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.
Sfn Wiki Mirror
Hybrid keyword and semantic search over your own copy of English Wikipedia, served to AI agents through MCP.
Crm Agent Routing
Research prototype: Salesforce CRM agent (Google ADK + MCP) with a data guard and small-model routing. On CRMArena-Pro's held-out tasks, vs the benchmark's ReAct agent with its pr…
Flightbooking Qa Copilot MCP
Flight booking Flask microservices with automated API tests (incl. RAG-generated cases), an MCP server that acts as a QA copilot, and GitHub Actions CI.
Local Rag
Local semantic + keyword search across your Obsidian vault and source repos. LanceDB + Ollama (bge-m3), exposed to Claude Code and Cowork over MCP. Privacy-first: no cloud, no API…
Drupal Dev MCP
Version-aware Drupal knowledge for AI coding agents: seven read-only MCP tools over a local SQLite/FTS5 index, with citations you can verify.
Agent Control Plane
The systems layer around an agent, not another agent. Dual-era MCP server (2026-07-28 + legacy handshake), scoped tool grants with seven detectable failure modes, OTel GenAI traci…
OpsPilot
Evaluation-driven LLM agent for customer operations with LangGraph, RAG, structured tool execution, policy-aware escalation, and MCP interoperability.
N8n Nodes Srezai Web Search Pro
n8n community node for AI-agent web access: web search, page reading as Markdown, MCP, RAG, schema extraction, fact-check and YouTube transcripts. Strong Russian web coverage.
Carbon Nanotubes Rag MCP
Read-only MCP server over a RAG system on carbon-nanotube papers, with a LangGraph client agent, security controls and a tool-choice evaluation on a frozen held-out split.
AI Chatbot
This repository is a research about methodologies to enhanced AI capabilities includes: Tool function calling, MCP and RAG
Grant Capture Agent
AI grant capture for small R&D firms: find federal funding you can win, screen out ineligible solicitations, and draft proposals with corrective RAG. Plan-Execute-Verify agents on…
Signal
A portfolio reimagined as a multi-service agentic platform.
FloatChat DebugDynasty SiH
Ask questions about ocean data in plain language. Answers come from real Argo float data.
Thoth
AI agent combining RAG knowledge base with 5 specialized MCP tools. Upload docs, ask questions, get smart answers.
Yu AI Agent
🤖 Develop cutting-edge AI applications with the "yu-ai-agent" project, enhancing your skills and boosting your job prospects in the AI field.
Agentic RAG
Slug Advisor — a deployed tool-calling agent for UCSC course advising: LangGraph ReAct, hybrid retrieval (BM25 + pgvector) + reranker, eval-in-CI, Langfuse observability, MCP serv…
Aiarsenal
A curated collection of AI experiments: DeepSeek fine-tuning, RAG pipelines, multi-agent MCP systems, and local LLM tooling
Genai
Collection of Generative AI projects including MCP servers, AI agents, LangGraph workflows, RAG systems, durable execution patterns, and LLM integrations.
AI Donor Analytics Platform
Production-style AI backend platform built with FastAPI, PostgreSQL, RAG, and MCP. Demonstrates real-world AI platform engineering: typed APIs, RBAC, vector search, dockerized inf…
Neuralhub
多入口统一的自托管全栈 AI Agent Runtime
Drivemem
One memory for every AI agent. Open-source knowledge layer for Cursor, Claude, ChatGPT and more.
Context Engineering Guide
The complete guide to Context Engineering — the #1 skill in AI engineering. From fundamentals to production, with working code. Covers RAG, AI agents, MCP, compression, and more.
