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.
Agentic Rag
Agentic RAG Chatbot with MCP is a multi-format document QA system built using an agent-based architecture with message passing through the Model Context Protocol (MCP). It enables…
Rag Agent
多模态 RAG 智能体：MCP 协议 + GraphRAG + Cross-Encoder 精排 + 多 Agent 编排 + RAGAS 评估
Garage61mcp
MCP server for Garage61
trakshan-mishra/Diffcontext
printing NULL RESULT when it doesn't fit. Zero runtime dependencies. `pip install "diffcontext[mcp]"`.
Omnex
Omnex is not a search tool. It is the memory substrate for the agentic era — the data layer that sits beneath AI agents, AI operating systems, and human-AI interaction. What exist…
Hitgate
Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness — extracted from a personal AI-assistant memory index and decoupled to run on any source…
Firstrade MCP Server
MCP server exposing a Firstrade brokerage account (positions, quotes, options chains/greeks, order placement) to an LLM host
Storage Protect MCP Server
This project offers MCP server built on the IBM Storage Protect Server CLIs and tools, enabling LLMs to interact with them.
Unreal MCP Skill
UE5.8 MCP Codely CLI skill: blueprint DSL lawbook (G1-G17/R1-R27), One-Click Connect, 67-toolset coverage, cross-platform (Win/macOS), battle-tested templates
Astragali
Alea iacta est— 100-card task deck · browser + MCP
Full Roadmap AI Enthusiast 2026
An interactive, dynamic, and privacy-first AI developer roadmap for 2026. From zero to building autonomous agents, MCP servers, and micro-SaaS. Built with Next.js, Tailwind v4, Py…
Model Routing Labs
multi-model routing and AI Gateway covering capability filtering, multi-stage strategy chains, instance complexity estimation, calibration, dynamic cascades, circuit breakers, Par…
Mem Forge
Self-evolving, evidence-based memory layer for coding agents and development teams.
Winze
An agentic AI memory system (mcp server) with semantic search and GUI search/edit tool for Markdown knowledge bases
Rag LLM Wiki Knowledge Base
Self-hosted RAG x LLM Wiki knowledge base framework: document parsing/chunking/vectorization, knowledge graph, hybrid retrieval (vector + graph), multi-tenant API-key isolation, s…
Skills MCP Sankhya Ajuda
Servidor MCP para as bases públicas do Sankhya ERP: help center (6.123 artigos) + comunidade (7.619 posts de Q&A). Busca híbrida (RRF pgvector + FTS PT-BR) e busca unificada cross…
Agentforge Graph
Turn any repo into a Code Knowledge Graph your coding agent can reason over — symbols, API routes, ORM models, architecture decisions & git history as a typed, provenance-tracked…
TheYgent
No-code, local-first studio for building and running production ready AI agents. Inference runs on your machine — llama.cpp, MLX, or vLLM — or any OpenAI-compatible API you regist…
Agent Infrastructure Landscape
AI agent memory & infrastructure landscape — comparative catalog of 912 systems × 68 columns covering memory layers, agent frameworks, runtimes, vector stores, knowledge graphs, M…
Nesift
Fast, local semantic search over web content for AI agents. Hybrid BM25 + potion-retrieval-32M embeddings, cross-page dedup, token-budget mode, MCP server, SearXNG bridge. ~90% fe…
Sentient AI
Open-source voice agent platform with visible reasoning. Build a roster of AI experts with their own retrieval, guardrails, rules and RAG sources - configured from the UI, with pe…
Tensory
Tensory — Claim-native MCP Memory Server. LLM claim extraction → Graph + Vector + SQLite. Zero-setup persistent memory for Claude, Cursor & any MCP client.
Dir2mcp
Turn any folder into an MCP knowledge server: local-first indexing, hybrid search, answers with span-level citations.
Annas Archive Create Skill
Convert methodology books from Anna's Archive into Claude Code skills using the Model Context Protocol.
Pinakes Rs
Self-hosted knowledge service for AI agents: an LLM-maintained wiki and a business graph, searched in milliseconds, far faster than RAG, with no LLM or database on the read path.…
Cursor History MCP
API service to search vectorized Cursor IDE chat history using LanceDB and Ollama
Axon
Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdrant, TEI embeddings, Chrome rendering, MCP/CLI/REST, and Gemini synthesis.
Chatty
Open-source, self-hostable Zendesk and Intercom alternative for AI customer support: chat widget, shared inbox, real-time voice, Multimodal RAG, and MCP.
Tusk
Agent memory you can code-review. Tusk indexes a folder of markdown into a typed, searchable graph your agents query over MCP. It stays plain files in git, and tusk doctor fails C…
Mnemo
On-prem, MCP-native memory for AI agents in regulated settings: every write lands in a SHA-256 hash-chained log an auditor can verify offline, without trusting the store or the ve…
Minio MCP Server
A Model Context Protocol (MCP) server that provides a bridge between MCP-compatible clients and MinIO object storage. This server exposes MinIO operations as MCP tools for seamles…
Awesome Laravel AI
Awesome Laravel AI — curated packages, tools, tutorials and examples for building AI agents and apps with Laravel
Agentic Rag
MCP Server for Agentic RAG applications
Arxiv MCP
FastMcp 3.2 server plus webapp for human/agentic arxiv and doi paper search, rag and store
Quantcouncil
QuantCouncil: A-share multi-agent research and paper-trading platform (LangGraph, MCP, RAG, FastAPI, React)
Garage61MCP
MCP server for Garage61
Knowledgebase MCP
A high-precision local knowledge base server (RAG) that implements the Model Context Protocol (MCP).
Markdown Notes MCP
A semantic search system for Markdown notes with Model Context Protocol (MCP) server integration. Build searchable embeddings indexes from your Markdown files and expose them via…
Rag With Chromadb
🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.
Smartlead MCP
MCP server for SmartLead.ai — 67 tools on Cloudflare Workers. Manage campaigns, leads, email accounts, analytics, webhooks, and more through Claude or any MCP client.
Personal Assistant
Personal assistant build for claude code. Use a memory system, google cli, and playwright mcp server.
Demeter
Assistant IA souverain multiplateforme intégrant Albert, les API compatibles OpenAI, le RAG avec Qdrant et les serveurs MCP.
Vectile
A desktop search engine for everything you write, read, and keep. Connect your Obsidian vault, projects, Calibre library, and code repos, then find anything with local hybrid sear…
Java AI Cookbook
Runnable, minimal LLM examples for Java - Spring AI & LangChain4j. RAG, agents, MCP servers, tool calling, structured output, evals. One folder = one command.
Bepinex MCP
Live Unity + BepInEx bridge for AI agents (MCP): Mono/IL2CPP plugins, dynamic Harmony patches, profiles. Pairs with gamecode-rag.
Rag With Chromadb
🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.
Agent Orchestrator
Local Agentic AI Framework using Model Context Protocol (MCP), LangGraph, and Ollama
Codebase Rag
Index any GitHub repo and search it via MCP server. Keyword + semantic + hybrid search over your codebase.
Meta MCP Server
A meta server for orchestrating and leveraging multiple MCP servers and tools based on user requests
Rag Server
High-performance RAG server in Rust with hybrid search (BM25 + vector), dual reranker support (BGE-Reranker-v2-M3 for Swedish, Mxbai-Reranker-Large-v2 for English), exact BPE toke…