MCP servers tagged rag
4.9K 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.
Chunkhound
Your entire engineering context, deeply understood
AI Engineering Hub
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
Langchain4j
LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and m…
Nexent
Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in…
Ruoyi AI
Enterprise-grade AI agent framework with multi-provider LLM management, secure knowledge bases and high-precision RAG, visual workflow orchestration, and multi-agent coordination.
Qmd
mini cli search engine for your docs, knowledge bases, meeting notes, whatever. Tracking current sota approaches while being all local
Bm25s
Fast BM25 search in Python, powered by Numpy and Numba
Vectorcode
A code repository indexing tool to supercharge your LLM experience.
Mantic.sh
A structural code search engine for Al agents.
Learn AI Engineering
Learn AI and LLMs from scratch using free resources
Awesome AI Agents
🤖 A comprehensive list of 1,500+ resources and tools related to AI agents.
Langchain4j Aideepin
AI 应用平台（聊天、绘画、知识库、工作流、 MCP服务市场、语音输入输出、长期记忆） | AI application platform (Chat,Draw,RAG,Workflow,MCP marketplace, ASR,TTS, Long-term memory etc)
Searchat
Search + Chat = SearChat(AI Chat with Search), Support OpenAI/Anthropic/VertexAI/Gemini, DeepResearch, SearXNG, Docker. AI对话式搜索引擎，支持DeepResearch, 支持OpenAI/Anthropic/VertexAI/Gemi…
Victoriametrics
The implementation of Model Context Protocol (MCP) server for VictoriaMetrics
Axon.mcp.server
Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants
nkapila6/mcp-local-rag
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
Openderisk
AI-Native Risk Intelligence Systems, OpenDeRisk——Your application system risk intelligent manager provides 7* 24-hour comprehensive and in-depth protection.
Vibe
🎨 Vibe Design System - Official monday.com UI resources for application development in React.js
Haiku.rag
Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server
Revornix
Revornix is an open-source, local-first AI information/markdown workspace. It helps you collect fragmented inputs, turn them into structured knowledge, generate reports with image…
Nosia
Self-hosted AI RAG + MCP Platform
Pluggedin App
The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI t…
Tome
a magical LLM desktop client that makes it easy for *anyone* to use LLMs and MCP
shinpr/mcp-local-rag
Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.
Yu AI Agent
编程导航 AI 开发实战新项目，基于 Spring Boot 3 + Java 21 + Spring AI 构建 AI 恋爱大师应用和 ReAct 模式自主规划智能体YuManus，覆盖 AI 大模型接入、Spring AI 核心特性、Prompt 工程和优化、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、AI…
Video Search And Summarization
NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual…
Cookhero
CookHero是一个基于 LLM + RAG + Agent + 多模态的智能饮食与烹饪管理平台，支持智能菜谱查询、个性化饮食计划、AI 饮食记录、营养分析、Web 搜索增强，以及可扩展的 ReAct Agent / Subagent 工具体系，帮助厨房新手轻松成为“烹饪英雄”。
Deepwideresearch
Agentic RAG for any scenario. Customize sources, depth, and width
Ragrabbit
Open Source, Self-Hosted, AI Search and LLM.txt for your website
agentic-mcp-tools/memora
Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.
Text2sql.net
Text2Sql.Net 是一个使用DotNet和Semantic Kernel开发的Text2Sql工具
Qdrant Loader
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence…
zilliztech/mcp-server-milvus
Model Context Protocol Servers for Milvus
Meilisearch
A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces.
Statelessagent
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
Apple RAG MCP
Apple developer docs and WWDC transcripts with RAG retrieval and Jev relevance ranking.
Codealive MCP
Context engine for large codebases, exposed through MCP. Gives AI coding agents precise repository context; benchmarked at frontier-agent quality with ~25x lower model cost and 45…
nonatofabio/local-faiss-mcp
Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search for Claude / Copilot / Agents.
code-context
Model Context Protocol integration for Code Context
Voltagent
AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework
MCP
Open-source framework for building agentic apps in JavaScript, Go, Dart, and Python, built and used in production by Google
Context Harness
Local-first context ingestion and retrieval for AI tools. SQLite + embeddings + MCP server for Cursor & Claude.
TiDB
TiDB AI SDK: Unified Multi-Modal Data Platform for AI Apps & Agents
Context Engineering
🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGra…
Genkitx
A Genkit plugin that provides interoperability between Genkit and Model Context Protocol (MCP). Both client and server use cases are supported.
Rimcp Hybrid
Rimworld Coding RAG MCP server
hannesrudolph/mcp-ragdocs
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant…
Agentgate
Approval workflows for AI agents
Graphify
Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local determi…
Crawl4ai
Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key.