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.
Engramia
Reusable execution memory and evaluation infrastructure for AI agent frameworks — BUSL 1.1
GDPProject
Secure student planner with encrypted offline clients and a Firebase and Cloud Run RAG copilot using Vertex AI, Gemini, and MCP.
Sheaf AI
build your own sheaf of knowledge in AI-native era
Webfang
Modular web scraper with Clean Architecture — wreq TLS fingerprinting, RAG export, MCP server, TUI, AI semantic cleaning. 1,337 tests, Miri verified.
Rag MCP Agent
RAG agent over the Russian Civil Code: 1736 articles chunked into 2543 passages in ChromaDB, exposed to a LangGraph ReAct agent through an MCP tool server. Ships a 20-query evalua…
Lumen Copilot
Enterprise knowledge copilot — grounded RAG chat with citations, source connectors, custom assistants & tools with governance, MCP, per-tenant secrets vault, sandboxed code execut…
Template LLM Network Agent
Reference architecture: LangGraph agent + MCP tools + Nornir + RAG + guardrails for network operations
Spc2026
생성형AI 를 활용한 웹서비스 및 에이전틱AI 서비스 개발 과정 교육
Langgraph Document AI Platform
Production-oriented platform for document-centric AI agents on top of LangGraph. Build retrieval, indexing, authoring, and human-in-the-loop review flows with auditable task life…
Clinical Decision Support
Multi-agent clinical decision support POC — LangGraph debate, risk gates, HITL review (Python, Postgres, Chroma, Gradio, MCP) — synthetic data only
Rag Portfolio
MCP and RAG service with FastAPI, ChromaDB, local embeddings, Docker, tests and pluggable LLM providers
Rdna4 LLM Stack
Running capable LLMs locally on an AMD RX 9070 XT (RDNA4) with Vulkan, local-Qwen3.6 + Claude workflow.
Agent Learn Skill
LLM & Agent 知识学习、自适应考试和学习路径推荐 Skill 插件 —— 支持 MCP 增强模式与纯本地降级模式
Agentic Pipelines
Composable, agentic pipelines for MCP — fact-checking (DSPy), RAG (hybrid search), document intelligence (DeepPipe), and clinical voice (Groq/ElevenLabs). 31 AI tools, one command…
Django Rag MCP Education Chatbot
A Django-based AI education chatbot using RAG, MCP tools, SQLite live DB access, PDF knowledge base, NVIDIA OpenAI-compatible API, and study plan generation.
Pharma Intel MCP Demo Lite
A lightweight, reproducible demo of pharma competitive-intelligence graph construction and GraphRAG Q&A: 14 investor-deck PDFs → a Neo4j knowledge graph via neo4j-mcp-workspace-te…
Altretta Releases
Notes that stay Markdown files on your disk, an AI that cites its sources, and a signed history that proves both. Download Altretta and report issues here.
Agentic Crm Blueprint
Compendio tecnico sobre arquitetura, metricas, governanca e engenharia de agentes de IA integrados a CRM e atendimento conversacional (PT-BR).
Google Cloud Genai Academy Apac Cohort 3
A security-first engineering portfolio from Google Cloud Gen AI Academy APAC Cohort 3, exploring how AI agents are grounded, connected to data and tools, deployed on Cloud Run, an…
AI Job Hunt
Turn your profile into targeted job searches + tailored outreach, using Claude and Apify.
Assayer Memory MCP
A local knowledge base your agents can read — and the engines that keep it honest. Computed themes, measured links, budgeted context over MCP, a verdict funnel that drains its own…
Weather MCP RAG Assistant
MCP-based AI weather assistant using OpenWeather API, RAG, ChromaDB, LangChain, and Groq LLM.
