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.
Agentrag
Multi-Source Agentic RAG with MCP — LangGraph ReAct + DeepSeek + Qdrant + FastMCP + FastAPI + Streamlit
Cloud Agent
A multi-agent cloud service assistant with FastAPI, Vue, MCP, Milvus, Neo4j, Redis, and local Qwen/vLLM support.
Cross Border Ecommerce Agent
跨境电商智能运营辅助 Agent，基于 RAG + Agent + FastAPI + FastMCP 的后端 MVP
Agent Starter Kit
Production-grade FastMCP server, RAG checklist, and prompt engineering guardrails for AI engineers.
IncidentIQ
Agentic incident investigation using MCP, RAG, and operational data to generate evidence-backed root-cause analysis.
Forge
A practical MCP playground for building and testing custom servers, clients, tools, FastMCP implementations, local file access, APIs, databases, RAG, and AI-powered workflows.
Study Buddy
MCP Study Buddy — RAG-Based AI Study Assistant: Built a document-grounded AI study assistant using Python, LangChain, MCP, ChromaDB, and LLMs,
Enterprise Agentic Rag
Production-grade Corrective & Self-Reflective Agentic RAG Backend powered by FastAPI, LangGraph, PostgreSQL (pgvector), Hybrid Search (RRF), Celery, Redis, and FastMCP.
Obsidian Knowledge MCP
Local Obsidian vault indexing and MCP search with Qdrant
AI Research Assistant
A production-grade multi-agent AI system that autonomously researches any topic, retrieves academic papers, and generates comprehensive structured reports — powered by LangGraph,…
Pdf MCP
FastMCP PDF intelligence: extract, manipulate, annotate, convert, validate, and LanceDB RAG — with a React PDF.js workbench.
Confluence Rag MCP
RAG-based Confluence search for AI agents
Synapse Framework
Modular Multi-MCP & Hybrid RAG AI framework for local & frontier models. Connect Python tools, query knowledge graphs, and inspect agent traces with a build-in inspector.
Agent Nexus
A lightweight, containerized multi-agent platform featuring an intelligent Router Agent, pre-built & dynamic sub-agents, FastMCP tool integrations, ONNX-powered vector RAG, and Po…
Agent Lab
Eight small LangGraph exercises: HITL approval, RAG with checked citations, structured output, durable runs, supervisor, MCP, evals, FastAPI + SSE. Offline tests.
Qdrant Full MCP
MCP server for Qdrant: manage Qdrant Cloud (clusters, backups, keys) and your data (collections, hybrid search, text memory) from Claude Code, Codex, Cursor or any MCP client.
Docs2mcp
Turn local documentation into a remote, read-only MCP server for AskMesh, Claude, Codex, and any compatible AI agent.
Nora AI Knowledge Agent Harness Public
Nora Intelligence System — self-hosted knowledge assistant with MCP retrieval (BGE/Qdrant), PostgreSQL conversations, and manual versioned ingestion. Public source snapshot.
Alexandria
Open-source MCP server and local-first vector db for compiling offline research libraries. Enables advance frontends (Claude, Goose, ChatGPT) to discover and ingest technical data…
Codebase MCP
Production-grade MCP server for semantic code search with PostgreSQL and pgvector
Knowledge
An MCP server for storing and retrieving information via vector embeddings
Obsidian Semantic Search
Semantic search for Obsidian vaults using AWS Bedrock embeddings and LanceDB. Search via Claude MCP, sync via minimal Obsidian plugin.
Hybrid Rag MCP Server
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
Minio MCP Server
Standalone MCP server for self-hosted MinIO — full S3-compatible object storage control via the Model Context Protocol
Echo
Local AI orchestrator for MCP - manages Ollama models for semantic search, embeddings, retrospection, pattern learning, and URL summarization. Model-agnostic by design; you choose…
Mindmap
Postgres DB with MCP for long term LLM context storage
Bridge
stdio-to-HTTP bridge connecting MCP clients to a running dayGLANCE instance
AI Research Assistant
AI-powered research assistant using RAG, LangGraph multi-agent pipeline, and a custom MCP tool server.
