Universal MCP memory service with semantic search, multi-client support, and autonomous consolidation for Claude Desktop, VS Code, and 13+ AI applications

Documents repo of ForkSilly. ForkSilly：兼容sillytavern png角色卡、世界书、正则、预设、聊天记录的安卓移动端应用。通俗来讲就是一个安卓手机酒馆罢了，成不了大器（

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.

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

Node-RED as an LLM-chain framework with IoT

A production-grade benchmarking suite that evaluates vector databases (Qdrant, Milvus, Weaviate, ChromaDB, Pinecone, SQLite, TopK) for music semantic search applications. Features automated performance testing, statistical analysis across 15-20 iterations, real-time web UI for database comparison, and comprehensive reporting with production.

🤖 Connect Claude Code to multiple AIs like Gemini, Grok-3, and ChatGPT for seamless collaboration on coding tasks and technical decisions.

Local Codex CLI prompt refinery: ingest JSON/JSONL histories, dedupe, embed (OpenAI), cluster (sqlite-vec), synthesize atomic/workflow prompts via Responses API (Structured Outputs). FTS5+vector search; Streamlit UI; Typer CLI.

🛠️ Refine and organize your OpenAI Codex CLI prompts effortlessly, using SQLite for fast search and a user-friendly interface for better productivity.