Discover Awesome MCP Servers

procureradar-buyer-intelligence

MCP server for global B2B buyer intelligence. Find verified importers & distributors by product category & country. Free anonymous discovery via find_buyers. Contact unlock & company intelligence require a zk_ API key. SGX-listed data provider, PDPA compliant, bilingual EN/ZH.

mysql-context-mcp

Enables agents to pull compact MySQL row diffs into their context, supporting before/after changes via triggers or watermark-based updates, with tools to fetch and acknowledge changes.

MCP-RAG

基于 MCP 服务器的 RAG 系统 (Jīyú MCP fúwùqì de RAG xìtǒng) This translates to: **"RAG system based on MCP server"** While this is a direct translation, it might be helpful to provide a little more context depending on the intended audience. Here are a few options: * **More formal/technical:** 使用 MCP 服务器的检索增强生成系统 (Shǐyòng MCP fúwùqì de jiǎnsuǒ zēngqiáng shēngchéng xìtǒng) - "Retrieval-Augmented Generation system using an MCP server." This is more literal and emphasizes the technical aspects. * **Slightly more descriptive (but still concise):** 利用 MCP 服务器的 RAG 系统 (Lìyòng MCP fúwùqì de RAG xìtǒng) - "RAG system that leverages an MCP server." **Therefore, the best translation depends on the context. However, the first option, "基于 MCP 服务器的 RAG 系统 (Jīyú MCP fúwùqì de RAG xìtǒng)" is a good general translation.**

MCP UseCase Function Server

Triggers predefined functions based on specific usecases including data analysis, text processing, mathematical calculations, file operations, and web request simulations through natural language prompts.

MCP Middleware Server

A FastMCP server providing session-based memory and dynamic authentication using LangChain and Google Gemini. It enables persistent conversation history tracking through a session-ID system over HTTP transport.

dsrh-mcp

Provides evidence-grounded paper reading, citation verification, and reproducible experiment planning through DeepSeek Harness via a deterministic Python stdio server.

SmartCLI

A local Python MCP server for driving, perceiving, and rendering terminal programs, using a pluggable PTY and pyte screen model to let AI agents interact with real TUIs.

claude-code-bridge-mcp

Bridges Claude Code terminal sessions with Claude Chat by exposing session logs as tools, enabling seamless context transfer and two-way communication via a cooperative inbox and optional Google Drive sync.

zotero-mcp-server

An MCP server for the Zotero Web API v3 that lets you search, read, and write items, collections, tags, and notes in a Zotero library, supporting literature-review workflows.

openclaw-cli

Enables interaction with OpenClaw agents via MCP, supporting natural language queries and session management.

WebSearch-MCP

A standard MCP stdio service combining Grok AI search with Tavily structured retrieval, enabling web search, fetching, site mapping, and source management for MCP clients.

web-research-mcp

A version-aware cache for web research that stores and serves documentation references, preventing models from re-researching the same topics across sessions.

PowerPoint Translator

Translates PowerPoint presentations while preserving formatting using Amazon Bedrock models, available as both a standalone tool and a FastMCP service for AI assistants like Amazon Q Developer.

AI Quant Trading MCP Server

Provides real-time stock data, technical indicators, and market analysis via MCP protocol to enable AI-driven quantitative trading.

gcontext-mcp

Bridges AI agents to a gcontext workspace in the cloud, enabling file and folder management while keeping secret values and script execution local.

MCP Server Template

A minimal MCP server template with tools for string reversal and basic arithmetic operations.

MCP Trading Agent

Enables an AI agent to perform live demo trading analysis using market data, news, backtesting, breakout scanning, and persistent trading knowledge tools.

arabimaak-gulf-arabic

Look up Gulf Arabic words with pronunciation, example sentences, and cultural context. 30 essential words for learning Arabic used in Saudi Arabia, UAE, Qatar, Kuwait, Bahrain and Oman.

matter-controller-mcp

A powerful MCP server that enables AI assistants to discover, commission, and control Matter-compatible smart home devices through a standardized interface.

geocoding-mcp

An MCP server for forward geocoding via the Nominatim API (OpenStreetMap) with no API key required.

seosiri-biorobotics

A stateless, deterministic Bio-Robotics Core Engine converting biological data (UniProt API) to G-code.

agentic-devops-assistant

Enables AI-driven DevOps project analysis and automation through dynamic tool selection for file inspection, Dockerfile analysis, health checks, and test execution.

frame-check-mcp

Enables structural framing analysis of documents, identifying perspectives, omissions, and reader positioning, with numerical claim verification against authoritative sources.

report-needs

Enables AI agents to report and vote on infrastructure needs, providing developers with ranked demand signals to prioritize what to build next.

sostenuto

Provides a selective persistent memory layer for AI companions, enabling structured recall, reinforcement, and time-decayed retrieval through an MCP interface.

Subnet Calculator MCP Server

Enables subnet calculations from CIDR notation, providing network address, broadcast address, netmask, wildcard mask, usable host range, and number of usable hosts.

Railway MCP Server

MCP server with Streamable HTTP transport, deployed on Railway, offering tools like weather, BMI calculator, greetings, and question generation.

Nomad Stays

The Nomad Stays MCP Server provides access to a curated database of remote-work-friendly accommodations around the world. This API supports both the Model Context Protocol (MCP) for AI assistants and standard REST endpoints for direct integration.

turhal-python-runner-mcp

Executes Python code in isolated subprocesses with resource limits and timeout, designed for safe execution in Docker containers.

Memorised them All

Imagine you could hand Claude a filing cabinet of your documents and say "remember all of this." Later you just ask questions, and Claude answers from what it remembers — citing which document each fact came from. That's Memorised them All. It's a small add-on (an MCP server) for Claude Desktop and Claude Code that: Reads your files — PDFs, Word/Excel/PowerPoint, web pages, images (with OCR), ev