.com/Wolfe-Jam/faf-mcp#readme", + "repository": "https://github.com/Wolfe-Jam/faf-mcp", + "repositorySource": "github", + "stargazerCount": 5, + "websiteUrl": "https://faf.one" + } + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:org.sylin:ghostlight", + "displayName": "org.sylin/ghostlight", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/org.sylin%2Fghostlight/versions/0.7.3", + "description": "Drive your real logged-in browser from any MCP client. Governed or wide open, one portable binary.", + "tags": [ + "access-control", + "ai-agents", + "browser-automation", + "browser-extension", + "chromium", + "developer-tools", + "local-first", + "mcp", + "model-context-protocol", + "rust" + ], + "version": "0.7.3", + "updatedAt": "2026-08-06T13:09:23Z", + "metadata": { + "primaryLanguage": "Rust", + "readmeUrl": "https://github.com/sylin-org/ghostlight#readme", + "repository": "https://github.com/sylin-org/ghostlight", + "repositorySource": "github", + "websiteUrl": "https://sylin.org/ghostlight/" + } + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:uk.sadiqoon:sakh", + "displayName": "SAKH β€” Ayatollah Khamenei Research Corpus", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/uk.sadiqoon%2Fsakh/versions/1.0.1", + "description": "Ayatollah Khamenei corpus: fatwas, lectures, knowledge graph. Arabic/Persian. Research access.", + "version": "1.0.1", + "updatedAt": "2026-08-06T13:09:25Z", + "metadata": { + "readmeUrl": "https://github.com/SADIQOON-LTD/sakh-mcp#readme", + "repository": "https://github.com/SADIQOON-LTD/sakh-mcp", + "repositorySource": "github", + "websiteUrl": "https://khamenei-online.org/mcp/" + } + } + ] +} diff --git a/scripts/generate_ai_catalog.py b/scripts/generate_ai_catalog.py new file mode 100644 index 0000000..bf4d27c --- /dev/null +++ b/scripts/generate_ai_catalog.py @@ -0,0 +1,139 @@ +#!/usr/bin/env python3 + +import argparse +import json +from pathlib import Path +from urllib.error import URLError +from urllib.parse import urlparse +from urllib.request import Request, urlopen + +SCRIPT = Path(__file__).resolve() +ROOT = SCRIPT.parents[1] +SOURCE_DIR = ROOT / "catalog" +OUTPUT = ROOT / "ai-catalog.json" +MAX_ENTRIES = 10_000 +MAX_BYTES = 10 * 1024 * 1024 +MCP_CATALOG = "https://api.mcp.github.com/.well-known/ai-catalog.json" + + +def fail(message): + raise SystemExit(message) + + +def validate(entry, source): + if not isinstance(entry, dict): + fail(f"{source}: entry must be a JSON object") + + # ponytail: mirror the current ingestion contract without adding a schema dependency. + for field in ("identifier", "displayName"): + if not isinstance(entry.get(field), str) or not entry[field].strip(): + fail(f"{source}: {field} must be a non-empty string") + if not any( + isinstance(entry.get(field), str) and entry[field].strip() + for field in ("type", "mediaType") + ): + fail(f"{source}: type or mediaType must be a non-empty string") + has_url = entry.get("url") is not None + has_data = entry.get("data") is not None + if has_url == has_data: + fail(f"{source}: exactly one of url or data is required") + if has_url and (not isinstance(entry["url"], str) or not entry["url"].strip()): + fail(f"{source}: url must be a non-empty string") + if has_url: + url = urlparse(entry["url"]) + if url.scheme not in ("http", "https") or not url.netloc: + fail(f"{source}: url must be an absolute HTTP(S) URL") + if has_data and not isinstance(entry["data"], dict): + fail(f"{source}: data must be an object") + if not entry["identifier"].startswith("urn:ai:"): + fail(f"{source}: identifier must start with urn:ai:") + + version = entry.get("version") + if version is not None and not isinstance(version, str): + fail(f"{source}: version must be a string") + + +def load_mcp_entries(): + try: + request = Request(MCP_CATALOG, headers={"User-Agent": "agentfinder-catalog-generator"}) + with urlopen(request, timeout=30) as response: + document = json.load(response) + except (OSError, URLError, json.JSONDecodeError) as error: + fail(f"{MCP_CATALOG}: {error}") + if not isinstance(document, dict) or not isinstance(document.get("entries"), list): + fail(f"{MCP_CATALOG}: expected a catalog document with an entries array") + return