Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

Documents repo of ForkSilly. ForkSilly：兼容sillytavern（酒馆）角色卡、世界书、正则、预设、聊天记录的安卓移动端应用；同时也可作为stable diffusion客户端使用。

⚠️ 本工具仅用于授权的安全测试。未经授权使用本工具进行网络攻击是违法的。一个智能化的自动化渗透测试机器人，具备AI驱动的安全测试能力。

A complete, driver based RAG pipeline for Laravel with pgvector & sqlite-vec, streaming, agentic retrieval, hybrid search, evals, MCP server, Filament admin.

🧠 Local-first knowledge system for LLM agents — sqlite-vec + ONNX embeddings, no cloud/Docker/PyTorch dependency

Robot Memory - Persistent memory system for AI robots. MCP Server + hybrid search + spatial retrieval.

The memory substrate for AI agents and developer tools. Git-versioned, file-native, MCP-first.

Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.

Find relevant information in your documents using natural language queries - no more keyword matching or manual browsing through hundreds of files. Built for speed and efficiency, this lightweight system searches through 500+ documents in under 300ms while using only 100MB of memory.

Local-first semantic code search for repository annotations via GGUF embeddings and sqlite-vec.

A high-performance AI agent built with Go

CLI tool for building production RAG systems from Markdown, CSV, and PDF documents using hybrid search (BM25 + vector) with OpenSearch. Features MCP server, Slack bot, Web UI, multi-source ingestion (local/S3/GitHub), and multi-provider embeddings (Bedrock/Gemini).

Local-first persistent brain for AI coding agents - SQLite knowledge graph + replayable trajectories, queryable over MCP.

SeekLink — hybrid semantic search for markdown vaults. Four-channel RRF fusion, MLX reranker, native CJK support. Fully local.

Personal Telegram knowledge base — forward anything, search via DM. Hybrid SQLite + FTS5 + vector + voice, MCP server for Claude.

Advanced RAG System with Go featuring intelligent adaptive chunking, hierarchical document processing, semantic search, and flexible LLM integration

Persistent memory MCP for AI agents — SQLite, knowledge graph, 12 tools with ToolAnnotations

Local-first semantic cache for AI agents. A small C daemon + CLI that remembers what your agent learned across sessions. Plugs into Claude Code, Codex, Gemini CLI, and Claude Desktop / ChatGPT via MCP. No LLM calls, no SaaS, no API key.

Git-native, semantically-searchable memory storage for Claude Code. Captures decisions, learnings, and context as git notes with vector search.