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.
Plex Mirror
Mirrors a curated subset of a remote (shared) Plex server to local storage for a co-located Jellyfin instance. Single Go binary: browser portal + MCP server + CLI.
Qdrant Server
mcp stdio qdrant
DF MCPE Server
Learning DragonFly Development
Oracle Automate
MCP Server, Client and RAG for Oracle Fusion ERP
Obsidian MCP Semantic Metagraph
Obsidian MCP-RAG server for AI agents [Local & Cloud] with full-note, heading-aware semantic retrieval, lexical search, graph navigation, passage provenance, and vault manipulatio…
LLM MCP Gateway Rs
Rust LLM gateway compatible with the OpenAI Responses API, integrating MCP (local Docs/PDF KB + extensible tool/database MCP servers) with a tool-loop, and compatible with Big-AGI…
Ragpilot
MCP server that gives AI coding agents semantic search, symbol graphs, impact analysis, and token-budgeted context bundling over local codebases.
Eth Trading MCP Server
Model Context Protocol (MCP) server in Rust for AI agents to query Ethereum balances and simulate token swaps
Aether Linux MCP Server
AETHER_02 — Full-spectrum Linux MCP Server on Rust. 12 tools, 99.9% system management coverage including GUI automation. Maximum speed, maximum security.
Qdrant MCP Server Rust
Model Context Protocol (MCP) server for Qdrant. This server allows AI models to interact directly with your Qdrant collections for vector search, point management, and collection…
Spring AI Agents Rag
Production-shaped Spring AI reference app (Java 25, Spring Boot 3.5): multi-provider LLM chat (OpenAI, Vertex AI, Hugging Face, Ollama), advanced RAG over pgvector with Cohere rer…
The 35
The Thirty-Five — compliance coverage MCP server and sub-services
Claude Codebase Rag
Semantyczne wyszukiwanie kodu dla Claude Code — lokalny MCP server z pgvector + ollama
Mfp Basecamp
Full-coverage Ruby MCP server for the Basecamp 3/4 API — 146 tools covering the entire API surface, with auto-pagination, rate limiting, and token refresh. Works with Claude Deskt…
Redmine Issue Vector Sync
Standalone Redmine 6 plugin: incremental issue+comment sync to Qdrant, semantic search in core /search, MCP server. No redmine_ai_helper, zero gems.
Homebrew Amanmcp
AmanMCP is a local-first RAG MCP server for developers - providing hybrid search (BM25 + semantic) over codebases for AI assistants like Claude Code and Cursor.
Laravel AI Log Analysis
Laravel MCP and RAG Log Analysis Sample App. Uses Laravel MCP Server, Overpass for python bridge and Prism for LLMs
Sink Server
Sink's receive side: ingest, parse, storage, prune, inbox UI, and body-blind MCP server.
Laravel Simple Rag
Laravel Knowledge Provider — a Laravel application that serves as an MCP server and a web-based knowledge manager where users can organize, manage (CRUD), and prepare their questi…
Orchestragent Intellij
IntelliJ IDEA plugin that provides UI and workflow management for the orchestragent MCP server
Ios Copilot MCP Demo
AI-Driven Automation for iOS: Leveraging GitHub Copilot Agent Mode and MCP Servers
Polymarket Control Panel
Local Polymarket-style control panel for multi-account trading: live balance charts, strategy control, MCP server for AI agents
KnowledgeBaseKit
A local knowledge base for Markdown notes on macOS: SQLite + sqlite-vec + Ollama, with hybrid keyword/semantic/graph retrieval and an MCP server.
Kairo App
Kairō — a voice-first, privacy-first personal AI memory app that runs entirely on your iPhone. On-device RAG, spaced-repetition review, a proactive streak engine + mascot widget,…
srezai-team/srezai-mcp
only clients.
AI Projects
AI/ML engineering portfolio covering agentic AI, multi-agent orchestration, RAG, AI safety, knowledge graphs, document intelligence, voice AI and classical NLP/ML.
