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.
Qa Intelligence MCP
AI-powered MCP server for Playwright test triage, defect correlation, and RAG-based historical defect similarity search
Agentic Bug Hunter Rag MCP
FastMCP server with llama-index RAG (BGE embeddings, PDF corpus) + labeled firmware bug dataset for agentic bug hunting.
AI Software Engineering Assistant
AI Software Engineering Assistant powered by FastMCP, LangChain, ChromaDB, Gemini, and Streamlit for RAG codebase search and architecture analysis.
Multi Agent Financial Risk Intelligence Platform
AI-powered Multi-Agent Financial Risk Intelligence Platform leveraging MCP, Streamlit, and real-time financial data for portfolio analytics, risk assessment, sentiment analysis, a…
AI Clinical Assistant
An enterprise-grade, privacy-first AI clinical assistant featuring verifiable RAG, exact SHAP explainability, and secure LLM tool-calling via FastMCP and MLflow.
Smart AI Assistant
utonomous AI Assistant built with LangGraph, local RAG (Chroma + FastEmbed), Model Context Protocol (MCP) tools, and Streamlit UI
AI Smart Router Agent
AI Smart Router Agent using LangGraph, Model Context Protocol (MCP), Retrieval-Augmented Generation (RAG), Google Gemini, and ChromaDB.
Applied AI Engineering
A comprehensive portfolio of Applied AI Engineering, featuring autonomous agents, semantic RAG pipelines, and custom Model Context Protocol (MCP) integrations.
Enterprise Employee Knowledge Assistant
AI-powered Employee Knowledge Assistant using MCP, FastAPI, PostgreSQL, and Claude Desktop.
Portfolio MCP Server
RAG-based MCP server (Spring AI + PGVector + Gemini) answering questions about my portfolio, deployed to Hugging Face Spaces
Project Agentic AI SMA M6
Plataforma diseñada para la gestión clínica, triaje automatizado y consulta de historias clínicas mediante Inteligencia Artificial, RAG, Multimodel y MCP
Financial Fraud Detection Risk Analytics
Production-grade financial fraud detection platform leveraging PyTorch deep autoencoders for unsupervised anomaly detection, XGBoost, RAG threat pattern matching, FastMCP agent to…
Retail Customer Intelligence Sales Forecasting
Production-grade retail intelligence & sales forecasting platform integrating PyTorch neural regression, LightGBM/XGBoost, RAG-driven persona campaign matching, FastMCP agentic to…
LRDISCO2 RAG MCP
MCP server for Retrieval-Augemented-Generation of Land Rover Discovery 2 maintenance information
Sheltergrid Backend
Agentic backend for coordinating Toronto shelter capacity — pgvector tool routing, a 31-tool FastMCP server, and an A2A mesh of Nemotron-3 Nano agents. NVIDIA Spark Hackathon 2026.
Pixelrag MCP Server
PixelRAG MCP Server for visual RAG indexing and retrieval using FastMCP SSE
Enterprise Healthcare Analytics Platform
Production-grade healthcare risk analytics platform integrating PyTorch neural networks, XGBoost, clinical protocol RAG search, FastMCP agentic tools, and FastAPI.
Plotly MCP
Plotly MCP Server — Turns raw data (dicts, rows, or JSON) into interactive charts. 11 chart types (scatter, line, bar, histogram, box, violin, pie, heatmap, area, density heatmap,…
Retail AI Platform
An enterprise-ready, state-of-the-art Multi-Agent Retail Copilot Platform built with LangGraph, FastMCP (Model Context Protocol), Hybrid RAG, Text-to-SQL Analytics, Human-in-the-L…
Ops Pilot AI
Enterprise AI Operations Control Tower leveraging governed multi-agent orchestration, Gemini, MCP, and explainable AI for secure marketing campaign execution.
