Discover Awesome MCP Servers

Weather MCP Server

Enables real-time weather information and forecasts using the Open-Meteo API. Provides current weather conditions and forecast data for any location specified by latitude and longitude coordinates.

quran_cloud_mcp_server

MCP 服务器，帮助大型语言模型访问《古兰经》API (MCP fúwùqì, bāngzhù dàxíng yǔyán móxíng fǎngwèn “Gǔlánjīng” API)

Shell MCP Server

Enables execution of shell commands through a terminal tool and provides access to a custom readme file from OneDrive Desktop or local Desktop directory.

GitLab MCP Code Review

Enables AI assistants to review GitLab merge requests by fetching changes, analyzing diffs, adding comments, and managing approvals through the GitLab API. Supports complete merge request analysis, file-specific reviews, and version comparisons.

Zoo MCP Server

A FastMCP-based server that provides tools for retrieving animal species lists and specific animal details from a fictional zoo. It serves as a reference for deploying and securing Model Context Protocol servers on Google Cloud Run.

LinkedIn Automated Post Creator

Automates the creation and scheduling of LinkedIn posts using MCP server integration, allowing users to manage content and automatically publish to their LinkedIn accounts.

College Football Data Server

一个 MCP 服务器，在 Claude Desktop 中提供对来自 College Football Data API 的大学橄榄球统计数据的访问。

SET-MCP

Provides access to the Securities Exchange of Thailand (SET) to retrieve comprehensive financial statements for listed companies. It enables AI agents to query income statements, balance sheets, and cash flow statements with historical data support.

Gemini Image Generator MCP

Enables Claude Desktop users to generate and edit high-quality images using Google's Gemini AI. Supports text-to-image generation, image transformations with text prompts, and automatic local saving with multilingual support.

MCP-MinerU

Enables document and image parsing to extract text, tables, and formulas from PDFs, screenshots, and scanned documents. Features OCR capabilities, table recognition, LaTeX formula conversion, and MLX acceleration optimized for Apple Silicon.

YA_MCPServer Template

A boilerplate template for developing Model Context Protocol (MCP) servers, providing a structured framework for defining tools, resources, and prompts.

Postman MCP Generator

A server that implements the Model Context Protocol (MCP) standard, enabling LLMs like Claude to interact with selected Postman API requests through generated JavaScript tools.

MCP Mobile Server

Transforms AI assistants into mobile development powerhouses with 36 tools for Flutter, Android, and iOS development, including intelligent device management, automated builds, testing, and deployment workflows.

ADK MCP Agent

A streaming chat agent that integrates Google ADK with Model Context Protocol and Google Maps tools, enabling users to interact with location-based services through a conversational interface.

Mnemo

Provides AI assistants with extended memory by loading large codebases, documentation sites, PDFs, and GitHub repos into Gemini's context cache for perfect recall querying without complex RAG pipelines.

Microsoft SQL Server MCP Server

Enables AI assistants to connect and query Microsoft SQL Server databases using natural language, executing read-only SQL queries for safe data inspection and analysis.

Lutris MCP Server

Enables AI assistants to browse, search, and manage a Lutris Linux gaming library. It provides tools for modifying game details, organizing categories, and accessing collection statistics directly from the Lutris SQLite database.

usecortex-mcp

Persistent memory for AI coding agents. Store coding standards, architecture decisions, and project context across sessions with AES-256 encryption.

Memos MCP Server

Enables AI assistants to interact with Memos instances for knowledge management. Supports searching, creating, updating, and retrieving memos with markdown content, tags, and visibility controls.

AI Autonomous Data Manager MCP

MCP服务器提供对数据库的受控CRUD访问 **Explanation:** * **MCP server:** MCP服务器 (MCP fúwùqì) - This is a direct transliteration of "MCP server." MCP likely stands for a specific technology or architecture, so it's best to keep it as is. * **providing:** 提供 (tígōng) - meaning "to provide" or "offering" * **controlled:** 受控 (shòukòng) - meaning "controlled" or "regulated" * **CRUD access:** CRUD访问 (CRUD fǎngwèn) - Again, "CRUD" is a common acronym in software development (Create, Read, Update, Delete), so it's best to keep it as is and transliterate it. 访问 (fǎngwèn) means "access." * **to a database:** 对数据库 (duì shùjùkù) - meaning "to a database." 数据库 (shùjùkù) means "database." Therefore, the entire translation means: "An MCP server that provides controlled Create, Read, Update, and Delete access to a database."

Lorem Ipsum MCP Server

A Model Context Protocol server that enables image generation and retrieval from picsum.photos with customizable parameters like dimensions, filters, and output formats.

PlantUML MCP Server

Converts PlantUML snippets into shareable diagrams with support for capability landscapes, business scenarios, and ArchiMate diagrams. Supports HTTP, SSE, and STDIO transports for integration with Claude Desktop, Flowise, and other MCP-compatible runtimes.

AWS AppRunner MCP Server

A boilerplate TypeScript MCP server with Express.js designed for AWS AppRunner deployment. Provides sample tools, resources, and prompts with Docker containerization and GitHub Actions CI/CD workflow.

MCP Jira Server

An MCP server for interacting with self-hosted Jira instances using Personal Access Token (PAT) authentication. It enables users to perform CRUD operations on issues, search with JQL, manage comments, and list projects through the Jira REST API.

Remote MCP Entra ID Todo

Enables comprehensive Microsoft To Do task management through Microsoft Graph API with Entra ID OAuth authentication. Supports creating, updating, and managing todo lists, tasks, reminders, and due dates through natural language.

grok-api-mcp

An MCP server that provides comprehensive xAI/Grok API documentation, allowing AI assistants to search bundled guides, fetch live documentation, and browse API endpoints or model specifications.

XC-MCP: XCode CLI wrapper

Problem: MCP clients can't efficiently use Xcode CLI tools because the build and simulator listing commands return more than 50k tokens, exceeding MCP limits. Solution: MCP tooling using progressive disclosure with intelligent caching.

MCP Linear App

一个服务器，它使 AI 助手能够通过模型上下文协议与 Linear 的项目管理工具进行交互，支持诸如搜索、创建和更新 issue、添加评论以及检索用户资料和团队信息等功能。

WeChat Article Reader MCP Server

Enables fetching, searching, and summarizing WeChat public account articles through browser automation. Supports multiple output formats and provides article metadata and statistics.