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.
Ask Bera
Ask Bera MCP is a powerful Model Context Protocol (MCP) server that gives AI agents instant access to the entire Berachain ecosystem. Built with RAG (Retrieval Augmented Generatio…
Honcho Server
Build AI agents with social cognition and theory-of-mind capabilities to create personalized LLM-powered applications. Leverage comprehensive models of user psychology over time t…
Discord Selfbot MCP Server
Enable your agents to interact with Discord through a selfbot interface using the Model Context Protocol. Automate and extend Discord functionalities by integrating MCP tools and…
Environment Settings Manager
Manage environment variables and application settings securely through a hosted MCP server. Simplify configuration and secret management for your applications with centralized con…
RDKit Chemical Informatics Server
# MCP RDKit Project ## Overview The `mcp_rdkit` project integrates the RDKit library with the MCP (Model Context Protocol) framework to provide advanced chemical informatics too…
Sentient Brain Multi-Agent System
Coordinate and manage complex AI-driven software development workflows using a multi-agent architecture. Analyze, design, debug, and improve code projects with intelligent agents…
Mempalace Node
Implement a high-recall local memory system for Node.js using verbatim storage and pluggable vector backends without cloud dependencies.
snip-mcp
An MCP server for capturing screen regions directly into Claude Code conversations via hotkeys or tool calls. It provides Windows-specific screen snipping with multi-monitor suppo…
Hyperliquid Spot API
Hyperliquid spot tokens, prices, volume, wallet balances. 454 tokens. x402 micropayment.
Word Counter API
Count words, characters, sentences, paragraphs, reading time. x402 micropayment.
Glanser Guidelines MCP Server
Provides semantic search over a team's coding guidelines corpus using FastMCP, ChromaDB, and sentence-transformers. Enables fully offline operation with tools for searching, brows…
penni-mcp
AI bookkeeper for small businesses. Connect your QuickBooks Online and manage your books through Claude Desktop or Cursor. Check balances, pull P&L reports, track invoices, create…
YOLO11 PROJECT BLOODCELLTEST
基于Django搭建的血细胞检测系统引入智能助手工具调用RAG数据库查询
Retrieval Kit
A small library for document ingestion, vector and keyword search to aid the creation of RAG systems and MCP servers for knowledge retrieval
Forage — Web Intelligence & Knowledge Graph
Web intelligence, verified B2B contacts, and a persistent knowledge graph for AI agents.
Linkedin Humblebrag
linkedin-humblebrag MCP — wraps StupidAPIs (requires X-API-Key)
Milvus MCP Server
Enables large language models to interact with Milvus vector databases through natural language, supporting semantic search with built-in OpenAI-compatible embedding services and…
io.github.MastadoonPrime/agent-memory
Persistent, agent-owned memory with encrypted storage and shared knowledge commons.
Enterprise Internal Knowledge Base: Production-Ready RAG + MCP
Production-ready RAG + MCP demo: eval-in-CI merge gate, Langfuse traces, structure-aware chunking.
Woobox/hatchable-mcp
stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.
GroupDocs.Mcp.Core
Core framework for building MCP servers that expose GroupDocs document processing APIs as AI-callable tools. Provides pluggable file storage, file resolution, licensing, diagnosti…
Akin
Semantic code search tool for AI agents and CLI users. Works as both a CLI tool and MCP server. Uses local ONNX embeddings — no API keys, no external services.
Frootai
From the Roots to the Fruits !
TheStack-ai/waypath
aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server.
tradier-mcp
MCP server exposing Tradier brokerage tools to Claude, enabling account balance checks, position management, order operations, and market data queries.
Hive Agent Storage
Encrypted A2A object storage for autonomous agent state and artifacts
Hive Insurance Broker
Insurance brokerage for AI agents — quote, bind, and settle in USDC
qsearch
Practical LLM-powered search engine and knowledge base framework with real-time search and agent support, built with SpringAI, RAG, DeepSeek, Dify, Ollama, and Xinference.
lfrmonteiro99/memento-mcp
first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context acr…
Parlance
A C# code intelligence MCP server built on Roslyn
io.github.shemshallah/qtcl-mcp-server
Agent-native post-quantum blockchain. 11 tools: send, balance, quantum oracle metrics. Flat fee.
Nausika
Marine, maritime, nautical and sailing data for AI assistants and chatbots. Mediterranean marine forecast: wind, wave, swell, gust. Tide tables and tidal predictions. Sea routing…
Alpha (Mossland)
Korean crypto × AI media MCP — channel stance, daily briefs, RAG, canonical store, AI personas.
Graphstore
Memory infrastructure for AI agents!! store, recall by meaning or association, ingest documents, and track beliefs in one Python library.
Azure Data Lake Storage MCP Server By Cdata
This read-only MCP Server allows you to connect to Azure Data Lake Storage data from Claude Desktop through CData JDBC Drivers. For full CRUD support, check out the first managed…
Alibaba Cloud MCP Server
Enables AI assistants to manage Alibaba Cloud resources via natural language, with explicit tools for common services and a universal API invoker for full cloud coverage.
Oracle Cloud Infrastructure (OCI) MCP Server
A Model Context Protocol server for managing Oracle Cloud Infrastructure services, enabling LLMs to interact with compute instances, storage, identity, and databases through natur…
code_nav MCP
Deterministic code navigation MCP server for Codex/CodeCLI that provides compact repo context using git-aware deterministic search tools without semantic search or embeddings.
GMO Coin FX MCP Server
MCP server for GMO Coin FX trading, positions, executions, klines, and account balances.
io.github.lazymac2x/embedding-search
Cloudflare Workers MCP server: embedding-search
Doxa MCP
Free hosted MCP server for Christian encouragement and Bible lookup. Not an AI companion.
Local-first personal finance MCP
Local-first personal finance MCP. Aggregates bank, brokerage, credit, and loan accounts via Plaid.…
Personal WhatsApp MCP for Claude, built directly on whatsmeow
Personal WhatsApp MCP for Claude, built directly on whatsmeow. Encrypted-at-rest storage, Whisper…
MyAITwin
A personal RAG database you build from chat, so AI creates work that sounds like you.
udjin-labs/mnemostack
hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'`
com.clauxel.context7docs/context7docs-mcp
A paid remote MCP for Context7 MCP docs, built to return verdicts, receipts, usage logs, and audit-r
X Archive RAG
Local-first MCP tools for searching and drafting from your X/Twitter archive.
Koshi MCP Server
Koshi (講師) is a Model Context Protocol server that brings retrieval, context engineering, persistent memory, and quality scoring to any MCP-compatible AI client (Claude Code, Copi…
AIGuiders.AgentNotes.Core
Shared storage, hot-context routing, and embedded defaults for Agent Notes (MCP host and Cascade IDE).
RAG Engine
A modern AI RAG interface built with React, FastMCP, and FastAPI. Ingests dynamic PDF contexts into a PostgreSQL vector database and supports live, session-isolated document query…