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.
Ue5 AI Commander
Natural-language control for Unreal Engine 5.7 over MCP — 48 tools: scene editing, PCG, Blueprints, C++, engine Q&A, cinematics, PIE automation. Runs without UE.
BlooRecall
Local, private "where did I write that?" search for your notes, built for coding agents: BM25 + local Ollama embeddings, MCP server, disk-verified results.
Consumer
Course consumer & assimilator: acquire, transcribe, ingest any format, distill, and learn — with Insights, XP progression, and MCP agent tools. Local-first, stdlib-only core.
Tylluan
Sovereign cognitive substrate for AI agents
Manufacturing Knowledge Agent
Portfolio-safe MCP and RAG workspace for synthetic manufacturing operations.
Omnia Codebase Memory
Hierarchical AST codebase memory engine & MCP server. Slash context window bloat by 92% with structured semantic symbol retrieval for Claude Desktop & Cursor.
Worldwide Council
Worldview Council — source-grounded multi-agent deliberation with citation verification and fail-closed controls.
QuizForge
Full-stack MCQ test builder with an AI coaching loop. LangGraph agent diagnoses weak subtopics, generates grounded lessons via RAG + MCP tool search, and gates difficulty tiers be…
Extremis
Persistent, learning memory for AI agents — RL-scored retrieval, intelligent forgetting, MCP-native. Works with Claude Code, Cursor, OpenAI.
Dmaic Coach
RAG-backed Six Sigma Measure coach: simulates a stakeholder and grades the learner's analysis, grounded in cited methodology and statistics verified over MCP.
Ican Digital Human Agent
数字人 Agent 底座：Spring Boot 认证网关 + FastAPI/LangGraph 编排 + 混合检索 RAG + MCP 工具 + 实时语音，含离线评测与可观测性
Tombstone
Track where a data subject's data actually went across a RAG/LLM stack, erase it everywhere, and get a receipt that says what was verified and what was not.
Bearing Vibration Agent
Industrial bearing fault diagnosis agent workbench (MCP + RAG + LangGraph + FastAPI prototype)
Hooshiyar
هوشیار — ایستگاه کاری هوش مصنوعی شخصی (BYOK) | Personal Persian-first AI assistant workspace: bring your own key, agentic tools, MCP, RAG, multi-agent — 100% RTL UI
Transcript API Node
YouTube transcript API for Node.js and TypeScript, plus TikTok, Instagram and media files. The official TranscriptFetch SDK: typed transcripts, search, channels and playlists.
Groundwork Agents
Grounded multi-agent research assistant: LangGraph, MCP, hybrid RAG, evals, Azure/Terraform
AI In Practice
Free 84-page handbook on applied AI: LLMs, local models, RAG, agents, MCP, fine-tuning, evals. From zero to working agent.
Bubu Content Agent
面向微信公众号条漫创作的 Agent 工作台：证据检索、人工审批、分镜与视觉 Prompt、调用追踪、历史分支及运营复盘。
Knowify
Agentic RAG chatbot with hybrid retrieval (BM25 + dense), cross-encoder reranking, and a self-correcting retry loop. Long-term memory, MCP client/server support, and RAGAS-evaluat…
Hermes Telegram Brain
🧠 Второй мозг вашего AI-агента: userbot-парсер всей переписки Telegram, локальный Whisper для голосовых, OCR картинок через vision-модели (OpenRouter), pgvector-поиск и 15 MCP-инс…
Homebase AI
A local, Bedrock-style gateway for defining AI agents in YAML and serving them over HTTP, with MCP, RAG and conversation memory.
CopilotRAG
Base RAG 100 % locale qui indexe le code de vos projets de référence et l'expose à GitHub Copilot via un serveur MCP, pour générer du code homogène aligné sur vos patterns existan…
Ballast
Alexa+ MCP agent that rebalances an Alpaca paper portfolio to your own rules, with explicit approval before every trade.