LangGraph
A tutorial to demonstrate integration of Gen AI Tools
Web2md MCP
MCP server to convert any webpage to clean Markdown for Claude Desktop, Cursor & AI agents — works on Reddit, X, and paywalled pages via Agent Bridge.
Evidence Gate
Stop your AI from making up facts about your own data. A pre-generation grounding gate for LLM/RAG apps — zero-dep, MIT, JS + Python, with an MCP server.
Agent Memory Site Action
GitHub composite Action that builds a Markdown vault into an agent-memory-site bundle and deploys to Pages. One uses: line.
Aimem
Session resilience and shared memory for AI coding agents - journals every turn to local SQLite, curates durable facts, syncs across machines. Claude Code + OpenCode.
Skill Router G6
Self-learning skill router for AI agents. 6-stage pipeline with anti-hallucination protections. Model-agnostic MCP server.
Flying Rag MCP
Local-first MCP server for RAG over engineering documentation (GOST/SP, project PDF/DOCX/XLSX, IFC/DWG). Lemonade embeddings + LanceDB hybrid search with query planning and retrie…
ContextFirewall
Guardrails for the memory layer — a trust firewall for AI coding-agent memory, built on Cognee. Audits every remembered fact (staleness, contradiction, secrets, evidence) before i…
Petrenko Notes MCP
Production MCP server backing a personal AI knowledge layer. n8n + Supabase + pgvector with 3-channel hybrid search (ILIKE + FTS + vector RRF).
Bert
Long-context project memory for Claude Code / Cursor / Codex — a local MCP server with hybrid retrieval (dense + BM25 + cross-encoder rerank). Falsification-first benchmarks, hone…
Sfx Lead Intelligence
SFX Lead Intelligence Command Center: local-LLM hub plus lead dashboard, quality lifted 61 to 99 percent via a ground-truth eval harness. Showcase; source private.
Memstrata
Semantic memory MCP server (FastMCP + Postgres/pgvector) with tiered recall depth for token economy. Ships a retrieval-quality eval suite — precision@5 0.69, recall@10 0.82.
Ask Marco Assistant
Chat über alle Portfolio-Projekte per Context-Stuffing, dazu ein MCP-Server für Claude Code und Desktop.
Agent Context Substrate
The substrate is the asset; the model is an interchangeable client. Agent Context Substrate (ACS): model-independent memory for AI agents.
Knowledgebase Service
Connective tissue for a GitHub account: a reusable knowledge API + MCP server mapping repos, dependencies, and the agents/people working across them. Demonstrated on my own accoun…
Hf Data Agent
Internal RAG data agent with shared UI/MCP/Slack entrypoints, live data tools, and Hugging Face model backends.
Pinakes
Pinakes — a portable, agent-first knowledge base. One directory = one KB.
DREAMER
Curated memory system for AI agents. Raw logs → a Librarian-curated knowledge layer → assembled briefs. With a spreading-activation query engine and a nightly cross-topic Dreamer.…
Intelligent Agentic Research Assistant
Autonomous Multi-Agent Research Assistant powered by CrewAI, SQLite Long-Term Memory (LTM), and stdio Model Context Protocol (MCP). Evolving from hybrid RAG to a cooperative agent…
Myai
Personal smart AI assistant
Obstetrics Rag Vs MCP
Comparative study of Retrieval-Augmented Generation (RAG) and Model Context Protocol (MCP) for obstetrics clinical decision support, medical knowledge retrieval, and AI-assisted w…
AI 101
聰明使用 AI 的知識庫 — AI knowledge base: Claude Code, Context Engineering, local LLM, AI agents. From concepts to hands-on.
io.github.agtrepo/agtrepo-memory
Encrypted, pay-per-use persistent memory storage for AI agents, gated by x402 payments on Base.
com.withtallied/tallied
Log hours and invoice clients from your AI chat. Time tracking and invoicing for freelancers.