Discover Awesome MCP Servers

Bayesian MCP

A Model Calling Protocol server that enables LLMs to perform rigorous Bayesian analysis and probabilistic reasoning, including inference, model comparison, and predictive modeling with uncertainty quantification.

GrabMaps MCP Server

Provides access to GrabMaps services (Places, Maps, Routes) through AWS Location Service using the Model Context Protocol.

Ramp MCP

一个 MCP 服务器，连接到 Ramp API，允许用户通过诸如 Cursor 或 Claude Desktop 等 MCP 客户端，使用自然语言与其 Ramp 财务数据进行交互。

ActionsMCP

A Model Context Protocol server that exposes project-specific development tools (tests, linters, typecheckers) to coding assistants through a simple YAML configuration, eliminating the need for manual command approval.

Perplexity Agent MCP

Enables coding assistants to access Perplexity AI for quick fact-checking and in-depth research. Provides two tools: lookup for fast documentation queries and answer for comprehensive research with recommendations.

claude-mermaid

MCP Server to previewing mermaid diagrams. https://github.com/veelenga/claude-mermaid/

KPC Component Library MCP Server

AI code generation service for KPC component library that solves hallucination problems by providing accurate component APIs, validation rules, and usage examples.

mcp-servers

模型上下文协议服务器的存储库

Investment Memorandum Processor MCP Server

An MCP server that automates extraction of structured financial data from investment memorandums and generates standardized PowerPoint presentations through a RESTful API.

Job URL Analyzer MCP Server

A FastAPI-based microservice that analyzes job URLs and extracts detailed company information by crawling job postings and company websites, with data enrichment from external providers.

MCP Domotica Backend

Enables control and management of smart home devices across multiple rooms through specialized MCP servers. Supports lights, thermostats, fans, and ovens with room-specific rules and automatic persistence.

OpenAPITools SDK

你的 API，现在是 AI 工具。一分钟内构建 MCP 服务器。

twitter-username-changes-mcp

An MCP server that tracks the historical changes of Twitter usernames—frequent screen name changes in crypto projects can be a red flag for potential scam risks.

GitHub Actions for Plane-MCP

✈ 飞机适用MCP (Fēijī shìyòng MCP)

prompt-new-mcp

A Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.

Daisys MCP Server

A beta server that enables integration with Daisys.ai services via the Message Control Protocol (MCP), allowing AI clients like Claude Desktop and Cursor to use Daisys features through a standardized interface.

mcp-sqlite-manager

一个用于与 SQLite 数据库交互的 MCP 服务器 (Yī gè yòng yú yǔ SQLite shùjùkù jiāohù de MCP fúwùqì)

Prefect MCP Server

镜子 (jìng zi)

Ultra MCP-SS

A FastAPI-based MCP server that integrates with smartscreen.tv, allowing you to programmatically control web displays by displaying media, sending notifications, and controlling playback via HTTP commands.

HackerNews MCP Server

Enables AI assistants to access HackerNews content through structured search, front page retrieval, latest posts monitoring, detailed item fetching with comment trees, and user profile viewing via the Algolia API.

Medical Calculator MCP Service

Provides access to 56 professional medical calculators covering multiple specialties including cardiovascular, renal, hepatic, respiratory, and critical care assessments. Enables healthcare professionals to perform evidence-based calculations with detailed explanations and automatic unit conversions.

Notion MCP Server

Enables AI assistants to interact with Notion workspaces through the Notion API. Supports searching, reading, creating pages, and querying databases with filters and sorting capabilities.

Docker MCP Server

Enables natural language interaction with Docker commands and operations. Supports container management, image operations, system information, and Docker Compose through conversational requests.

Ingrids Reisetjenester

Enables intelligent travel planning by combining weather forecasts and route calculations for destinations. Provides personalized travel recommendations based on weather conditions and supports trip planning with persistent conversation memory.

Task Manager MCP

Enables intelligent task management with status tracking, dependency resolution, and automatic next task discovery based on preconditions and priorities. Supports hierarchical task structures with subtasks and flexible JSON-based configuration.

FoundryVTT MCP Server

A Model Context Protocol server that integrates with FoundryVTT, allowing AI assistants to interact with tabletop gaming sessions through natural language to query actors, roll dice, generate content, and manage game worlds.

Search Stock News MCP Server

Provides real-time stock news search capabilities via Tavily API, allowing MCP clients to retrieve filtered and customized stock news with various search parameters.

MediaWiki MCP Server

A tool that enables AI assistants like Claude to interact with MediaWiki instances by retrieving page content, performing searches, and analyzing wiki information through the MediaWiki API.