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Knowledge base for all sw30labs repositories, organized by domain. Maintained using the LLM Wiki pattern — a hand-editable markdown knowledge base as a disciplined alternative to RAG.
Author: Nicolas Cravino | Repos: 32 | Articles: 22 | Last updated: 2026-04-15
LLM integrity testing, regulatory intelligence for global pentest compliance, autonomous pentesting research, and enterprise AI-assisted pentesting specifications.
| Repository | Description |
|---|---|
| TSLIT | Time-Shift LLM Integrity Tester — detects affiliation bias and time-based logic bombs in local LLMs (3,840 interactions/model) |
| pentest-regulatory-intel | RegIntel — AI-powered pentest regulation inventory across 20+ jurisdictions with reflection quality gates |
| strixresearch | Research and documentation for the Strix autonomous AI pentesting platform |
| agentic-ai-pentesting | Book companion — two approaches to AI-assisted pentesting (autonomous platform + Burp Suite co-pilot) |
| NVD-Extractor | Extract critical network-attack-vector CVEs from the NVD API, filtered for Linux/Windows/external APIs |
Category page: ai-security-pentesting
NIST OSCAL-powered tools for agent guardrails, digital twin compliance, Zero Trust posture analysis, and compliance-as-code workflows.
| Repository | Description |
|---|---|
| oscal-agent-guardrails | OSCAL profiles as a policy brain to guardrail LLM agents at runtime (allow/deny/needs_approval) |
| oscal-digital-twin-playground | Digital twin drift detection — SSP vs live config, with risk assessment and mitigation |
| oscal-zero-trust-lens | Zero Trust coverage analysis across 7 dimensions from SP 800-53 controls |
| oscal-agent-lab | Multi-agent lab — RAG Q&A, SSP diff, profile generation, validation over 1,196 controls |
| oscal-cac-playgd | Compliance-as-code CLI — explain OSCAL files, suggest remediation, PR-style diff review |
Category page: oscal-compliance
Design patterns, orchestration, workflow conversion, coding assistants, and research automation using LangGraph.
| Repository | Description |
|---|---|
| agent-stack | Interactive 10-layer architecture visualization for reliable AI agents (vis.js) |
| deepagent-azure-cli | Turnkey coding assistant CLI — Azure OpenAI + LangChain DeepAgents, Textual TUI, HITL |
| N8n2langraph | Convert n8n workflow JSON into standalone LangGraph Python scripts |
| sst-autoresearch | Speaker voice dynamics analysis via Karpathy-style autoresearch loop (Takens' embedding, Lyapunov) |
| project-pulse-sap | SAP implementation onboarding — meetings → transcription → LLM wiki → podcast |
| AutogenRequirementsAgent | Experiment in strict JSON inter-agent messaging with nested GroupChat and local Ollama LLMs |
Category page: agentic-frameworks
On-device AI toolkit for Apple Silicon — inference serving, benchmarking, distillation, vision-language, TTS, STT.
| Repository | Description |
|---|---|
| tars-ai | TARS from Interstellar as a local voice agent — mlx-lm + mlx-audio Kokoro, zero cloud |
| screenlens | Video scene intelligence — hybrid keyframe detection, Qwen3.5-VL captioning, ChromaDB search |
| qwenbench-mlx | Benchmark suite for Qwen 3.5 family (0.8B→35B) with auto-judge and cost-efficiency scoring |
| mlx-distillation-explained | Educational distillation PoC — Claude Sonnet → Llama 3.1 8B via LoRA on Apple Silicon |
| local-mlx-responsesAPI-server | OpenAI/Azure/Anthropic-compatible local inference server with tool calling |
| audiobook_generator | Book → audiobook conversion using Qwen3-TTS + LangGraph with QA verification |
| QWEN3-VL-Python-OCR-Script-MLX | Batch image captioning with Qwen3-VL-30B on MLX |
| MLX-YouTubeScribe | YouTube transcription using local Whisper models with Streamlit UI |
| deepseekvl2-PDF-OCR-private | Local PDF OCR using DeepSeek-VL2 MoE on NVIDIA CUDA |
Category page: local-inference-mlx
CLI utilities, code intelligence, and infrastructure for managing repository fleets.
| Repository | Description |
|---|---|
| gitnexus_fleet | Clone, index (KuzuDB graph), and query entire GitHub orgs via MCP + web dashboard |
| AutogenDocGenerator | AutoGen-powered repo documentation generator with GroupChat agents |
| AutogenMermaidGenerator | AutoGen GroupChat source code → Mermaid diagram generator |
| OllamaPDF2Markdown | PDF → Markdown via Ollama multimodal models (Mistral Small 3.1 24B) |
| RepoBundle | Export/import Git repos as single human-readable text files |
| Word-to-Markdown-Converter | .docx → Markdown converter preserving headings, lists, tables |
| animated-GIF-Creator | Image folder or MOV → animated GIF with auto-resize |
Category page: developer-tools
Long-form companion writing to the repos above — 22 articles spanning 2023-04 to 2026-03, covering AI security governance, agentic pentesting, OSCAL-as-code, custom silicon economics, and zero-trust AI coding.
See timeline for the chronological list, or Index for all article pages grouped by category. Articles are also linked from each category page under the "Related Articles" heading.
Across all 32 repositories, several architectural patterns recur
(counts from the stacks: frontmatter, see Sitemap-Stacks):
- LangGraph / LangChain — dominant orchestration framework (17 repos)
- Agentic — multi-agent orchestration / tool-using agents (12 repos)
- Converter — file-format conversion, OCR, doc-to-markdown (8 repos)
- Apple MLX — on-device inference on Apple Silicon (7 repos)
- Compliance — regulatory frameworks, controls mapping (6 repos)
- OSCAL — NIST OSCAL data model (SSPs, profiles, controls) (5 repos)
- Pentest — offensive security, red-teaming, vulnerability discovery (4 repos)
- Pydantic for data validation (nearly universal)
- Typer + Rich or Click + Rich for CLI interfaces
- Karpathy LLM Wiki pattern for knowledge bases (ProjectPulse, this wiki)
Wiki structure: see SCHEMA | Full index: Index | Visual map: Sitemap | Change log: Log | Stacks view: Sitemap-Stacks