Agent Context Server
MCP server that turns an Obsidian vault into working memory for an LLM agent. Deterministic write guardrails in code, hybrid search (BM25 + vector + temporal + graph), automated r…
AI Edu
Manufacturing AI, on-prem LLM, RAG, and agent systems - bilingual (EN/KO) education from factory-floor experience
Okfgen
Turn any repo, database, or open-data portal into an AI-ready knowledge graph — one command, no LLM, no lock-in. Based on Google's OKF Spec
Complete AI Engineer Roadmap RNZ
A foundation-first roadmap for becoming an AI Engineer
Dsh Localrag
Local document RAG retrieval MCP server for DeepSeek Harness — agents search your local .md/.txt docs with source citations. 100% local (fastembed + Chroma), no API keys.
Web Vector
Web research for AI agents in one tool call: search → read the full pages → rank → cited passages. Library, MCP server and CLI; zero API keys needed.
Llmwiki Agent Bridge
Bridge local agent runtimes to Markdown/wiki knowledge sources with grounded answers and traces.
Semidx
Self-hosted semantic code search for your code and documents
AI Engineering Cookbook
Reusable production AI patterns: RAG with pgvector, MCP server boilerplate, voice agent skeleton, eval harness.
Amplifi Qx
A 21-project, 8-language B2B SaaS platform running a signal-booster business end-to-end, with a 30-agent AI layer.
Agentree
Agentree: index PDFs into a hierarchical section tree for agent retrieval (Claude/Codex structured completions, not vector chunking).
Medical AI Assistant V0.2
AI ENGINEER PROJECTS
DeepSupport OS
DeepSupport OS — Enterprise IT Help Desk Agent Harness：M365 Help Desk · Skills/Subagents · HITL · 文件工作区 · 自动化评测。Vue3 + FastAPI + Deep Agents + LangGraph + RAGLab。
Ollamancer
Fully-local terminal AI agent for Ollama. 34 tools, MCP, local RAG, deterministic hallucination checks. No cloud, no API keys, nothing leaves your machine.
Spendiq Prototype
Conversational AI copilot over procurement, AP, and contract data — grounded answers with citations to specific rows and clauses. Built for the TechTorch AI & Data Engineer challe…
Sap Intelliops
Agentic AI system for enterprise incident resolution using LLM agents, RAG, tool calling, MCP, and governed execution.
Northstar AI
Decision-grade AI transformation studio: strategy, governed agents, AWS architecture, Responsible AI and reproducible evaluation.
AI Based Data Engineering
Companion code for AI-Based Data Engineering (Packt) by Richie Bachala: runnable examples, the OpsPulse dataset generator, and per-chapter code for building the data platform AI a…
Neurovault Core
Local-first, Markdown-canonical memory engine for AI agents with automatic context, HTTP APIs, and MCP
Python And AI Engineering Mastery
Learn Python and AI engineering through 152 milestones, 608 worked exercises, browser Python labs, daily practice, and independence tracking.
Argus AI Reliability Platform
Self-healing AI reliability platform: LangGraph multi-agents + MCP tool execution + RAG-grounded Gemini evidence to detect, diagnose, and safely recover from LLM/RAG/agent failure…
Deadwax
An agentic music librarian with a deterministic validator, a repair loop, and a measured eval suite. LLM tool use, RAG, tracing and MCP.
User Research Workspace
证据驱动的 AI 用户研究与智能体平台，支持网页研究、Persona、访谈与可追溯报告；Evidence-driven AI user research and agent platform with durable workflows, evidence-grounded reports, and governed tool execution.
Nivara AI
The AI support layer for Nivara Desk: answers what it can safely answer, asks when a request is ambiguous, and escalates the rest to a human. Python, FastAPI and Qdrant, with hybr…
Memory Rag
Personal-memory RAG for an AI coding agent: BM25 + bge vectors + file-level RRF, CLI/MCP dual outlets, 18-query golden eval (18/18, MRR .880)
Investigation Agent Client
AI investigation agent for risk analysis with LLM planning, tool calling, MCP capability reuse,policy grounding, structured artifacts, and evaluation.
Nsx MCP Server
Avi NSX Advanced Load Balancer MCP Server
AI Supported Cms
A College Management System which has implementation of RAG and MCP.