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.
Open State
Open-source enterprise Conversation State Orchestration Platform. Deterministic workflow/state engine for LLM-driven conversations — LLM suggests, State Engine decides. MCP + RAG…
Building AI Agents With Csharp And Dotnet 10
Building AI Agents with C# and .NET 10 — A Developer's First Guide to the Microsoft Agent Framework. Companion code: 120 runnable projects across 19 chapters, built on MAF 1.16.0,…
Culi
Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves dep…
Awesome Agentic AI
Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.
AI Project Os
可本地部署、证据驱动的项目运营工作台：整合文件、网页与多 Git 仓库，提供可追溯项目记忆、项目状态、引用式 RAG、自动化和受审批约束的只读操作。
ThoughtMcp
🧠 AI cognitive architecture over MCP — human-like five-sector memory, parallel reasoning, metacognition (bias/emotion/confidence), a 3D memory graph, and a web UI. PostgreSQL + pg…
MyWellWallet
Flutter app: on-device MedGemma, FHIR via MCP, Apple Health + SQLite for private health Q&A and research.
Agentic Rag A2a MCP
A unified AI agent system integrating Retrieval-Augmented Generation (RAG), Agent-to-Agent (A2A) communication, and Model Context Protocol (MCP) for document processing, web searc…
SHINE Code System
Auto-pilot framework that transforms Claude Code into a complete, persistent orchestrator. SHINE combines a cross-project global memory, 7 lifecycle hooks, and a 5-phase engineeri…
LLM Agents MCP Playground
This is a hands-on repo for learning and building LLM apps, agents, MCP tools, skills, RAG, fine-tuning, and multi-agent workflows with LangChain, LangGraph, AWS Strands, and Goog…
Ponymemory
Autonomous 5-tier memory system for Claude Code — Qdrant semantic search + Obsidian knowledge archive + local BGE-M3 embeddings. Zero API keys, fully local.
Skinki
Local-first memory engine for AI agents — on-device, 0 network, embeddable anywhere via a stable C-ABI + MCP. Honest benchmarks, including the parts that failed.
Sql2025 AI Faststart
SQL Server 2025 native vector search + AI_GENERATE_EMBEDDINGS over StackOverflow, exposed to AI agents via Data API builder's built-in MCP server — no separate vector DB, embeddin…
BuildYourOwnHarness
Generate, deploy, and evolve a personalized AI agent harness (Claude Code / Codex / Antigravity) from a user's tacit knowledge, data, genre, and goals — interview → synthesize → r…
AutoDS Copilot
A no code AI data science copilot. Point it at a spreadsheet and it runs the whole machine learning workflow, then explains the result in plain language. Built with scikit learn,…
Dataaihub Cookbook
Runnable reference implementations for AI engineering — RAG, AI agents, MCP, and RDF/Knowledge Graphs.
Topaz Network Assistant
MCP-сервер для сетевых коммутаторов: RAG по документации и 19 инструментов диагностики и генерации конфигураций
Claude API Playbook
Guia practica de construccion con la API de Claude (tool use, evals, RAG, MCP, prompt caching, agentes). Basado en el curso Building with the Claude API de Anthropic Academy, con…
Brain Server
Local-first memory server for AI agents. Hybrid recall (vector + full-text) over SQLite, knowledge graph, MCP server, human-approved writes, tamper-evident audit chain, UMP 1.0 L3…
Opticparse Public
Stealth Multimodal Web Scraper & 0-Day Phishing Shield for AI Agents. Alternative to Firecrawl & Crawl4AI with zero-CSS vision extraction, 200 free trial credits, and native LangC…
Rag Eval MCP
Touchstone — know if you broke your RAG. An MCP server and CLI that score retrieval quality against a golden set: recall@k, MRR and hit rate, with no LLM calls.
Knowledge Bridge
v0.2 MCP knowledge bridge: tools/resources/prompts, BM25 KB, stdio + HTTP Bearer auth, Cursor-ready.