document["entries"] + + +def generate(): + entries = [] + identities = set() + local_identifiers = set() + + def add(entry, source): + generated = dict(entry) + generated["identifier"] = "urn:air:" + entry["identifier"][len("urn:ai:") :] + if not isinstance(generated.get("type"), str) or not generated["type"].strip(): + generated["type"] = entry.get("mediaType") + version = entry.get("version") + identity = (generated["identifier"], version) + if identity in identities: + fail( + f"{source}: duplicate identifier/version identity " + f"{generated['identifier']} {version or ''}" + ) + identities.add(identity) + entries.append(generated) + + for path in sorted(SOURCE_DIR.glob("*/*.json"), key=lambda item: item.as_posix()): + try: + entry = json.loads(path.read_text(encoding="utf-8")) + except json.JSONDecodeError as error: + fail(f"{path.relative_to(ROOT)}: invalid JSON: {error}") + validate(entry, path.relative_to(ROOT)) + add(entry, path.relative_to(ROOT)) + local_identifiers.add(entry["identifier"]) + + remote_entries = sorted( + load_mcp_entries(), + key=lambda entry: (str(entry.get("identifier")), str(entry.get("version"))), + ) + for index, entry in enumerate(remote_entries): + source = f"{MCP_CATALOG} entry {index}" + validate(entry, source) + if entry["identifier"] not in local_identifiers: + add(entry, source) + + if len(entries) > MAX_ENTRIES: + fail(f"catalog has {len(entries)} entries; limit is {MAX_ENTRIES}") + + document = { + "specVersion": "1.0", + "host": {"displayName": "GitHub Agent Finder Catalog"}, + "entries": entries, + } + rendered = (json.dumps(document, ensure_ascii=False, indent=2) + "\n").encode() + if len(rendered) > MAX_BYTES: + fail(f"generated catalog is {len(rendered)} bytes; limit is {MAX_BYTES}") + return rendered, len(entries) + + +def main(): + parser = argparse.ArgumentParser(description="Generate the ARD ingestion catalog") + parser.add_argument("--check", action="store_true", help="fail if output is missing or stale") + args = parser.parse_args() + + rendered, count = generate() + if args.check: + if not OUTPUT.exists(): + fail(f"{OUTPUT.name} is missing; run {SCRIPT.relative_to(ROOT)}") + if OUTPUT.read_bytes() != rendered: + fail(f"{OUTPUT.name} is stale; run {SCRIPT.relative_to(ROOT)}") + else: + OUTPUT.write_bytes(rendered) + + print(f"{OUTPUT.name}: {count} entries, {len(rendered)} bytes") + + +if __name__ == "__main__": + main() diff --git a/tests/test_generate_ai_catalog.py b/tests/test_generate_ai_catalog.py new file mode 100644 index 0000000..b030183 --- /dev/null +++ b/tests/test_generate_ai_catalog.py @@ -0,0 +1,55 @@ +import json +import tempfile +import unittest +from pathlib import Path +from unittest.mock import patch + +from scripts import generate_ai_catalog + + +class ValidateEntryTest(unittest.TestCase): + def test_url_or_data(self): + entry = { + "identifier": "urn:ai:example.com:test:item", + "displayName": "Test", + "type": "application/example", + } + for delivery in ( + {"url": ""}, + {"url": "relative"}, + {"url": 1}, + {"data": "value"}, + {}, + {"url": "https://example.com", "data": {}}, + ): + with self.subTest(delivery=delivery), self.assertRaises(SystemExit): + generate_ai_catalog.validate(entry | delivery, "test") + + generate_ai_catalog.validate(entry | {"url": "https://example.com"}, "test") + generate_ai_catalog.validate(entry | {"data": {}}, "test") + + def test_generated_type_falls_back_to_media_type(self): + with tempfile.TemporaryDirectory() as directory: + root = Path(directory) + source = root / "catalog" / "example" + source.mkdir(parents=True) + entry = { + "identifier": "urn:ai:example.com:test:item", + "displayName": "Test", + "type": "", + "mediaType": "application/example", + "url": "https://example.com", + } + (source / "item.json").write_text(json.dumps(entry), encoding="utf-8") + with ( + patch.object(generate_ai_catalog, "ROOT", root), + patch.object(generate_ai_catalog, "SOURCE_DIR", root / "catalog"), + patch.object(generate_ai_catalog, "load_mcp_entries", return_value=[]), + ): + rendered, _ = generate_ai_catalog.generate() + + self.assertEqual(json.loads(rendered)["entries"][0]["type"], "application/example") + + +if __name__ == "__main__": + unittest.main()