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.
Psychelink
?? PsycheLink - Mental-Health AI Companion: Intent Classification + Milvus RAG + SSE Streaming + Risk-Alert Closed Loop. Built with Spring Boot 3 / Spring AI.
Document Intelligence Platform
Building your own secure document processing platform that: runs locally on a MacBook, uses n8n as an orchestrator, uses Python as the processing engine, anonymizes personal data,…
Naukri AI Recruitment Agent
Production-minded Recruitment & HR support agent built with LangGraph, RAG, tool calling, memory, guardrails, MCP, FastAPI, evaluation, and resilience patterns.
Agent Engineering Roadmap
从会调 LLM API 到能把 Agent 送上线：按依赖关系排的六阶段学习路线（中英双语）· An opinionated roadmap for becoming an AI agent engineer
Rag With MCP Server
This project has moved beyond the initial concept phase and is now functioning as a local Python-based RAG prototype focused on a Tesla financial report. The workspace includes a…
Using Agents And RAG
MCP Server Using Agents And RAG build
Agentic Rag Faa Manual
Agentic RAG system for FAA aircraft maintenance Q&A — LlamaIndex + Gemini agent with MCP tool-calling, Qdrant hybrid search, and RAGAS-evaluated grounding
RegTree
A vectorless RAG system for regulatory documents — built with PySpark, reasoning-based retrieval, and an MCP server for use directly from Claude Desktop.
Md Bank Agents
Multi-agent AI banking system with LangGraph, MCP, A2A, AG-UI and dynamic agent discovery.
Smart Cs Agent
智能客服多能力助手：LangChain/LangGraph + RAG + MCP，支持意图路由、工具调用与高危操作人工确认（HITL）
VietMedPipe
A synthetic datapipline made to generate hypothetical medical consultations in Vietnamese using English SOAP notes. It leverages VietMED database as an MCP resource for authentic…
Awesome LLM AI Agent
A curated collection of LLM applications and tutorials covering RAG (Retrieval-Augmented Generation), AI agents, multi-agent teams, voice agents, MCP (Model Context Protocol), and…
Novel Writers AI
An agentic AI system that plans, researches, drafts, critiques, and revises full-length novels -> built with LangGraph, the Model Context Protocol (MCP), and Retrieval-Augmented G…
RAGSearcher
Paper library with semantic search — desktop app + MCP server for AI coding agents. Upload PDFs, extract algorithms and patterns via Claude CLI, search with hybrid vector + BM25.…
Perform Comparison 1c Rag MCP
Benchmark performance of RAG and RLM-based MCP servers for 1C codebases using automated E2E testing to optimize AI assistant integration.
Verifiable Memory
Verifiable memory for AI agents — 0% hallucination, cited answers or honest abstention, provable forgetting, deterministic. MCP server. CPU-only, no GPU.
Mempalace Extended
Extension of the original MemPalace with document ingestion, image assets, MCP tooling, and folder watch.
Embedbase
Local-first document embedding and retrieval platform with a REST API and MCP server for LLM agents. Supports hybrid BM25 + semantic search across workspaces and collections, with…
Triforge
One install, three MCPs: graph chat memory + semantic code search + backend. Benchmarked with claude-haiku-4-5: -19% tokens & 23× faster on memory-recall questions.
Sieveon Memory MCP
A workload-adaptive agent memory system combining event logs, knowledge graphs, and vector embeddings
Mini Chatchat
Full-stack AI knowledge workspace with hybrid RAG, web search, tool-using agents, MCP integration, authentication, user isolation, and Docker deployment.
Agentic AI Project Find Deal Opportunities
Detect underpriced products by scraping deals and using AI models to estimate fair prices for profit opportunity identification.
T7 Companion
The go-to companion for working with AI agents on Black Ops 3 modding — a local, offline BO3 modding knowledge base served over MCP.
Myelin SDK
Procedural memory for AI agents
OpenClaw NemoClaw Interactive Graph
A living knowledge graph of the OpenClaw and NVIDIA NemoClaw open-source ecosystems, extensible to community forks.