Shiro
Local-first autonomous macOS AI agent — sub-agents, hybrid RAG (sqlite-vec), MCP ecosystem, bring-your-own-model
LLM Code Cache MCP
Code Base Intelligence MCP with Graph RAG
Pagesmith Bookstore Chatbot
Conversational indie-bookstore assistant: a FastAPI + LangGraph RAG chatbot with multi-turn memory, a personalized content-based ML recommender, and per-user history — fronting a…
Sage
Agentic RAG & semantic search over docs — LangGraph agent (router, self-reflection re-query, MCP tools), OpenAI embeddings + Pinecone, FastAPI, LangFuse eval
ArchonAI
Build AI software architecture with 6 specialist agents, 15 modes, and parallel planning from idea to infrastructure
Rag Skills Agent
MCP RAG Skills Agent - Industrial AI agent combining MCP, RAG, and Skills execution for manufacturing
The Saurus
Multi-agent literature review pipeline — upload scientific PDFs, extract themes and claims, generate citation-backed reviews. Built with React 19, FastAPI, Agno, Restate, Gemini 2…
Raphaelmendes Dev
AI Systems Engineer & Founder @Rs4Machine | Multi-Agent Orchestration - RAG - LangGraph - Python - Ollama - Docker
LLM API Docs Ledger
Local-first retrieval ledger for LLM provider docs, with deterministic snapshots, SQLite/FTS5 search, Markdown exports, API endpoints, and MCP tools for coding agents.
AI Engineering Hub
A collection of LLM-powered Real-World applications and projects
Support Escalation AI Assistant
Multi-agent AI support pipeline: LangGraph + RAG + MCP + FastAPI + Claude API
VinGuide
🍷 Local-first RAG wine recommender. LangGraph state machine: regex parse → SQLite filter → ChromaDB retrieval → grounded gen on Ollama gemma3. Firecrawl ingestion. Discord agent o…
Vaultnexus
Local-first semantic search over your Obsidian vault. Cited retrieval, cross-cluster bridges, MCP for Claude Code + Claude Desktop.
Podsearch.space
Ask a question, get an answer grounded in real podcast transcripts — with citations and timestamps. End-to-end pipeline: transcribe → embed → semantic search → cited answer, plus…
Vibe ML Studio
A multi-modal AI workbench for local inference, agentic workflows, and RAG-powered knowledge management. Featuring MCP tool integration, and Supervised Fine Tuning
My Portfolio
Portfolio of Harshith Nayaka L, AI Engineer in Bengaluru (Bangalore): case studies of AI agents, RAG pipelines and n8n automation. Static React site with markdown twins, a read-on…
Wetnoodle
Local, session-aware memory archive for Hermes Agent: numpy + sqlite + local Ollama embeddings, served to agents over MCP.
Sky Workbench
Open-source, local-first AI scientific workbench for COMSOL, featuring multi-LLM support, hybrid RAG, optional MCP integration, intelligent modeling, controlled simulation, model…
Resplens
Reliability-aware AI tools for US respiratory surveillance data (COVID-19, influenza, RSV)
Ticktick MCP Server
Complete TickTick MCP Server with 100% API coverage (112 operations) - Created with Claude Code for Claude Code users
Servers
Five typed, bounded MCP servers for grounded CV, repo intelligence, web research, ATS jobs, and durable outcomes
AI Ops Copilot
AI-powered operations co-pilot for freelancers — MCP server for Alexa+ track
Pi Total Recall
Pi facts storage via MCP and extension
Sodam Agent
Claude Code에 역할별 AI 에이전트 팀 6종(웹앱·문서·리서치·마케팅·데이터, 모두 등록)을 플러그인 마켓플레이스로 한 번에 설치하고, Codex용으로도 번역(베타)하며, 설치 후 에이전트를 직접 만들고·가르치고·관리하는 비개발자용 도구. 자동 백업·위험 명령 경고·MCP(context7) 동봉·Apache-2…
Ownmemory
Local-first persistent memory for AI agents — SQLite, on-device embeddings, Cursor MCP
Ragmcp
AI rag mcp server
Nablarch MCP Server
RAG-enhanced Nablarch MCP Server - AI coding assistant for Nablarch framework
Portfolio MCP Server
RAG-based MCP server (Spring AI + PGVector + Gemini) answering questions about my portfolio, deployed to Hugging Face Spaces