AI Financial Coach
Agentic, RAG-Powered, MCP-Enabled Financial Intelligence Platform (Google Cloud FDE Capstone)
Enterprise Intelligence Document Agent
Enterprise Document Intelligence LangGraph RAG agent with ChromaDB retrieval, MCP tool-calling, guardrails, and full tracing via LangSmith — FastAPI backend, real MCP ticketing se…
DoseCheck AI
Safety-first multi-agent AI system for medication guidance using RAG, MCP tools and confidence-based escalation.
CommandForge MCP
Fabric mod embedding MCP server into Minecraft for AI-powered singleplayer
Work Iq MCP Enterprise Workplace Agent
Microsoft Work IQ MCP Enterprise Workplace AI Agent | Microsoft 365 Copilot, Model Context Protocol (MCP), LangGraph, RAG, multi-agent orchestration, enterprise search, memory, to…
NovaMCP
🚀 Introducing NovaMCP AI Platform — a step toward smarter AI applications! This project explores Model Context Protocol (MCP), AI embeddings, semantic search, and local AI with Ol…
Docent
Docent: your private AI assistant. Chat with your PDFs and Office files, search the web and connect MCP servers, running on your own machine.
ConsensusWeaverAgent
MCP Server that aggregates answers from multiple Chinese AI platforms via Playwright
HomeAgent
Symcon-Modul: MCP-Server, über den KI-Assistenten das Haus abfragen und bedienen (nur freigegebene Geräte)
RAG
A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.
KnowledgeGraph MCP
本项目提供一个专业的 MCP 服务器，让 AI 助手（如 Claude、Cursor、Cline 等）能够直接访问和查询德国家族企业知识图谱数据库。通过 Neo4j 图数据库存储结构化知识，支持复杂的关系查询和语义搜索。
CLI
The agentic harness for AI coding agents — intelligence is rented, the harness is owned. Runs the full work cycle: intent briefs, bounded RAG context from real code intelligence,…
Mnemo
contextops
Servers
This repo consists of various MCP servers which can be easily integrated in your AI systems.
Homelab MCP
🔧 Manage and monitor your homelab infrastructure efficiently with Model Context Protocol (MCP) servers through Claude Desktop.
Glean
A local-first knowledge engine and RAG infrastructure powered by Rust, featuring MCP support, hybrid search (BM25 + Vector), and LanceDB integration
Cairn
Repository documentation graph for AI agents
Statelessagent
🧠 Provide local-first persistent memory for AI coding workflows, indexing notes to deliver relevant context in new sessions.
Recall
Recall is a personal knowledge base you can talk to. Save notes, snippets, and links, then search them by meaning rather than exact wording. Recall runs as an MCP server, so it wo…
Gemini Support Agent
Evidence-grounded IT support agent: Gemini function calling over an MCP-style tool server (KB search, ticket search, ticket drafts), with a 60-question eval harness, LLM judge, an…
Recall
Long-term memory for AI agents: facts with dates and sources, history kept, honest "I don't know". REST API, MCP server, TS/Python SDKs. Self-hostable. Website: https://recallmem.…
AI Memory Vault
Persistent memory layer for AI coding agents — SQLite + FTS, ChromaDB semantic search, and optional DynamoDB team sync. Query-first, so agents check accumulated knowledge before t…
Local Memory
Local-first long-term memory for AI agents. SQLite, offline, zero cloud. MCP server.
Ondocs
Make your docs answerable by people and by agents, from one static index: a cited Ask box, an MCP server and llms.txt, on your own function and key, with no vector database and no…
Nocap
No evidence, no answer. 🧢 System One evidence gate for RAG & AI agents: Jev / Laya / any LLM judges before your LLM speaks. MCP server, Python SDK, CI route tests.
AGENTIC N8n Agents
Sanitized n8n AI-agent workflows for HR CV screening, policy RAG, email automation, sales calling, Instagram reel research, MCP tool use, Telegram-powered email handling, and chil…
Deep Research
A human-gated, 7-phase agentic deep-research skill for Claude Code. Fans out across the open web (Tavily), GitHub, academic open-graphs (OpenAlex/arXiv/Semantic Scholar), and live…