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.
Project Horizon Public
Project Horizon Public Repo
Langchain Course Modified
An 8-stage architectural benchmark exploring enterprise agentic AI patterns—from schema-enforced tool execution and local/cloud LCEL runtimes to stateful LangGraph loops, self-cor…
Agent Orchestration Core
Self-hostable, multi-tenant orchestration engine for AI agents. Every run is pinned to the exact versioned definitions and policies that governed it.
Datalake MCP
Production-ready MCP server for AWS Data Lakes - Query S3, Glue, Athena with natural language
Grounded
Trust-first answer layer for high-trust sales: cite the source or refuse, never confidently wrong. Grounded retrieval, a local private call earpiece (Whisper, zero egress), and an…
Spring Boot AI
🍀 🤖 Spring Boot AI - Evaluation Testing
BioRAG AI Agent
An Intelligent Biomedical Semantic-Retrieval System
Zephyr
uZephyr is a local-first AI sidekick with a primary React control room backed by a FastAPI bridge over the shared Python runtime. The browser UI is the default interface now; the…
Test101
A web application that extracts text from PDF files, processes it using OpenAI's GPT-4o model to identify structured information, and displays the results in a tabulated format wi…
Hugging Face AI Learning Portfolio
A documentation-first portfolio of my completed Hugging Face learning journey across Agents, LLM, and MCP, featuring practical implementations, certificates, notes, and production…
Hr Benefits Assist
HR Benefits RAG & agentic chatbot — FastAPI, retrieval-augmented generation, guardrails, and role-based routing.
Folderchat
folderchat is a RAG tool to chat with your folders which you checked on the tree. Just Check'n Chat!
Ticket Rag
Hybrid MCP + RAG system for querying and summarizing GitHub issues using local LLMs, vector search, and semantic routing via Ollama. Capability Highlight: Demonstrates hybrid AI…
Smartpay Ap
Agentic AI platform for AP invoice reconciliation — LangGraph, RAG, Random Forest, Azure + AWS
Tuttikit
自己跑、自己改、自己说了算的简易多 Agent 框架 · Conductor + Sub-agents · Skills + MCP · 多设备同步
Zetta
Persistent memory for AI agents — LangChain, CrewAI, OpenAI Agents, MCP. Hybrid BM25+semantic search, Rust core, zero config.
Repo Aware Code Rag
AST-aware hybrid RAG over codebases with file:line citations — FastAPI + MCP. Public demo of a private live system.
Imkausarbd
AI Automation Engineer building AI agents, n8n workflows, RAG chatbots, and MCP integrations using Claude AI and ChatGPT. Helping businesses automate repetitive tasks with smart,…
Document MCP Server
A FastMCP-based document server that exposes files as MCP resources and tools for AI-powered document retrieval and search.
Pathfinder Rag
Scraper, hybrid BM25/vector retrieval, MCP server, and a multi-hop agent client over the Pathfinder 1e ruleset. Measured end to end.
Watsonx Rag MCP Server
Building a Watsonx.ai Chatbot RAG Server with MCP compatible with Claude Desktop.
Spurs Blog MCP Server
An MCP server for Pounding The Rock blog, that provides comprehensive coverage of the San Antonio Spurs.
Rag Search Server
A custom MCP server with RAG capabilities and multiple search providers (Gemini 2.0 and Linkup)
Postman Weaviate MCP Server
Weaviate MCP Server
Sqlite MCP Server Enhanced Filterable
SQLite MCP server with AI-native features, Vector Search, foreign key enforcement, Enhanced Virtual Tables, Advanced PRAGMA operations, Intelligent MCP Resources, FTS5 search, JSO…
Git Server
Kotlin Multiplatform Git MCP Server
Fanar MCP Server
A Model Context Protocol (MCP) server for Fanar API tools: Islamic RAG, image generation, and translation. Publishable as an npm package and usable as a CLI tool or MCP server.
Dragonfly MCP Server
Dragonfly MCP Server — multi-tool FastAPI server with auto-discovery, control panel, safe JSON, and tools like call_llm, http_fetch, sqlite_db, pdf, git, etc.
Kbsearch
MCP server for semantic knowledge base search using LlamaIndex embeddings. Auto-ingests from S3, vector search with configurable chunking.
Custom MCP Server With RAG LangGraph Agent
A complete **Model Context Protocol (MCP)** implementation that exposes a RAG (Retrieval-Augmented Generation) system, web search, calculator, weather, and file I/O tools through…
Qdrant Retrieve
MCP server for semantic search with Qdrant vector database
McpComplianceServer
MCP Streamable HTTP compliance server for institutional onboarding RAG demo
Ragmir MCP Server
Universal MCP server for Ragmir — manage projects, upload files, ingest, and search via HTTP
Az AIAgentSvc MCP
An AI Assistant built using Azure AI Agent Service that helps users use Bing to get the latest on different topics and integrate with an MCP Server to store and catalog this infor…
Ragflow MCP
A comprehensive MCP server for RAGFlow - semantic retrieval and knowledge base management
Mistmind
Code Mode MCP Server for Juniper Mist API — 2 tools, Deno sandbox, full API coverage
Gemini MCP CLI
This is a simple command-line interface (CLI) chat application powered by Google's Gemini model (specifically `gemini-2.0-flash-001` by default). It acts as an MCP (Model Context…
BookMCPServer
A Book MCP Server for RAG with local text files.
Neo4j Graphrag
A unified Neo4j MCP server for GraphRAG: vector search, fulltext search, and search-augmented Cypher queries
Deeinfra
This is an unofficial Model Context Protocol (MCP) server that provides various AI capabilities using the DeepInfra OpenAI-compatible API, including image generation, text process…
Rook Ceph MCP
MCP server for Rook Ceph storage operations
Cdc MCP
MCP server for CDC disease surveillance and public health data
Qdrant Custom
mcp server for qdrant with custom embedding model setting
Incident Analysis
Multi-agent LangGraph + Claude pipeline: ops logs → classified incidents, RAG-grounded remediations, JIRA tickets. Dashboard, MCP server, Python API.
Stonex MCP
MCP server for StoneX brokerage
Symfony Review MCP
A RAG-powered MCP server that reviews your Symfony code the way 20 years of core-team reviews would
Gfm MCP
MCP server exposing Geospatial Foundation Model inference to LLM agents — building extraction, landcover/water segmentation, change detection, GFM embeddings. CPU-capable, 16 tool…
Super Plumber
Super Plumber — workflow topology manager: CLI + MCP server + Web UI, pure YAML file storage
Osqf Archive
18 years of osQF / R-in-finance talks, searchable and chattable: local-LLM pipeline, PixelRAG, decision matrix, MCP server
DocuFlow AI
DocuFlow AI — Production-grade AI video pipeline backend: FastAPI multi-tenant API, Celery workers, 20-stage workflow engine with human-approval gates, provider-agnostic LLM/credi…