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.
Iwsdk Rag MCP
MCP server providing semantic code search and API reference for the Immersive Web SDK using RAG (Retrieval-Augmented Generation) with vector embeddings
RAG MCP Starter Project
A simple starter project for RAG&MCP&LLM Applications
Weather API Rust
High-performance REST API built with Axum and Tokio — MCP protocol integration for Claude Code, async client, comprehensive test coverage
Documentdb Agentic Memory
DocumentDB-backed primary memory for GitHub Copilot CLI: an MCP knowledge-graph plugin plus a sidecar that mirrors ~/.copilot/session-store.db into DocumentDB. Browse it through d…
Unified Agents SDK
Stop writing provider-specific glue code. Unified Agent Gateway gives you one REST/SSE API across OpenAI, Anthropic, Gemini, Groq, DeepSeek and more — with MCP tool discovery, RAG…
BrowserAgent GPT Navigator
🤖🌐 An intelligent web-browsing assistant powered by Puppeteer, OpenAI GPT, and MCP Agents — seamlessly automate navigation, interaction, and summarization of web content in real-t…
Knowledge Storage MCP System
Central repository for the Knowledge Extraction System - manages academic knowledge in a Neo4j graph database focused on mathematical concepts, symbols, and their relationships.
Embedding MCP Python
Generate embeddings suitable for vector search via MCP using Ollama
Oci Genai Rag MCP
An OCI Implementation of MCP Supported RAG with Custom Tool in OCI GenAI Agent service.
Ragen Connectors
MCP servers for Ragen
RoleRadar
🎯 RoleRadar moves beyond keyword matching. It uses AI Agents and MCP to securely connect your local resume and project context to job market insights, providing deep semantic job…
Ecommerce Agent
Agentic e-commerce AI assistant powered by LangGraph, structured tool orchestration, context engineering, policy-aware RAG, multimodal AI, and a public MCP server.
Case CRM
Servidor MCP com busca semantica: FastMCP + FAISS + embeddings (sentence-transformers), SQLite e Docker
University Rules Rag MCP Agent
中山大学管理规定的 RAG 与 MCP Agent 学习项目，包含 BGE 向量检索、混合检索、Reranker、持久化索引和 DeepSeek 带来源问答。（学习用）
Chain Of Command CoC Agent System
Multi-tier LLM support chatbot where escalation is a real handoff — each tier (Front Desk → Manager → VP → CEO) gets its own model, tools, and UI theme. Built with LangGraph, MCP,…
Agent Gdrive Gemini
Um agente de IA em Python que utiliza o Modelo de Protocolo de Contexto (MCP) para interagir com o Google Drive e o modelo Gemini. Permite gerenciar arquivos e pastas no Google Dr…
GenAI Applications
Code samples of Langchain, LangGraph, Streamlit, RAG, MCP.
AI For Research
[DEMO] RAG on Azure w/ MCP layer for AI agents
Rag Search MCP
Go-based MCP retrieval service for RAG: semantic search across docs and code using Ollama and Chroma.
Omnibot
🤖 MCP-native AI Agent Framework — plug any MCP server, ship an agent in minutes. ReAct loop + multi-LLM + tool calling.
Mastering MCP
RAG tutorial: mastering-mcp
Paraglider Tools MCP
MCP Server for various paragliding applications
Searxng MCP Server Rust
A Model Context Protocol (MCP) server that enables LLMs to leverage SearXNG—a privacy-respecting metasearch engine.
AI Era Github Stars
Curated high-value GitHub repositories for the AI era: agents, models, MCP, RAG, and AI infrastructure.
Stateless Loadbalancer Proof
Measured proof that the stateless MCP 2026-07-28 revision lets a remote MCP server run behind a plain round-robin load balancer with zero session affinity — session-based fails at…
Ds Project
It generates a report based on documents.
Private Knowledge Agent
基于 LangGraph + MCP + FastAPI(SSE) + Streamlit 的本地知识库问答助手
Public Gbrain Agentos
Second Brain distribution: self-host shared agent memory (MCP + Postgres+pgvector) + inbox-agent + personal agent workspace generator. Apache 2.0.
Semantic Context MCP
A Model Context Protocol (MCP) server that leverages a vector database to efficiently index and query the codebase.
PlaudBlender
Local-first Plaud recording pipeline and personal knowledge timeline with Python, SQLite, Qdrant, RAG, 3D graphs, MCP tools, and a SwiftUI companion.
Otonom Aglar MCP
🤖 Anthropic MCP tabanlı otonom ajan ağı mimarisi. ReAct döngüsü, semantik hafıza (RAG) ve Playwright entegrasyonu ile LLM'leri dış dünyada aksiyon alan akıllı sistemlere dönüştüre…
Cocktails Rag MCP
MCP tool for cocktail recommendations using RAG (Retrieval-Augmented Generation).
SupportPilot
电商智能客服系统：ReAct + RAG + MCP + Multi-Agent + Memory + Skill
Local Ecommerce AI Agent
基于 Dify + Ollama + MCP 实现的全本地化电商客服智能体
Atlassian Netscaler MCP
Unified MCP server for Jira & Confluence Server/DC behind Citrix NetScaler SSO — Playwright cookie capture + Keychain storage
Personal Brain MCP
A multimodal RAG personal brain API with MCP integration for Claude Desktop, supporting semantic search and archival of documents and chat sessions
Kb Bridge
MCP server for enhancing knowledge base search and retrieval
Studio5k
Mcp para interagir com o Studio 5000 da Rockwell na versão 31
Rag Ollama
A short demo on how MCP can be used within the RAG system (get from content from web search)
Continuo Memory MCP
Continuo is a persistent memory system that provides semantic search and storage capabilities for development workflows. By separating reasoning (LLM) from long-term memory (Vecto…
OnboardingAndHR AI Assistant
An AI-powered employee assistant integrating Groq LLM and RAG via MCP for Claude Desktop. Features include secure employee onboarding, admin IAM for authentication, PDF-based comp…
Compass Fx Pulse
Multi-currency FX risk management platform: LangGraph Agent + RAG (bge-m3) + MCP Server + LoRA-tuned Qwen3-1.7B + TimeXer forecasting
Local Rag Knowledgebase MCP
A fully local RAG-based knowledge base system with an MCP (Model Context Protocol) server. It enables document upload and search through AI assistants using MCP, while guaranteein…
AI Knowledge Hub
The world's best open-source AI & LLM engineering resources curated, annotated, and organized. Covers RAG, agents, fine-tuning, prompt engineering, vector databases, transformers,…
Mint Mory
Typed, graph-linked, self-consolidating memory for LLM agents — single-file SQLite, with MCP/CLI/HTTP. ’Member or die!
Market Sentinal Core
LangGraph multi-agent paper-trading system with deterministic Kelly + Monte Carlo position sizing (MCP-wrapped, never LLM-callable), a real human approval gate via LangGraph inter…
Prf AI Pipeline
Production-grade Agentic AI platform for nonprofit fundraising campaigns (LangGraph multi-agent pipeline, MCP, RAG, human-in-the-loop)
Rag Based MCP
This mcp harnesses the power of GroundX api to read and ingest any pdf and answers any questions based on those pdf
Image Similarity MCP Server
This MCP Server runs locally (stdio) and based on an image path and a folder path (assets), returns the most similar matches (embeddings))
Local Flow
1 file RAG MCP server for Cursor