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.
Note AI Assistant
An unofficial, local AI chat app for Obsidian — search and edit your notes by chatting. In-process RAG (embeddings + BM25 + RRF), powered by the Cerebras / Ollama Cloud APIs.
Awesome AI Toolkit
Curadoria opinativa de ferramentas de producao pra construir com IA: agentes, RAG, backend, chatbots, MCP e observabilidade.
Reed MCP
MCP server for reed: cited evidence from your private documents, without a byte leaving your machine
Apollo AntiPoison AntiHallucination Research MCP
A zero-cost FastMCP research server for AI agents featuring Dual-Pillar defense: 4-pass anti-poisoning / prompt-injection sanitization & anti-hallucination context budgeting over…
Governed Rag MCP
Fail-closed hybrid RAG over MCP with ACL, grounding, and measurable retrieval.
Enterprise AI And Intelligent Systems
Enterprise AI engineering covering local inference, Azure OpenAI, RAG, agents, MCP, evaluation, security, and cost control.
Tusks Vault
Local-first AI lore assistant for TTRPG campaigns — source-cited answers from your own documents, in Discord, Foundry VTT, or any MCP client.
Agent Code Intel
Local-first code intelligence for AI coding agents on macOS. One command wires semantic code search (GrepAI + Ollama + Qdrant) and a call-graph index (GitNexus) into Claude Code a…
Anydocs
MCP server for fast BM25 search across coding-agent docs (Claude Code, Codex, Cursor, opencode, xAI). ~500 tokens a search, runs locally, no API key.
AutoML For RAG Public
AutoML for RAG — recommends, builds and evaluates custom RAG sub-environments; MCP server + Gradio web UI.
Corvex
LLM agent orchestration for scientific workflows. Python 3.12, LiteLLM, BoTorch, ASE, Streamlit UI, MCP server and client.
Spring Harness
Full-stack AI Agent development framework based on Spring AI Alibaba (DashScope), featuring ReAct Agent, PSE collaboration, RAG knowledge base, long-running tasks, MCP integration…
N8n Nodes MCP Studio
Give AI agents persistent context in n8n. Turn docs, code repos, PDFs, specs, and other MCP servers into a live Model Context Protocol endpoint your workflows read before they act.
KenyaRe Hackathon
Autonomous AI pipeline that ingests emails, PDFs, and Excel datasets to detect insurance claim fraud. Uses vector similarity search, FAISS, and AI agents orchestrated via the Mode…
Local LLM Provider
This is a local LLM provider, include rag-mcp and agent features, can load HF/gguf/onnx model formats..
Gefira
An AI tool idea for bridging the gap between uni coursework and the real-world skills.
Treq
TREQ - MCP Tool Ranking, Retrieval, and Efficient Querying
SpringAi001
Spring AI 气象知识库 RAG — MCP 协议、n8n 工作流、REST API（DeepSeek）
Day10 Weather MCP
Weather Intelligence MCP Server - Production-ready weather tools for Claude Desktop. Part of 30-Day RAG & MCP Learning Journey
Pycontextify
A Python-based MCP server for semantic search over codebases, documents, and webpages with lightweight knowledge graph capabilities
Usage Augmented Retrieval
Usage-Augmented Retrieval
Rag Knowledge Assistant
RAG-powered document chatbot with MCP tools (FastAPI, LangChain, Chroma, OpenAI).
Cursor Memory Project
Persistent memory, retrieval, MCP server, logging, and QA framework for Cursor-based AI-assisted development workflows.
LLM AI Project
A large language model (LLM) is a type of artificial intelligence (AI) program that can recognize and generate text, among other tasks.
ChatBot RAG
Chatbot Development with LangGraph
AgenticLakehouse
An agentic application built using LangGraph designed to interact directly with your Databricks Workspace
Senate Rag
A Retrieval‑Augmented Generation stack for Romanian legislative documents.
Finassist
FastAPI app that applies the MCP and RAG concepts to fine-tune an LLM for Financial Assistance.
AroBot Agentic RAG Multi Modal Chatbot System
Agentic multimodal medical assistant (RAG) with prescription OCR, PDF/image analysis, FastAPI API + chat UI, Ollama local LLMs, and Pinecone vector search
Berlin Pulse Agent
Live Berlin public-transport data platform and the LLM agent that queries it: a hand-written tool-calling loop, an MCP server and client, a LangGraph rebuild, and hybrid pgvector…
ResearchForge
A modular AI research agent scaffold for retrieval, tool use, scientific writing, and workflow-driven automation.
Musu Crawl AI
Agent-native knowledge harvesting and local wiki building.
Marvin Whatsapp
WhatsApp channel for Marvin — knowledge-grounded AI assistant with MCP tool access, Milvus RAG, politeness system, and web search fallback.
Debriefer
Multi-source research orchestration engine. Queries 35+ sources with Wikipedia RSP reliability scoring, phased execution with early stopping, per-query cost control, and pluggable…
AI Agents Research
Field research and feature analysis for AI coding agents — sandboxing, orchestration, plugins, community tooling, SDLC patterns.
Graphrag Rs
GraphRAG: Turn any folder of documents into a knowledge graph, then query it from Claude, Cursor, or any MCP-compatible AI assistant. Powered by Samyama.
LLM Memory
Persistent, cross-model memory for LLM assistants — MCP server in .NET 10 over Postgres + pgvector + Apache AGE. Hybrid retrieval (vector + BM25 + graph PPR + LLM rerank), bi-temp…
Openclaw Brain
Engineering knowledge-graph + memory served over MCP — ingests semiconductor PDFs into a typed, grounded, citable Neo4j graph for an AI circuit-design mentor.
Claude Agent SDK Cookbook
基于 Claude Agent SDK (Python) 的写作智能体实战 —— FastAPI + Vue3 + WebSocket 流式 + 自定义 MCP 工具 + RAG 向量检索 + 多子 Agent 编排
Ontological GraphRAG Recommender
a knowledge-graph and RAG system that extracts requirements into neo4j, queryable through an ollama and MCP chat client with RL tuned retrieval strategies.
AI Deployment Project
LLM application engineering projects: RAG, LangGraph Agents, MCP, evaluation, FastAPI, Redis, and deployment.
Deepindex
Local-first semantic code search + MCP tools for Claude Code. No cloud, no cost, runs on your machine.
ENTERPRISE AI AGENT EVALUATION PLATFORM
MCP-style AI agent evaluation platform for RAG workflows with quality gates, canary validation, regression reports, and OpenTelemetry-compatible traces.
Klarova
The trust layer between AI agents and your company's data — correct, cited, access-scoped answers, served to any agent over MCP.
Qa Plateforme
Framework QA avec agents IA — Playwright BDD · pytest-bdd API · Groq · Jira · Allure · RAG · MCP · CI/CD | Senior QA Automation Engineer Freelance Paris
Flyloft
Curated, graph-aware retrieval substrate for human-AI teams — RAG + reranker + curation surface. The casebook to kos's promptbook.
Spidey
Production-oriented autonomous coding agent: multi-agent workflows, sandboxed execution, code intelligence, and human approval gates.
Telegram To Notion
Telegram bot that saves articles to a Notion knowledge base via MCP, with AI summarization and vector search Q&A.
Graph Engineering Course
Hands-on course in agentic graph engineering: temporal knowledge-graph memory for AI agents, driven with Hermes Agent and GitHub Copilot CLI
Evelynn Lite
Watch an agent's memory being built, recalled and forgotten. One page, your own local model, and every memory shows where it came from.