Agent Memory MCP
Persistent per-user memory engine on Intel Optane & standard storage for AI agents (MCP + Antigravity Skill)
Kb
A fetch-once knowledge base for AI agents. Check before fetching, save after fetching, never re-fetch or fabricate. Local SQLite FTS5 search for English and CJK.
SimpleAI
Personal AI agent: Telegram bot + MCP server + RAG + budget tracker. Built with Go, PostgreSQL, pgvector.
Content Saver MCP Server
AI-Native Knowledge Management Platform -A minimal, local storage MCP server with a Next.js Web UI that allows AI assistants (ChatGPT, Claude, Cursor) and humans to capture notes…
Cursor Plugin
Cursor IDE plugin for InsForge Backend-as-a-Service. MCP server and agent skills for databases, auth, storage, AI, and serverless functions.
Agent Memory
Universal MCP memory layer for AI coding agents (OpenCode, Claude Code, Cursor, Kilo Code). Self-hosted with Mem0 + Qdrant. Seed rules once, all agents remember.
Codebase Index
AST-aware codebase indexing with semantic search via MCP. Local Ollama embeddings, LanceDB storage, zero-config.
Memento
Autonomous Nervous System for AI agents: local memory graph (SQLite+RRF), Active Coercion, goal alignment via MCP, and CLI capture.
Rag MCP
MCP server exposing RAG tools backed by Ollama embeddings and ChromaDB
Forja
Forja — companion do Claude Code: agents (Jira, repos, commit/PR, relatórios, slides, RAG) orquestrados e expostos via MCP.
DocsRay
Lightweight PDF Q&A tool powered by RAG (Retrieval-Augmented Generation) with MCP (Model Context Protocol) Support.
Django Firebase MCP
A production-ready Django app implementing Firebase Model Context Protocol (MCP) server with 14 Firebase tools for AI agents. Features standalone agent, HTTP/stdio transport, Lang…
Demo
This demonstration project shows how to implement a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities. The demo allows AI models to intera…
Contexto
Contexto is a no-code, drag-and-drop platform that lets anyone spin up, configure, and deploy Model Context Protocol (MCP) servers—ingesting documents, chunking & embedding conten…
Memory MCP
Persistent semantic memory and knowledge graph server for AI assistants via MCP (Model Context Protocol). Built with PostgreSQL + pgvector.
Web Search
A Model Context Protocol (MCP) server provides web search capabilities leveraging the Tavily API to fetch and return web search results.
Agentic Rag Chatbot
An Agentic RAG Chatbot with Model Context Protocol (MCP) integration. This project will use OpenAI SDK for embeddings and LLM, with Streamlit for the frontend.
Model Context Protocol Project
Python simulation of Model Context Protocol (MCP) with two collaborating agents — SummariserAgent and ChartAgent — using a shared context to perform text summarization and word fr…
Rag Chatbot
An agent-based RAG chatbot that answers questions from PDF, DOCX, PPTX, CSV, TXT, and MD files — powered by custom agents, vector search, and LLMs using the Model Context Protocol…
Learning Path
An intelligent curriculum generator that uses a Model Context Protocol (MCP) to turn a single prompt into a structured learning plan. It leverages an LLM to process YouTube conten…
SentinelMCP
SentinelMCP is a production‑minded system for Retrieval‑Augmented Generation (RAG) with multi‑agent orchestration and Model Context Protocol (MCP) integration. It exposes institut…
Agentic Rag MCP Chatbot
An agentic Retrieval-Augmented Generation (RAG) chatbot that answers user questions over diverse document formats (PDF, PPTX, CSV, DOCX, TXT/Markdown). Agents communicate via a Mo…