MCP servers tagged rag
5.0K 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.
Hallouminate
A per-repo markdown wiki your coding agent writes and searches — persistent memory for Claude Code and any MCP harness, stored as plain markdown
Vault Kb
Local MCP server that makes opt-in Obsidian notes searchable by AI tools. FTS5 + semantic + link graph, runs entirely on your machine.
Pdf Rag MCP
PDF-based RAG + MCP system using ChromaDB, DeepSeek and LangChain
Multimodal Embedding MCP Server
Build a Local Multi-Modal AI Agent Memory Server Using Gemini Embeddings 2026
Docs MCP Vara
A small initial MCP server to help search Vara Network documentation
Raglike.md
A high-performance, local semantic search engine for Markdown documentation. Built with Bun, PGlite (pgvector), External Postgres Support, and Xenova Transformers.
Vlfs Local
A local, lightweight Model Context Protocol (MCP) server implementing the OpenViking standard. Turns any workspace into an intelligent, semantic virtual filesystem (VLFS) for LLM…
Org AI Force
Enterprise Angular 21 AI agent workspace with NestJS orchestrator, RAG, MCP tools, SSE streaming, Playwright workers, admin console, and internal pilot workflows.
AI Hwp Reader
AI가 HWP·HWPX를 직접 읽게 하는 스킬. SKILL.md와 한글 문서를 챗봇에 함께 첨부하면 끝. 병합 표·2·3단 헤더·표 안의 표·숨은 메모·변경추적까지 보존. 의존성 0, 읽기 전용.
Unified AI Memory
Offline-first AI memory for coding agents — one Markdown brain on your machine, shared via a local MCP server, with ONNX semantic search, RAG chat and a human-brain memory lifecyc…
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