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MCP servers and skills: search, filter by where they run, and compare.
hybrid-rag-mcp-servernilab-llc
HostedChromaDB・LangChain・Claude Vision APIを組み合わせたハイブリッドRAGをMCPサーバーとしてラップし、Claude Desktopから自然言語でPDF検索を可能にするサーバー実装
MCPLink only★ 1Few stars
MCP servers and skills: search, filter by where they run, and compare.
ChromaDB・LangChain・Claude Vision APIを組み合わせたハイブリッドRAGをMCPサーバーとしてラップし、Claude Desktopから自然言語でPDF検索を可能にするサーバー実装
MCPLink only★ 1Few stars
A generalized Retrieval-Augmented Generation (RAG) system with hybrid search capabilities that works with any documents you provide. Combines semantic (dense vector) search and keyword (sparse BM25) s
SkillMIT★ 5No key
Production-grade Local Hybrid RAG MCP Server for Obsidian Vaults using SOTA BAAI/bge-m3 & Jina Reranker v2
PythonMIT★ 1Few starsNo key
Personal MCP Assistant: Groq-powered ReAct agent over calendar, notes and scanned images via the Model Context Protocol. Hybrid RAG (pgvector + tsvector + RRF), CNN/OCR vision worker, Next.js UI with
SkillMIT★ 3Few starsNo key
Local hybrid-search (BM25 + vector + reranking) MCP server — ask questions of any local codebase or document folder, fully offline
PythonMIT★ 9No key
A semantic filesystem that transforms passive file storage into an intelligent, searchable knowledge base.
GoMIT★ 2Few starsNo key
Real-time interview copilot CLI. Hears the question and surfaces the answer you already prepared from your local Markdown knowledge base — verbatim, in milliseconds. Instant recall instead of LLM hall
SkillMIT★ 4Few starsNo key
Offline semantic search for everything on your disk - documents, code, PDFs, scanned images (OCR), video by the second. 100% local AI: hybrid RAG with keyword + vector + rerank, no API key, no cloud.
SkillAGPL-3.0★ 4Few starsNo key
Agent-first, Karpathy-style markdown knowledge base ('big brain') — a forkable second-brain wiki with 2D/3D neuron-graph views, hybrid RAG search, and an MCP server for coding agents.
SkillMIT★ 4Few starsNo key
Production-grade Agentic Candidate Matching Engine with LangGraph 1.x Native Commands, HyDE Query Synthesis, Parent-Document Chunking, Air-Gapped Local Inference (Ollama/vLLM), Calibrated Margin Routi
SkillApache-2.0Few starsNo key
🐙 GitHub Repository Intelligence Agent answers architecture questions, searches codebases, and runs GitHub operations. It routes queries via an intent guardrail to hybrid RAG (dense + BM25, BGE reran
MCPLink only★ 1Few stars
Contract and invoice compliance auditor built with Claude API. Hybrid RAG, tool use, MCP server, prompt evaluation, extended thinking. Full pipeline — not a chatbot.
SkillMIT★ 1Few starsNo key
MCP-native second brain with an automatic entity graph over your markdown notes. Honest benchmark vs vanilla RAG and nano-graphrag included.
PythonApache-2.0Few starsNo key
Unified API harness communication, hybrid RAG & LLM-Wiki system — context injection hooks, memory & behavior control plane for agent harnesses. 16 skills + 5 hooks
SkillMIT★ 1Few starsNo key
Hybrid RAG over PDFs, DOCX, spreadsheets, code repos, audio & images — explainable per-file retrieval routing (vector/hierarchical/code-graph), cited answers, and an MCP server. Powered by Gemini.
MCPLink onlyFew stars
A cache for your mind - AI chat grounded in what you actually know
SkillMITFew starsNo key
Unified conversational AI that routes plain-English queries to hybrid RAG document search or live Jira — built with LangGraph, FAISS, BM25, MCP, and RAGAS.
MCPLink only★ 1Few stars
Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server
PythonMIT★ 636No key
MCP server that lets Claude Code and other AI agents read and search large PDFs, one file or a whole folder: agentic RAG with hybrid semantic + keyword search, selective page reads, tables, images, OC
PythonMIT★ 156No key
一个本地优先的AI知识库系统（RAG），用于把本地文档接入辅导搜索与大模型对话流程。目前支持md、txt、pdf（文本）、xlsx、cvs类型。支持mcp服务
SkillMIT★ 383No key
Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.
SkillMIT★ 172No key
Self-hosted RAG platform for AI document search across GitHub, Notion, Google Drive, local files, and web sources with citations.
SkillMIT★ 121No key
AI desktop assistant with a built-in agent marketplace. Create, share, & install specialized AI agents through a community store. Orchestrate multi-agent workflows, sandboxed execution, and auto-updat
SkillMIT★ 6No key
Headless semantic MCP server for Obsidian, Logseq, Dendron & any markdown vault. AST-based surgical editing, hybrid vector + TF-IDF search, zero-setup local embeddings — no app or plugins required. St
Node.jsMIT★ 12No key
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