MCP servers tagged rag
4.9K 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.
Alexandria
Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.
Code Rag MCP
로컬 임베딩 기반 코드 검색 MCP 플러그인 — Claude Code에서 자연어로 Android/iOS 코드베이스를 검색합니다
Abs
Self-hosted AI orchestrator — 100+ MCP tools, 6-provider cascade, RAG hybrid. Automate the chaos on your own server. An Automatia BCN product.
SampleMcpServer
Sample Mcp Server
GROQ
This project implements a suite of AI tools built on the Machine Communication Protocol (MCP) framework. Each tool leverages large language models through a client-server architec…
DocuMind
Production-grade multi-agent RAG system with a self-correcting LangGraph supervisor (Researcher, Synthesizer, Critic), agentic tool calling, hybrid search, and an MCP server. Buil…
Mosaic
An extensible multi-agent LLM platform powered by LangGraph, FastAPI, and Next.js. Mosaic dynamically registers MCP (Model Context Protocol) servers on a per-user basis, providing…
Langgraph Multi Agent
🤖 Production-grade Multi-Agent AI Chatbot — LangGraph + RAG + Web Search + Python Execution via MCP | Built with LangChain, Pinecone & FastMCP
Project Memory MCP
Project memory MCP server for Claude desktop
ASA MCP
Apple Search Ads MCP
Context Graph
MCP Server that helps coding agents understand repository dependencies
Grasp
Passive, local, zero-API memory for AI coding agents — captures Claude Code transcripts, embeds them on-device, and shows them as a 3D memory graph. Rust + Tauri.
Mnemos MCP
Self hosted MCP knowledge server. Turn docs into searchable context with multi collection isolation, deterministic ingestion, and local vector search via Ollama + pgvector. 100% p…
AI Books MCP Server
🧠 Extend LLM context windows up to 60× with perfect data integrity using gravitational memory compression for fast, universal compatibility.
Agent Starter Kit
A complete starter kit for building custom AI agents using the Model Context Protocol (MCP). Includes a minimal MCP server, OpenAI integration, and sample tools to help developers…
Mainframe MCP
MCP plugin giving Claude Code safe TN3270 access to IBM z/OS mainframes read screens, browse datasets, edit code with three-tier autonomy (auto/confirm/suggest), submit jobs, fetc…
Tool Search MCP
Claude Code plugin: 85% token reduction via on-demand tool discovery using Anthropic's Tool Search Pattern
Agentic AI Learning Roadmap
Local-first hands-on roadmap for learning Agentic AI, RAG, MCP, multi-agent systems, and production AI apps.
About Me
A Model Context Protocol (MCP) server exposing my professional profile, skills, projects, and resume.
Scout MCP
Stellar Scout MCP server — agentic ecosystem research for Stellar builders. Reach Claude.ai, ChatGPT, Cursor, Gemini, and any MCP client.
Cortexmem
An open-source MCP (Model Context Protocol) server that gives AI coding agents persistent memory across sessions.
Mirage
An AI-native 3D renderer + lightweight physics simulator, driven by coding agents (MCP), for robotics and synthetic-data generation.
Skill Graph
An MCP server for building, validating, and traversing **graph-structured agent skill systems** — networks of composable Markdown files connected through wikilinks.
Ragflow MCP Server
A mcp server to retrieve documents from ragflow
Pcloud
Secure MCP server for pCloud cloud storage
Memory Harness
Local-first, programmable and auditable long-term memory workspace for people and AI agents.
AgenticRag
AgenticRAG MCP Server
Finance Tracker
A web dashboard for analyzing personal bank statements — upload PDF or Excel files, categorize transactions, and explore interactive charts. Optionally integrates with Claude De…
Rag Kb
Local-first, offline-capable Agent memory & knowledge service. REST + MCP dual-protocol, hybrid retrieval (vector + BM25/RRF), document/webpage RAG. No LLM required for storage &…
RAG With MCP
Practical example of integrating an MCP server with a RAG system
Edupage MCP
EduPage MCP server
Hybrid Rag
MCP server exposing hybrid RAG (BM25 + dense + RRF + reranking) over SEC filings — with FastAPI backend, Next.js frontend, and 22-query evaluation.
ERP AI Agent
Open-source enterprise AI agent: LLM tool-calling engine, permissions, RAG and a Python analytics engine, with a working ERPNext connector. Architecture guide: noviz.in/how-to-bui…
Obs Studio MCP
MCP server for controlling OBS Studio over obs-websocket v5: scenes, sources, audio, streaming, recording, overlays, stats
fish827-08/rag-kb
2.0.
Backend
Replit for MCP servers
AI Automation
To Automate Everything Effortlessly.....
Memnos
Persistent memory for AI coding agents — MCP server, REST API & Python SDK. Works with Claude Code, Cursor, Windsurf and any LLM agent.
Librarian CLI
📚 Any ebook → clean token-counted Markdown chapters. Let Claude read your bookshelf over MCP — and catch it misquoting your books. Deterministic RAG: no embeddings, no network, no…
Inkwell Memory
MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image.
AI Projects
AI/ML engineering portfolio covering agentic AI, multi-agent orchestration, RAG, AI safety, knowledge graphs, document intelligence, voice AI and classical NLP/ML.
Botforge
A modular AI-powered service for querying semantically indexed documents using OpenAI's GPT models and Upstash Vector database. Built with FastAPI, SentenceTransformers, and async…
Adept Agentic
ADEPT: Agentic Discovery and Exploration Platform for Tools — A three-tier secure framework for multi-agent scientific workflows with 28+ MCP tools, 10 client interfaces, and decl…
Context Bridge
Agentic Search using multiple enterprise nature data sources
Socartes
Independent Socartes project with multi-agent orchestration, RAG, MCP tool use, and self-correction.
Openclaw Polymath
OpenClaw integration for Polymath visual memory through mneme-mcp
V8 Agent Os
The epoch-making Agent Runtime OS. Features Zero-Trust firewalls, Omni-Memory Graph, dynamic MCP/Skills pre-filtering.
Unity AI Project Brain
Open-source AI context engine for Unity projects: GitNexus code graph, Unity GUID/fileID scene and prefab graph, Roslyn symbols, runtime evidence, and read-only MCP/Context API fo…
Garden Flow
Local-first AI workspace that turns research into content — collect, organize, ideate, write, generate media and automate.
Local Hybrid Intelligence System With Dual Index Memory And Stateful Virtual Machine Integration
Reference implementation for the Part II architecture paper (Zenodo 10.5281/zenodo.20374393) — dual-index FAISS memory, 42-opcode quaternionic VM, 5-phase retrieval, 36 tools, MCP…