Lean KG
A local, Rust-based Knowledge Graph MCP server. Cuts AI coding token usage by up to 98% by intelligently querying your codebase instead of sending full files.
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LanceDB
Vector search using the LanceDB vector database and Ollama embedding models.
Agentset
RAG MCP for your [Agentset](https://agentset.ai/) data.
Ragmap
RAG-focused MCP subregistry and server to discover and route to retrieval-capable MCP servers with semantic search, filters, and explainable ranking.
oxidize-pdf
Rust-powered PDF toolkit over MCP: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split/merge/rotate/reorder pages…
ha-mcp-readonly
Read-only MCP (Model Context Protocol) server for Home Assistant. Gives AI assistants (Claude Desktop, LibreChat, Cline) full observability into your smart…
MCP-RAGNAR
A local MCP server implementing Retrieval-Augmented Generation (RAG) with sentence window retrieval and support for multiple file types.
GLC Geo MCP
Free GeoNames geospatial MCP (countries, cities, POIs, distance, nearby). Remote streamable HTTP. Agents self-register for an API token.
ACG Mcp
Standalone MCP server for the Audited Context Generation (ACG) Protocol — verifiable fact-checking and grounded RAG via MongoDB.
MCP Agent
A lightweight, local MCP server in Python that enables RAG search through AWS Lambda.
Arachne MCP Server
🕷️ 9 MCP tools for web scraping, browser automation, vision, transcription and RAG query
S3 Documentation MCP Server
A lightweight Model Context Protocol (MCP) server that brings RAG (Retrieval-Augmented Generation) capabilities to your LLM over Markdown documentation stored…
PinRAG
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and…
MaxKB
🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。
Minima
Search and retrieve context from local files for RAG.
Engram
Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native…
BerryRAG
A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.
ShopBot AI
AI customer support MCP server with order status lookup and RAG-powered knowledge base search for e-commerce stores.
Local FAISS
About Local FAISS vector store as an MCP server – drop-in local RAG for Claude / Copilot / Agents.
Context Portal MCP (ConPort)
A server for managing structured project context using SQLite, with support for vector embeddings for semantic search and Retrieval Augmented Generation (RAG).
Apple Notes
Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.
mcp-apple-notes
Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Fully local on macOS.
Scaffold
Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living…
Local Flow
A minimal, local, GPU-accelerated RAG server for document ingestion and querying.