Heydey
Local-first AI OS that proves every answer: per-sentence receipts, a fail-closed check by a different model family, cite-or-silent refusals. Interactive knowledge graph, artifact…
Jv Obsidian Assistant
Portfolio extract of a persona-driven AI assistant over an Obsidian Markdown vault through a typed MCP filesystem core. The private original runs daily; this sanitized cut reads b…
Commerceos AI
Agentic AI Capstone: An Autonomous multi-agent e-commerce platform powered by LangGraph orchestration, CrewAI fraud analysis, and 5 specialist AI agents — Support (RAG), Invent…
AI For Architect
🚀 24-week AI Engineering journey with Python, LLM APIs, MCP servers & production patterns. Streaming clients, multi-provider CLI, token tracking. Perfect for developers entering A…
AI Agent MCP Tool For Multi Docu PDF PNG QR File Conversion Processing Capability
Free local-first MCP server giving AI agents private token, RAG, context, CSV/JSON and QR tools; PDF, OCR, DOCX and image processing roadmap. MIT by DJAI Academy & Siamese Cat Dev.
Mycelia
🧠 Long-term memory for AI coding agents — switch tools or models without starting over. Local-first, shared across Claude Code / Codex / opencode via MCP.
Sg AI Dev Tools
Study group resources for AI development tools, focusing on LLMs, GenAI, and Agent architectures including Model Context Protocol (MCP)
Search Scrape Supabase Ragdocs
MCP server combining web search, scraping, Supabase management, and local documentation RAG tools.
AI Concepts
A dual-language workspace of AI/LLM projects in TypeScript and Python — LangChain, LangGraph, RAG, vector stores, MCP, and more. Includes concept docs, agents, RAG pipelines, and…
AI Search With MCP
Production-ready Azure AI Search MCP server with hybrid retrieval, Entra ID, managed identities, and automated Azure Government deployment.
Llamacloud Rag MCP
🦙 Professional MCP server for LlamaCloud RAG - TypeScript implementation with automated setup for Cursor IDE
Resilio
AI cybersecurity advisor for SMBs - LangGraph ReAct agent with RAG over NIST CSF / SP 800-53 / CIS Controls v8, MCP HTTP server, Langfuse tracing, RAGAS eval.
AWS MCP Servers
aws-mcp-servers
Document Intelligence
MCP server for document analysis and organization. Scans folders, OCRs files, detects duplicates, and suggests names. Works with Claude, Perplexity, and other MCP clients. Designe…
Crypto MCP Onchain Dex
MCP server for on-chain DEX and liquidity pool analytics | MCP Endpoint (not browser-accessible): https://mcp.hiveintelligence.xyz/hive_onchain_dex/mcp
MLB Draft Oracle AWS
Autonomous AI fantasy baseball draft simulator. Two GPT-4o-mini agent teams research real MLB stats, query RAG-powered draft memory (S3 vector store), and make strategic picks via…
AgenticRag Mcptool
An agentic RAG service exposed as an MCP tool — Go server built on CloudWeGo Eino + the official MCP Go SDK, with Volcengine Ark embeddings.
Return Policy AI
This project contains a sample ASP.NET Core app. This app is an example of the article I produced for the Telerik Blog (telerik.com/blogs)
Operational Data Platform For AI
Guides and reference architectures for building production AI agents on Couchbase: agent memory, MCP, hybrid retrieval, cloud-to-edge.
Rag MCP Suite
RAG×MCPの自作スイート。検索品質を測定して判断する構成
Agentic Debugger
Agentic debugging system for SaaS customer-issue triage — MCP server constellation (logs / codebase / customer) + ReAct client. Second of a two-project AI engineering curriculum.
Agoragentic Ecf Core
Open-source self-hosted context-governance runtime for coding agents: local MCP plus CLI, cited context maps, retrieval and eval artifacts, policy boundaries, and optional Triptyc…
RegAssist PL
RAG assistant over Polish public-administration regulations — hybrid search (Elasticsearch), a custom MCP server, agent loop, CI-gated evals. .NET + React.
AI Agent Demos
Two focused demos exploring agentic RAG, MCP, tool calling, and Agent Skills — built around failure matrices, not happy paths.
Rag Python
MCP server exposing a production RAG system as first-class tools (search_knowledge_base, get_document) over stdio and streamable-HTTP with OAuth 2.1 — works with Claude Desktop an…
Pdf Rich MCP
Single-surface PDF intelligence MCP for Claude Desktop: LLM extraction, OCR, repair, true content-stripping redaction. Complements pdf-toolkit.
Gq Insight MCP
MCP server for semantic search + grounded, citation-faithful answers over customer-research interviews, with a built-in eval harness. Built for Great Question.
Attestly
Java-native memory layer for AI agents — Spring Boot Starter with audit trail, MCP-native for Claude Desktop / Cursor