AI Agent Architect Portfolio
Production AI agent systems built across an 8-layer curriculum covering LangGraph, MCP, RAG, Langfuse, and the Anthropic API
Rag Starter
Keyless local RAG (ChromaDB) with traceable citations — MCP + FastAPI
Obsidian RAG
RAG system for Obsidian vaults with semantic search and MCP integration
Novel Weaver
A data backend for novel writing — provides structured storage & retrieval via MCP, so AI remembers everything you've written.
Qdrant Docs
An MCP server that scrapes websites, indexes content into Qdrant, and provides a query tool.
Claude MCP Ah
Using MCP with Claude to leverage local files to gain insights into experience and open role alignment
Qdrant MCP Local
ローカル環境でQdrantとMCP-server-qdrantを立ち上げるためのDocker Compose設定
Memory System MCP
This fork extends the original memory-mcp with production-ready enhancements focused on developer experience, observability, and protocol compliance. Knowledge graph memory system…
Tts Mlx Audio
An TTS MCP server for MacOS leveraging MLX and mlx-audio
Archivyr
Centralized storage and management system for AI editor rulesets via MCP protocol
Rag Chatbot MCP
AI-orchestrated RAG platform with 7 MCP servers (35+ tools) for document ingestion, chunking, embedding, vector search, retrieval, and generation. Streamlit & Jupyter UIs included.
Agent Memory Rust
Rust-powered memory system for AI agents. Three layers: long-term (graph + embeddings), short-term (conversation buffer), reasoning (chain of thought). HTTP API + MCP server for C…
Serpbase MCP
SerpBase MCP server for Google Search, Images, News, Videos, Maps and SERP API grounding in AI agents.
GoldShield EA
Safety-First XAUUSD Expert Advisor (MT5) with AI-ready data pipeline — PostgreSQL + TimescaleDB + pgvector + MCP Server
Open Grant Data
756k US funders, 95k grants, 7.5M-edge who-funds-whom graph - CC0, embeddings + MCP server included
Claude MCP Setup Script
Claude Code用MCP（Model Context Protocol）サーバーの自動セットアップスクリプト - GitHub, Filesystem, Notion, Context7, DesktopCommanderMCPを一括登録
Manage Nlweb
MCP server for managing nlweb pages with SQLite storage
Ragnar
MCP RAG implementation
Google Cloud Storage MCP Server By Cdata
This read-only MCP Server allows you to connect to Google Cloud Storage data from Claude Desktop through CData JDBC Drivers. For full CRUD support, check out our MCP Server for Go…
Ibm Cloud Object Storage MCP Server By Cdata
This read-only MCP Server allows you to connect to IBM Cloud Object Storage data from Claude Desktop through CData JDBC Drivers. For full CRUD support, check out our MCP Server fo…
AI Nlp Cocktail Project
AI/ML - Applied AI - NLP: Cocktail RAG System with Model Context Protocol
Designing An Agentic AI System With MCP Integration
Sample application showing Agentic AI using MCP Server connecting to REST API, PostgreSQL Database and Document Storage
Pdp MCP Server
MCP Server untuk UU Perlindungan Data Pribadi (PDP) dengan RAG dan Pinecone
Task Tracker MCP Server
A local MCP server that lets Claude Desktop manage tasks end-to-end — create, update, search, and summarize tasks with persistent storage and clean MCP lifecycle handling.
Documentation Rag MCP
semantic search over documentation using ChromaDB + MCP server for Claude Desktop integration
Qdrant MCP Ollama
MCP server that wraps mcp-server-qdrant and replaces its FastEmbed embedding provider with a local Ollama instance running nomic-embed-text.
Labknowts
A centralized lab notebook for AI research projects. Next.js + MCP server + markdown storage.
Doctools MCP
MCP server exposing documentation tools to AI agents using changelog generation, doc scoring, and coverage checking
Chroma Core Chroma MCP
Mirror of https://github.com/chroma-core/chroma-mcp
Soccer Arena MCP
Book a virtual soccer arena through Claude — an MCP server with availability, policy RAG, booking, and weather tools.