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.
DocMind
轻量向量知识库工具 — 本地 ONNX 嵌入 + sqlite-vec 混合检索 + MCP 工具接口 + RAG 对话
AgenticRAG
Agentic RAG using LangGraph and GROQ LLM with MCP
Local Rag
Local MCP server for RAG over PDFs, DOCX, and plaintext files
Agentic Rag Chatbot
Agent-based RAG chatbot with Model Context Protocol for multi-format document QA
Agentic RAG Chatbot
A sophisticated agent-based Retrieval-Augmented Generation (RAG) chatbot that uses Model Context Protocol (MCP) for communication between agents. This system supports multiple doc…
Agentic Rag
A production-ready, decoupled Agentic RAG architecture powered by the Model Context Protocol (MCP), LangGraph, and FastAPI.
Local RAG MCP
This is my attempt at creating a local RAG mcp server to chat with local docx, xlsx files.
Open Brain
Postgres+pgvector memory system with MCP server for AI assistants
Komodo MCP
MCP server for Komodo — 293 tools for full API coverage
RAG With MCP
Practical example of integrating an MCP server with a RAG system
Confluence Mermaid Publisher MCP
Markdown to Confluence publishing MCP server with svg or drawio embedding options
Code Intel
Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal and ~45 other languages
io.github.felixgeelhaar/coverctl
Go code coverage analysis tool with MCP server for AI-powered coverage workflows
io.github.outris-dev-user/outris-identity-mcp
Identity resolution MCP server for phone/email lookups across 31+ services. Global + India coverage.
Templonix Lite
Local AI agent infrastructure with FAISS-based vector memory, document ingestion, workflow templates, and integrations with Gmail, Google Calendar, Eraser.io, and Jina.
DurableTask.Mcp
A Model Context Protocol (MCP) server for debugging, monitoring, and troubleshooting Durable Task Framework (DTFx) orchestrations stored in Azure Storage. Provides tools for task…
QdrantSkillsMCP
MCP server for semantic skill search and retrieval using Qdrant. Provides vector-based skill storage, semantic search, and multi-agent setup via CLI and MCP tools.
Danbooru Tags
Extract tags from any Danbooru post and explore categories at a glance. Analyze character-specific tag frequencies to surface top traits and clothing patterns. Look up tag and cha…
Rag Demo
simple rag with fastMCP, azure ai search, azure openai
Test Coach
This project implements an AI-powered testing and code-fixing server using FastMCP and OpenAI. It provides tools to generate tests, run them under coverage, and suggest code fixes.
WebSearchMCPServer
Simple, MCP server for web search in local LLMs usage.
With Semantic Kernel
Building Semantic Kernel Agents with Model Context Protocol (MCP) Plugins in Python
Synaptic.NET
Synaptic.NET is a fully .NET-based solution to provide an ASP.NET server with MCP, RESTful API functionalities, a Blazor web interface, a RAG base via Qdrant and OpenAI API commun…
Nachos Embeddings
Local, privacy-first vector embeddings and semantic search using Transformers.js
:GT Protocol MCP Server
Connects MCP-compatible AI agents to GT Protocol trading accounts, enabling natural language control of automated trading bots, strategy backtesting, deal execution, and balance m…
Exa Web Search Server
Enable AI assistants to perform real-time web searches, academic paper searches, Twitter/X.com queries, and company research using Exa's powerful search API. Access structured sea…
Prem AI MCP Server
Integrate seamlessly with Prem AI's powerful features for chat completions and document management. Enhance your AI assistants with Retrieval-Augmented Generation capabilities and…
hi-gcloud
Streamline GCP operations with quick access to logs, Cloud Run status, Cloud SQL (read-only), Storage, secrets, services, auth, and billing. Accelerate deployment debugging and co…
Lorem Ipsum Generator API
Generate placeholder text — paragraphs, sentences, words. x402 micropayment.
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…
Local Rag System
Local RAG System for DevOps/SRE - Complete Documentation
Urantia Papers
A free, open MCP server for **The Urantia Papers** — 197 papers, 1,626 sections, 14,500+ paragraphs, 4,400+ entities. No authentication required. ## Tools (13) - `search` / `sem…
Oilgas Rag MCP
MCP server for semantic search over oil & gas documentation. Python + FastMCP + Qdrant.
mcp-rn-devtools
This MCP server enables real-time debugging and inspection of running React Native apps, providing access to console logs, errors, network requests, navigation state, storage, and…
atmospore/atmospore-mcp
species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free…
AIweather-Anurag/ottasia-mcp-server
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mail-cal-drive-mcp
A self-hosted MCP server for managing email, calendar, and cloud storage across Microsoft 365, Google Workspace, and IMAP accounts, enabling natural language interaction through a…
Project Memory MCP
Project memory MCP server for Claude desktop
Astraea
Multi-jurisdiction RAG framework
Banco Bmg MCP
Connect your Banco Bmg account to AI via Brazil's Open Finance: balances, statements, cards, investm
Rbrain
Rust port of gbrain — single-binary personal AI knowledge base: SQLite + tantivy BM25 + usearch HNSW + CJK morphological tokenization + MCP server
Qms
QMS MCP Server — quality management (suppliers, batches & QC release, inspections, NCR, CAPA, complaints, HACCP) for food & beverage and manufacturing agents
Context Graph
MCP Server that helps coding agents understand repository dependencies
Cleanor
Zero-auth image optimize/convert + cited storage, image-format & QR data for AI builders.
io.github.klarlabs-studio/coverctl
Go code coverage analysis tool with MCP server for AI-powered coverage workflows
RagKit.Mcp
Cliente MCP (Model Context Protocol) por stdio para RagKit: conecta servidores MCP externos y registra sus herramientas en el bucle de agente. Cliente JSON-RPC propio, sin SDK.
Groundwork
An agent that answers questions about AI engineering from a knowledge base about AI engineering, so every answer is also a worked example of the retrieval that produced it. LangGr…
Container Tracking MCP
DCSA container tracking across 228 ocean carriers: live vessel positions, ETAs, demurrage alerts.
WinDirStat MCP Server
Enables real-time Windows storage analysis, deep folder scanning, safety tiering, and protected cleanup operations through natural language.
Markdown RAG MCP Dotnet
A Model Context Protocol (MCP) server that provides a local-first RAG engine for your markdown documents