Discover Awesome MCP Servers

minibridge

MCP 与世界之间的安全桥梁

firefox-devtools-mcp

Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.

Awesome-MCP-Servers-By-SpoonOS

MCP 帮助你在 LLM 的基础上构建代理和复杂的工作流程。

Foundry MCP Server

镜子 (jìng zi)

telegram-archive-mcp

MCP server that exposes any Telegram-Archive instance to LLMs, enabling message search, chat browsing, and access to archived Telegram history.

Open Primitive

26 US federal data domains as 23 MCP tools. Ed25519 signed responses. Free, no API key.

MCP Debugger

Enables debugging of Python, JavaScript/TypeScript, Go, and Rust code using real debuggers with breakpoints, stepping, variable inspection, and stack trace navigation through the Debug Adapter Protocol.

Joplin MCP Server

一个服务器，使 AI 助手能够通过模型上下文协议访问和操作 Joplin 笔记，从而允许使用自然语言搜索、阅读、编辑和管理笔记。

TianGong-LCA-MCP Server

一个模型上下文协议服务器，支持用于天宫生命周期评估 (LCA) 应用的 STDIO 和 SSE 协议。

Ekispert MCP Remote Server

Enables route search and PDF generation using Japan's Ekispert API through a remote MCP server. Deployed on Cloudflare Workers with secure OAuth authentication and persistent PDF storage via R2.

lenderwiki

Query 13,000+ US consumer lenders with eligibility criteria, rates, CFPB complaints, and ratings. Find matching lenders by borrower profile, get full profiles, compare lenders, and check eligibility.

PlainlyVideosMCP

MCP server for Plainly Videos that allows browsing designs and projects, as well as rendering videos.

DevOps MCP Server

Enables searching and managing Docker images and tags, as well as querying GitLab CI/CD references, versions, and pipeline configurations through a DevOps API.

MCP Performance Analyzer

Monitors and analyzes mobile application performance data to detect severe issues such as excessive memory usage and view count growth. Provides intelligent analysis with customizable rules and integrates seamlessly with development workflows.

Academic Author Network MCP Server

Enables analysis of academic author networks and research collaborations by retrieving co-authors and research keywords from sources like Semantic Scholar, OpenAlex, Crossref, and Google Scholar.

HederaOracle

9 MCP tools for DeFi risk & compliance on Hedera

stats-compass-mcp

Stats Compass provides various analysis and modelling tools for AI-automated data science workflows

CloudLab MCP Server

Enables AI assistants to manage CloudLab/Emulab experiments, including listing experiments, controlling nodes (reboot, reload, power cycle), retrieving console logs, extending experiment time, and terminating experiments.

Part 1. Real-Time LangGraph Agent with MCP Tool Execution

这个项目演示了一个解耦的实时代理架构，该架构将 LangGraph 代理连接到由自定义 MCP（模块化命令协议）服务器提供的远程工具。该架构支持灵活且可扩展的多代理系统，其中每个工具都可以独立托管（通过 SSE 或 STDIO），从而提供模块化和可云部署的可执行文件。

simplifier-mcp

An MCP (Model Context Protocol) server that enables integration with the Simplifier Low Code Platform. This server provides tools and capabilities for creating and managing Simplifier Connectors and BusinessObjects through the platform's REST API.

mcp-bash

A framework for building Model Context Protocol (MCP) servers using pure Bash scripts, allowing for the creation of tools, resources, and prompts without Node.js or Python runtimes. It provides a complete implementation of the MCP spec compatible with any environment running Bash 3.2+ and jq.

Slack MCP Server

A comprehensive Slack integration server that enables sending messages, managing channels, uploading files, and running Pomodoro timers through FastMCP v2.

GHAS MCP server (GitHub Advanced Security)

此服务器与 GitHub Advanced Security 集成，用于加载安全警报并将其引入您的上下文中。 支持 Dependabot 安全警报、密钥扫描警报、代码安全警报。

Clay

A Model Context Protocol (MCP) server for Clay (https://clay.earth). Search your email, calendar, Twitter / X, Linkedin, iMessage, Facebook, and WhatsApp contacts. Take notes, set reminders, and more.

Wolfram Alpha

将您的聊天回复连接到 Wolfram Alpha 计算智能。

Clean-Cut-MCP

Enables users to create professional React-powered videos through Claude Desktop using natural language and the Remotion framework. It provides a persistent studio environment for generating animations, managing video assets, and rendering high-quality content.

Obsidian iCloud MCP

通过模型上下文协议将存储在 iCloud Drive 中的 Obsidian vault 连接到 AI 模型，从而允许 AI 助手访问和交互您的 Obsidian 笔记。

MCP Linux Deployment

Enables management of Windows servers from Linux through an MCP server with per-user installation. Provides tools to control Windows systems via API with secure credential management.

Meta Ads MCP

A Model Context Protocol server that allows AI models to access, analyze, and manage Meta advertising campaigns, enabling LLMs to retrieve performance data, visualize ad creatives, and provide strategic insights for Facebook and Instagram platforms.

Amazon Q Web Documentation Reader

Enables intelligent navigation and extraction of documentation from websites, allowing Amazon Q to automatically discover relevant pages, extract clean content, and retrieve code examples from web documentation.