Deep Context
Build verified, comprehensive context packs from a folder — with citations, contradiction detection, self-test calibration, and a one-page actionable digest. A Claude Code skill.
Map Standard
Estándar declarativo que acota el contexto, limita las herramientas y capa el coste de un modelo por tarea. Disciplina enforzada por código, no agentes.
Enterprise AI Knowledge Ops
Enterprise AI knowledge operations platform using Azure OpenAI, Azure AI Search, RAG, agentic workflows, tool-calling agents, Durable Functions, and enterprise observability patte…
Youtube Transcript Scraper No API Key
Extract YouTube transcripts as clean text for AI agents and RAG. No login, no API key, no audio. MCP ready.
Omnitrade
OmniTrade: LLM-driven crypto futures arena — 11 competing strategies on Agno + AgentOS, atomic three-way state, real-time SSE dashboard.
Mnemochain
Append-only, hash-chained memory and semantic recall for AI agents - local-first, citation-backed, with replay and tamper verification.
Agent Recipes
Governed procedural memory for AI agents — turn corrections, source material, and proven workflows into review-gated, versioned recipes agents can safely retrieve, lock, execute,…
Omni Io
AI customer support that degrades gracefully instead of failing. Multi-tenant RAG on NestJS, PostgreSQL RLS + pgvector, BullMQ, Gemini and React: every answer cited, traced and te…
Le Fil D Execution
Le Fil d'Execution : concevoir, exploiter et gouverner des workflows automatises avec n8n. Manuel de 104 pages, PDF libre.
Supply Chain Agent
DSH-based supply chain agent workbench with MCP, scheduled Feishu artifact ingestion, and a RAG contract framework.
Agentic Harness Engineering Workshop
Agentic-Harness-Engineering-Workshop
Multiclaw Harness
Regression harnesses for agentic AI workflows: tool-call assertions, trajectory diffs, budget checks, security fixtures, and CI gates.
Vectros Claude Code Agent Memory
Cross-session memory for Claude Code: recall relevant context automatically at the start of a turn, distill durable lessons out of a session involuntarily, and dispose them into y…
Quack
One offline agent that answers across your tables, your documents, and the knowledge graph between them.
ANNPACK
Verifiable knowledge artifacts for AI agents — package, search, and prove exactly which source revision produced each retrieval.
TGS 2024042309 Develop AI Agents With OpenAI Agent Development Kit
WSQ OpenAI Agents SDK courseware with 227 visual slides and 10 self-contained Python activities covering tools, RAG, orchestration, MCP, guardrails, tracing, and evaluation.
Nightglass
Air-gapped SAR intelligence assistant. Detects vessels in Sentinel-1 radar imagery, correlates them with AIS in space and time, and drafts cited INTREPs behind a human-review gate…
Myrmion Graphrag
Servidor MCP que expone una base GraphRAG local (LightRAG + Ollama) a Claude Code en VS Code. Privado, sin nube, sin claves de API.
Chrono S Thompson
Chrono S. Thompson: The Gonzo Historical Correspondent
Aiagentic Comp Frontdeskai
FrontDesk AI: a self-evolving multi-agent support desk that writes and hot-installs its own skills at runtime (LangGraph, FastAPI, RAG, MCP)
Ecommerce Platform
Buyzaar is a full-stack e-commerce platform with an AI customer-support agent capable of handling order queries, tracking, cancellations, support tickets, and knowledge-based ques…
Enterprise Big Data Copilot
Enterprise Big Data Copilot lets users query Big Data platforms in plain English. A LangGraph pipeline retrieves relevant documentation (RAG) and live schema metadata (MCP), gene…
Tokenmarkdown
Sub-150ms Web-to-AST Markdown engine & Model Context Protocol (MCP) server. Eliminates 90%+ raw HTML token bloat for LLMs, RAG, and agent context.
Qtldr
See how risky Go code is to change: CRAP, coverage and mutation as a map for people, a CLI and MCP server for agents
PaspanCodeGraphMcp
A 100% managed C#, high-performance MCP server and GraphRAG engine powered by zero-allocation Span-based parser combinators for native codebase analysis by AI agents.