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.
Agentic RAG
Agentic RAG Chatbot with MCP is a multi-format document QA system built using an agent-based architecture with message passing through the Model Context Protocol (MCP). It enables…
AI Manus
AI Manus, a ReAct-based autonomous planning agent, based on Spring Boot 3, Java 21, and Spring AI. Covering integration with large AI models, Spring AI core features, Prompt engin…
Agentic RAG Chatbot For Multi Format Document QA Using Model Context Protocol MCP
we are required to build an agent-based Retrieval-Augmented Generation (RAG) chatbot that can answer user questions using uploaded documents of various formats. Our architecture m…
MODULAR RAG MCP SERVER
A production-ready, fully modular Retrieval-Augmented Generation system with Model Context Protocol (MCP) integration.
Semantic Search
A Model Context Protocol (MCP) server that indexes codebases using semantic embeddings for natural language search.
Langgraph AI
A comprehensive collection of LangGraph implementations, tutorials, and advanced AI workflows covering Agentic RAG systems, MCP (Model Context Protocol) development, and practical…
Ast MCP
A Rust-based Model Context Protocol server that exposes structural code intelligence from Tree-sitter, including AST parsing, code outlines, imports, functions, chunking, queries,…
Rag
A high performance Agentic RAG system built on the Model Context Protocol (MCP). Enables AI agents to perform local, privacy first semantic search and document retrieval using Chr…
AgentOS
Enterprise AI Agent platform featuring FastAPI, Next.js, pgvector RAG, Model Context Protocol (MCP), deterministic guardrails, HITL approvals, and streaming chat.
Nexus
An agentic AI workspace powered by the Model Context Protocol connects filesystem, git, and RAG knowledge servers under a single LangGraph agent.
Agentic AI
An Agentic AI project built with Ollama, FastAPI, Streamlit, RAG, SQLite, and Model Context Protocol (MCP), capable of autonomous multi-step reasoning and tool execution.
JARVIS
An open-source AI assistant featuring rich Terminal TUI, multi-provider LLM routing, Model Context Protocol (MCP) servers, RAG memory, and hands-free streaming voice mode.
VarunKesarwani
run Gupta Senior Technical Lead · Enterprise Solution Architect C# / .NET · Distributed Systems · Azure · Edge & Cloud Platforms · AI Systems 📍 Chennai, India · 🌍 Open to reloc…
App
MCP Server Application with RAG
Rag Server
RAG MCP Server with document vectorization and semantic search
Lightrag MCP
Streamable HTTP MCP Server for LightRAG
Ragent
Unified RAG + Memory layer for MCP servers
Local Rag MCP
Pure SQLite hybrid RAG MCP server. FTS5 plus optional local Ollama embeddings.
Rag MCP
An MCP server for ingested documents and sources
Dsmctl
CLI and MCP server for Synology DSM (status, storage, Docker, packages, tasks, logs)
Health
CLI for tracking personal health metrics with SQLite storage and MCP server integration
Mnemo
Local-first MCP server for agent memory and RAG, built on SQLite hybrid search
Recall
An MCP memory server backed by Postgres and pgvector; embeddings are generated locally, so memory content never leaves the machine.
AgentOps
Self-hosted LLM operations gateway in one Go binary: OpenAI-compatible router, durable agent tracker, faithfulness evals + drift, traces, MCP server, console
Agent Platform
面向复杂任务场景设计的 Agent 开发平台，基于 Go 构建 Workflow 编排引擎，支持Planner、Tool、Memory、RAG 等多类 Agent 协作；统一接入 MCP Server、多种大模型及知识库能力，实现任务自动规划、工具调用与结果生成闭环。
Memory Server
Persistent semantic memory service and MCP adapter for AI agents, powered by PostgreSQL and local Ollama models.
Paper Search MCP
MCP server for searching, indexing, and retrieving scientific papers across arXiv, INSPIRE-HEP, Semantic Scholar, OpenAlex, CrossRef, NASA ADS, Europe PMC, DOAJ, and viXra. Local…
Codegraph Rust
100% Rust GraphRAG implementation with a MCP server for indexing large codebases with blazingly fast speed and querying the graph with natural language
Runbook Assistant
Ask your team's runbooks/SOPs, get grounded cited answers: hybrid search + ONNX rerank, SSE streaming, MCP server, eval-gated CI with token/cost observability.
Memory Server
Qdrant x Quarkus MCP Memory Server
ai.smithery/akilat-spec-leave-manager-mcp
Track and manage employee time off with quick balance lookups and streamlined applications. Find t…
ai.smithery/blockscout-mcp-server
Provide AI agents and automation tools with contextual access to blockchain data including balance…
ai.smithery/ctaylor86-mcp-video-download-server
Connect your video workflows to cloud storage. Organize and access video assets across projects wi…
ai.smithery/renCosta2025-context7fork
Get up-to-date, version-specific documentation and code examples from official sources directly in…
io.github.abhishek2432001/deeprepo
Productivity-boosting RAG engine for codebases with multi-provider AI support and semantic search.
deAPI MCP Server
29 AI tools: audio/video transcription, image generation, TTS, OCR, embeddings via deAPI
io.github.ggozad/haiku-rag
Agentic Retrieval Augmented Generation (RAG) with LanceDB
Linggen
Local, privacy-focused RAG service for code search via MCP. https://linggen.dev
Ragora
Search across all your knowledge bases to retrieve relevant information instantly from connected documentation. Discover specific collections and perform targeted queries to get p…
io.github.pgEdge/postgres-mcp
Enterprise PostgreSQL MCP server with NL queries, hybrid search (pgvector+BM25), and web UI
io.github.tomohiro-owada/devrag
Lightweight local RAG MCP server. 40x token reduction.
trade.neglect/mcp-server
Full Solana DeFi coverage: launchpads, tokens, trades, and wallets, decoded at scale.
Google Cloud Platform & Workspace
Provides access to Google Workspace and GCP services with over 200 tools spanning Gmail, Drive, Calendar, Sheets, Cloud Storage, and more.
Etherscan Tools
Access Ethereum blockchain data effortlessly. Check balances, view transaction history, track token transfers, and fetch contract ABIs with ease. Enhance your Ethereum interaction…
codemap-mcp
CodeMap is a Roslyn-powered MCP (Model Context Protocol) server that turns any MCP-compatible AI agent into a semantic code navigator for C# solutions. Instead of reading source…
FieldCure.Mcp.Rag
MCP RAG server with hybrid BM25 + vector search and AI-powered chunk contextualization. Chunks documents, enriches chunks with AI-generated context and keywords, generates embeddi…
Markdown Downloader
Download webpages as markdown files effortlessly. Convert web content into markdown format with a simple command, and manage your downloads with ease. Enjoy a configurable downloa…
Glazyr Viz
Glazyr Viz bypasses fragile DOM scraping and Cloudflare blocks by feeding raw Chromium memory frames directly to your AI agent. Achieve 177 FPS zero-copy vision with built-in, age…
Grimoire Spellbook Server
Provide a comprehensive spellbook for Dungeons & Dragons 5th Edition to enhance your gameplay experience. Access detailed spell information and manage your spell resources efficie…
Multi-Provider Web Search Server
Provide unified web search capabilities by leveraging multiple search providers with automatic fallback to maximize your search quota. Perform searches across Google, Tavily, Duck…