MCP servers tagged rag
4.8K live MCP servers tagged "rag", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with rag.
Docugraph MCP
Universal Document Knowledge Graph MCP Server for AI Agents
Keepygaga Rag
Local-first knowledge retrieval for AI agents, combining FTS5, vector search, reranking, and traceable MCP results.
Webdocs MCP
Crawl, index, and hybrid-search documentation sites; served to LLM agents as an MCP server. FastAPI + DuckDB + BM25/embeddings, fully offline-testable.
Swfte MCP Server
Official Model Context Protocol (MCP) server for the Swfte AI platform — wraps the Swfte API as MCP tools so Claude Desktop, Claude Code, Cursor and any MCP client can manage agen…
Project AI
Self-hosted second brain for a codebase: Neo4j knowledge map built by AI, RLM task briefs from meeting notes, generated Claude Code plugins
Apexgraph
Apex-relevance subgraph retrieval for AI agents — feed your LLM the most relevant slice of a knowledge graph, within a token budget.
Pinecone MCP Server
Custom MCP server exposing Pinecone vector search as an agentic-search tool for AI agents. Built with Node.js, TypeScript, and OpenRouter. Deployed on Railway.
Personal GraphRAG
Self-hosted GraphRAG for personal memory — Claude writes the entities and the edges directly over MCP, no second extraction model. Journal-first durability, optional local stack.
Christian Doctrine
Personal-use theological GraphRAG engine — Bible interlinear + archaeology + church history + curated doctrinal teaching notes, built to triangulate denominational claims against…
Bookrack
Local, offline RAG library that turns long-form books into a citation-grade knowledge base, served over MCP.
AI Supply Chain Risk Agent
AI agent that monitors supplier risk from news signals using Google News RSS and OpenAI.
AI Recruiter Agentic
Agentic AI Job Application Assistant: discovers LinkedIn jobs, ranks them against your Résumé, and tailors Résumé + Cover Letter with Human-in-the-Loop approval. Built with DeepAg…
Fleetmem
Self-hosted, governed long-term memory for a fleet of AI agents — MCP-native, with hybrid retrieval, a typed knowledge graph, and per-agent mTLS access control. Runs on your own h…
Fin Agent System Open
Production-minded financial research multi-agent system with LangGraph, RAG evaluation, MCP/A2A, FastAPI SSE, and auditable tool runtime.
Local Lore
Offline memory layer for Claude Code that indexes local session history and enables fast hybrid search (keyword + semantic) via a secure, fully offline Docker runtime.
LearnAgenticAI
Production-grade portfolio of 10 progressive Agentic AI projects built with LangChain, LangGraph, LangSmith, and MCP.
Autorag
A curated retrieval memory that lives in the browser. Keep as you read, decide what stays, get cited answers — with a WebMCP surface on every page.
OpenContextScitool
LLM context handler over an Open Knowledge Format bundle BM25 search via MCP, usage telemetry, and a health dashboard. No embeddings, no API key.
Multi Agent It Ops Desk
Governed multi-agent IT operations desk — LangGraph orchestration + 3 MCP servers (custom Directory & Access, Zapier, vectorless Policy KB RAG) with human-in-the-loop approval gat…
ExcelGRAG
Turn a spreadsheet into a queryable property graph: ask a workbook a question in words, ground the answer in specific cells. Reads XLSB with formulas. Rust, MCP.
Jmp Docs MCP
Local-first MCP server and chat app for the JMP 19.1 documentation. Ask in your own words, get the menu path and the steps. Runs fully offline via Ollama.
Studybuddy AI Agent
Study Buddy AI helps you organize your study schedule, summarize materials, and stay on top of your academic tasks.
Aec Outlook MCP
AEC-specialized Outlook MCP with Vision AI, RAG search & OCR
Fast MCP Tools Agent
Fast-MCP-Tools-Agent is a modular, extensible agent framework for Model Context Protocol (MCP) tools. It provides a fast foundation for building, testing, and deploying MCP-compat…
GenAI Boilerplate
Awesome Boilerplate for RAG | MCP | GraphRag
Yire
Yire (5ire fork) — Cross-platform desktop AI assistant and MCP client. Supports OpenAI, Anthropic, Google, Ollama with local knowledge base, RAG, and analytics.
Cb Chat
A module for a reproducible chatbot using NLP and MCP
Rag Pipeline Grounded LLM Genomics
LLM · RAG · MCP: a retrieval-augmented pipeline that answers questions over my ageing & exercise genomics research from papers and gene-level results, with cited, grounded answers…
NX Shield RAG
Public design handbook for building a trustworthy enterprise RAG system with hybrid retrieval, evidence ledgers, graph context, and MCP serving.
Theorex
🧠 3-lobe cognitive memory for AI agents — concept web with semantic decay, boot injection, closed learning loop. The reasoning core.
Super Kb
Local MCP knowledge base for Claude Code that turns .skb/ folders into searchable project context.
Writefence
Local admission control for AI agent memory writes
Supabase Latam
MCP server for Supabase + pgvector KB — multi-tenant (RLS), Spanish-first, LATAM SMB focus.
Claude Bedrock
Harnessing Claude on AWS Bedrock
MiSec
TrustOps Agent enterprise digital touchpoint trust operations and authorized security analysis platform
Lg Agent Class 2026
LG KAMP AI 에이전트 강의자료 — Gemini API · Agent Loop · RAG (keyword + vector) · LangChain / LangGraph (W1+W2)
Claude Chron
Local RAG search for Claude Code session history
Enterprise Rag Clinical Guidelines
Enterprise RAG assistant with ChromaDB, source-grounded citations, MCP retrieval tools, and retrieval evals over public CMS policy docs.
Prasad Portfolio
VP / Head of AI Engineering portfolio — 14 production AI demos, governance-first architecture. prasadkavuri.com
Rag Analytics Dashboard
RAG Pipeline Analytics & Knowledge Base Monitor | Embedding visualisation, retrieval quality heatmaps & MCP tracking | Plotly.js
Engramia
Reusable execution memory and evaluation infrastructure for AI agent frameworks — BUSL 1.1
GDPProject
Secure student planner with encrypted offline clients and a Firebase and Cloud Run RAG copilot using Vertex AI, Gemini, and MCP.
Sheaf AI
build your own sheaf of knowledge in AI-native era
Webfang
Modular web scraper with Clean Architecture — wreq TLS fingerprinting, RAG export, MCP server, TUI, AI semantic cleaning. 1,337 tests, Miri verified.
Rag MCP Agent
RAG agent over the Russian Civil Code: 1736 articles chunked into 2543 passages in ChromaDB, exposed to a LangGraph ReAct agent through an MCP tool server. Ships a 20-query evalua…
Lumen Copilot
Enterprise knowledge copilot — grounded RAG chat with citations, source connectors, custom assistants & tools with governance, MCP, per-tenant secrets vault, sandboxed code execut…
Template LLM Network Agent
Reference architecture: LangGraph agent + MCP tools + Nornir + RAG + guardrails for network operations
Spc2026
생성형AI 를 활용한 웹서비스 및 에이전틱AI 서비스 개발 과정 교육
Langgraph Document AI Platform
Production-oriented platform for document-centric AI agents on top of LangGraph. Build retrieval, indexing, authoring, and human-in-the-loop review flows with auditable task life…
Clinical Decision Support
Multi-agent clinical decision support POC — LangGraph debate, risk gates, HITL review (Python, Postgres, Chroma, Gradio, MCP) — synthetic data only