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.
Hologram AI Agent
A modular, multi-language AI agent built with NestJS for the Hologram + Verana ecosystem. Supports LLM integration (OpenAI, Ollama, Anthropic), RAG, MCP (Model Context Protocol) s…
Tailscale Network MCP Server
A distributed model context server for AI agents, leveraging Tailscale for secure networking.
Ultragateway
macOS background app: expose local MCP servers over SSE with tunnel + menu bar
Demeter
Assistant IA souverain multiplateforme intégrant Albert, les API compatibles OpenAI, le RAG avec Qdrant et les serveurs MCP.
Claudebase
Local infrastructure for LLM agents — hybrid retrieval, cognitive memory, persistent channels
Vectile
A desktop search engine for everything you write, read, and keep. Connect your Obsidian vault, projects, Calibre library, and code repos, then find anything with local hybrid sear…
UnitTest Generator MCP
This is a MCP version of the UnitTest_Generator project along with skills for analyzing the code, existing unit tests, generating new unit tests and building the unit test for get…
Java AI Cookbook
Runnable, minimal LLM examples for Java - Spring AI & LangChain4j. RAG, agents, MCP servers, tool calling, structured output, evals. One folder = one command.
Wisprnote AI
AI chief of staff for your meetings. No bot joins the call — Wisprnote listens on your Mac, turns months of meetings into a searchable knowledge graph, connects Jira, GitHub, Slac…
Bepinex MCP
Live Unity + BepInEx bridge for AI agents (MCP): Mono/IL2CPP plugins, dynamic Harmony patches, profiles. Pairs with gamecode-rag.
KnowledgeRAG
KnowledgeHub — all-in-one standalone .NET 10 knowledge platform: installable Blazor WASM admin (PWA), REST API, native MCP server (Streamable HTTP + SSE), SQLite, pluggable embedd…
Jev MCP
Typed decisions with Jev / System One via OpenRouter or TypeSafe: classify, verify, rerank, decide.
Ariadne
Local-first multilingual memory for Codex, Claude Code, and MCP clients using Qdrant and Ollama.
Rag With Chromadb
🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.
Agent Orchestrator
Local Agentic AI Framework using Model Context Protocol (MCP), LangGraph, and Ollama
Codebase Rag
Index any GitHub repo and search it via MCP server. Keyword + semantic + hybrid search over your codebase.
Meta MCP Server
A meta server for orchestrating and leveraging multiple MCP servers and tools based on user requests
Rag Server
High-performance RAG server in Rust with hybrid search (BM25 + vector), dual reranker support (BGE-Reranker-v2-M3 for Swedish, Mxbai-Reranker-Large-v2 for English), exact BPE toke…
Alexandria
Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.
Korean Law Search
Search and retrieve Korean statutes and administrative rules with precise filters. Access English translations and drill down to articles, paragraphs, and sub-items. Explore linka…
Poke Bank
FastMCP server exposing Open Banking (Enable Banking) as MCP tools — get_auth_url, exchange_code, list_accounts, get_transactions, get_balances
Manger Leave System Lpmr
A simple yet powerful leave management system built with FastMCP (Model Context Protocol). This system allows organizations to manage employee leave requests, approvals, and balan…
Indexa
The local context engine for AI. Summarizes every file, rolls folders up into whole-project context, and serves any AI tool (Claude Code, Cursor, local models) a ranked slice over…
Libscope
AI-powered knowledge base with MCP integration — query library docs, internal wikis, and topics with semantic search
Code Rag MCP
로컬 임베딩 기반 코드 검색 MCP 플러그인 — Claude Code에서 자연어로 Android/iOS 코드베이스를 검색합니다
The Pensieve
One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and links, you understand…
Microapi
Schema-less JSON Storage REST API
GROQ
This project implements a suite of AI tools built on the Machine Communication Protocol (MCP) framework. Each tool leverages large language models through a client-server architec…
Doc Indexer MCP
Local document indexer MCP server for semantic search over PDF, Excel, SQL, Markdown, and HTML files using Qdrant and Voyage AI embeddings.
EVE ESI Tool
An MCP server that integrates EVE Online's ESI API with AI assistants to enable natural language interaction with character data, market information, and assets. It provides 22 to…
Diagrams
A local/remote MCP server for generating infrastructure and architecture diagrams as code using the Python [diagrams](https://diagrams.mingrammer.com/) library ## Features **5 D…
Aitherflow Knowledge
MCP server for RAG knowledge base search — local embeddings (fastembed/ONNX) + vector search (LanceDB)
Skill2mcp
An innovative approach to decouple MCP tool definitions and encourage federated tool management and governance. Reduce friction between skill design and real-world operations on M…
PG-Git (Semantic Memory MCP)
A persistent, PostgreSQL-backed repository management system and semantic memory MCP server that stores the entire Git DAG natively in PostgreSQL with temporally-decayed semantic…
io.github.Hyeonu-Cha/dotnet-coverage-mcp
MCP server for .NET coverage: run tests, parse Cobertura, find uncovered branches, append tests.
Project Memory MCP
Project memory MCP server for Claude desktop
QdrantRAG
A local Retrieval-Augmented Generation (RAG) toolkit and **MCP server** for Claude Code, built with **.NET 10 / C#**.
Savirinc/unfragile-mcp-server
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retrieval-lens
A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs…
Nectar-MCP
Nectar is a stdio MCP server for Pollinations image and video generation. It gives MCP clients a small, focused toolset for generating images, editing images, generating videos, l…
TrueNAS SCALE
Inspect and manage TrueNAS SCALE storage, shares, apps and system state with your own API key
Redbark
Read-only live access to Australian bank (CDR/open banking) and global brokerage data for AI agents.
Mnemos MCP
Self hosted MCP knowledge server. Turn docs into searchable context with multi collection isolation, deterministic ingestion, and local vector search via Ollama + pgvector. 100% p…
AI Books MCP Server
🧠 Extend LLM context windows up to 60× with perfect data integrity using gravitational memory compression for fast, universal compatibility.
Promptbook MCP
🤖 Store, search, and organize your AI prompts easily with RAG-powered semantic search in this plug-and-play server for developers.
Memo MCP
Another MCP Server for memo (usememos.com)
Ragdb MCP
MCP対応のRAGシステム。Markdownドキュメントをベクトル化し、自然言語で高速検索。LibSQL、Qdrant、PostgreSQLに対応してます。
Monkdb MCP
An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜
Kaia MCP
a kaia model context protocol for claude desktop to execute transactions onchain
Cocoindex Claude Code
Complete knowledge base system with semantic search for Claude Code CLI. Powered by CocoIndex, PostgreSQL + pgvector, and MCP protocol.