MCP servers tagged rag
5.0K 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.
Vibe
AI email agent that reads your contacts' tone, understands the subject, and generates perfectly matched emails
Web Content Extractor API
Extract structured JSON from any webpage - articles, products, recipes, job postings. The intelligence layer for AI agents.
Kbmesh
KBMesh — Secure AI Knowledge Base Mesh. On-premise, AI-native KB with multi-channel ingestion, GraphRAG, MCP gateway, and egress-only PII redaction.
Chess AI Agent
ReAct AI agent helping young chess players learn openings. The LLM autonomously orchestrates 4 tools: RAG over Wikichess (Milvus), Lichess Opening Explorer, Stockfish evaluation,…
Voice Rag AI Assistant
AI-powered multi-agent assistant combining LangChain, LangGraph, MCP, RAG, web search, voice interaction, and local LLMs for intelligent document-based and conversational AI.
Calllens
Multi-tenant B2B call analytics platform — LangGraph pipeline, MCP server, pgvector RAG, JWT auth with Postgres Row-Level Security, and automated LLM-as-judge eval harness
Brain Rag
Hybrid retrieval-augmented search over a corpus of markdown files. Vector and keyword search fused into one ranking, optionally reranked by a cross-encoder, served locally over a…
Agentcore Agent Template Jp
Deployable Terraform template for Amazon Bedrock AgentCore agents, tuned for ap-northeast-1 and Japanese workloads. Runtime, Memory, MCP Gateway, Identity and Knowledge Base in on…
Autofilm Store Ops
个人独立开发的 AI Agent 业务项目：角色助手、有限工具查询、任务执行与人工确认。含合成演示截图与完整启动说明。
Elementary Context Aware Diagnostic Agent
A context-aware diagnostic support agent for investigating technical issues across multiple information authorities.
Treeloom.github.io
Landing page for Treeloom, code search for large codebases built for LLMs and the developers working with them. It combines semantic embeddings with a graph of real code relations…
Hars Longterm Memory
Long-term memory for AI agents: LightRAG graph + hybrid dense/BM25 retrieval, exposed over MCP
Taladb Pipeline
Local-first RAG toolkit for JavaScript — extract, embed, and search documents entirely on-device. EPUB, DOCX, Markdown, HTML. MCP server included.
AI Projects Inventory Copilot
Governed GenAI inventory agent: provider-agnostic (LM Studio, OmniRoute, Amazon Bedrock), guarded text-to-SQL, RAG, MCP, guardrails, human-in-the-loop orders, rigorous evals with…
ProjectRecall
Local hybrid-search RAG (SQLite FTS5 + Ollama embeddings, weighted RRF) over your own project notes, served to Claude Code as an MCP server
RepoMind
AI-powered codebase intelligence platform that combines RAG, code-aware indexing, GitHub MCP, LangGraph, and multi-provider LLM routing to understand and answer questions about re…
Connoisseur Companion
Restaurant & recipe recommender with local LLMs: structured extraction, multimodal RAG (ChromaDB + CLIP), LangGraph agents and an MCP server with a Gradio host.
Syune AI
Governed memory and context infrastructure for AI agents — authorization, provenance, temporal/version control, lifecycle, audit, and reliable model execution.
Intelligent Voice Driving System
Monitor driver safety and control in-vehicle systems using computer vision, real-time behavior tracking, and a local Qwen-7B language model.
Legacy Modernization Agent
Migrating a legacy Spring MVC/JSP app to TypeScript (React, Fastify, Postgres) with AI agents, gated by characterization tests
Sales Inventory AI Agent
Prototipo académico de un agente de IA para ventas e inventario con RAG, Qdrant, Gemini, FastAPI, Streamlit y MCP.
Company Intelligence Agent
Company research agent combining Wikimedia context with authoritative SEC EDGAR filings and financials — every claim source-linked. Built on the Dataville API and MCP.
Deflect
Customer support agent that answers, acts on or escalates tickets, with a 120 ticket eval suite, guardrails in Python before every tool call, human approval for large refunds and…
Self Hosted AI Stack
Deploy a complete self-hosted AI stack with Docker Compose: Ollama, LiteLLM, AnythingLLM, Whisper, WhisperLive, Kokoro, Embeddings, Docling and MCP Gateway. Local-first, private b…
Botanswer Architecture
AI receptionist and business-operations platform for LINE Official Accounts. Public architecture overview; source is private.
Spring AI
This project contains step-by-step documentation, architectural diagrams, and interactive coding exercises designed to take you from a curious developer to a production-ready AI e…
Revitmcp
Sovereign AI+RAG for BIM. A Revit MCP proxy connecting Autodesk Revit MCP Server to AnythingLLM for local LLMs+RAG for deterministic architectural QA/QC and secure document auditi…
AI Agent Platform
Production-grade AI Agent Platform with MCP, RAG, and Multi-Tool Reasoning
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Adobe Premiere Pro MCP
283 Premiere tools behind search_tools / invoke_tool, 13 context resources, and 10 guided prompts for Codex, Claude Code, Claude Desktop, and other MCP clients. CEP is the support…
Model Context Protocol
Hands-on projects and examples for learning the Model Context Protocol (MCP), including tools, resources, prompts, workflows, agents, prompt engineering, and Gemini API integratio…
Slate
An MCP client and a retrieval MCP server over a production RAG corpus. Typed responses instead of JSON strings, so a drifting tool schema fails loudly instead of returning a confi…
Cerberus
Autonomous multi-agent security auditing platform with runtime exploit verification.
Hivemind
Agentic fleet memory. Governed by agents; multi-agent, multi-tenant, MCP-native. Multiple trust tiers, semantic and keyword search, feedback system, admin panel for management. Pl…
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
experiments with spring boot and llm integration, mostly chat completions and embeddings
MCP
Connect AI agents to Magellan Data to extract corporate ownership intelligence, parent company structures, and private equity backing for large lists of entities.
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Spring AI
From Java Dev to AI Engineer: Spring AI Fast Track
Server
A Model Context Protocol (MCP) server for PayPal API integration with improved error handling, comprehensive API coverage, and detailed documentation.
Rag MCP Server
一个可插拔、可观测的模块化 RAG (检索增强生成) 服务框架
Server
Production MCP server with Supabase/pgvector — RAG hybrid search, Gmail/Calendar automation, browser agents, push notifications, LLM eval scoring
Server
MCP Server for Qdrant-Backed Code Search
Server
A beginner-friendly MCP server built with Python that provides tools for managing student details, attendance, marks, average scores, and course schedules using JSON data