Discover Awesome MCP Servers

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Human-in-the-loop automation framework. Log them in, watch them run.

YesDev MCP Server

Automatically logs developer work hours and manages tasks, projects, requirements, and daily reports through YesDev project management platform. Enables programmers to track time and update project progress through conversational AI in development tools like Cursor and VSCode.

GitLab CI MCP Server

Enables AI agents to monitor and debug GitLab CI/CD pipelines by providing tools to list pipelines, retrieve job logs, and analyze failure root causes. It features automated error pattern extraction and failure analysis to streamline pipeline troubleshooting.

mcp-crew-risk

Performs comprehensive crawler compliance risk assessment for webpages, evaluating legal, ethical, and technical risks including robots.txt rules, anti-crawling mechanisms, sensitive data detection, and providing crawl permissibility ratings.

GitLab MCP Server

Integrates AI assistants with GitLab API to manage projects, issues, merge requests, files, and more through MCP tools and resources.

chimerax-mcp-plus

MCP server for controlling UCSF ChimeraX molecular visualization software, enabling command execution, screenshots, structure analysis reports, and session management.

@pipeworx/eu-funding-tenders

Enables searching and retrieving detailed information on EU grant calls and tenders from the EU Funding & Tenders Portal, including deadlines, budgets, and topic details.

Keyboard Shortcuts MCP Server

Enables intelligent querying of keyboard shortcuts for various operating systems, desktop environments, and applications using natural language. Supports multi-platform shortcuts including system functions, desktop apps like Firefox and VS Code, and CLI tools like tmux and vim.

OpenAI Image MCP

A lightweight remote MCP server for generating images using OpenAI's image models, exposing a generate_image tool.

Total PC Control

一个使用 nut.js 提供屏幕、鼠标和键盘控制的 MCP 服务器。

Kiprio MCP

23 developer & data API tools for AI agents - IP/DNS/WHOIS/SSL lookups, web scraping & screenshots, text AI (summarize, translate, sentiment, grammar, redact), and dev utilities (hash, UUID, QR, JWT, cron, IBAN/VAT/email validation, breach check).

CloudNet MCP Server

Provides an interface to the CloudNet Service REST API v3, enabling AI assistants to observe and manage CloudNet nodes, services, and players.

mcp-server-aistor

AIStor 的官方 MCP 服务器

Airlock

Enables LLM agents to safely search and fetch content from a single configured domain, preventing data exfiltration through deterministic enforcement.

sign-cli

Agent-first e-signature CLI: a 19-tool MCP server with offline PAdES signing (real PKCS#7) and a hash-chained audit log with RFC 3161 timestamping. Per-signer approval tokens keep humans in the loop while agents drive every other step. Stdio + HTTP transports.

ZMCP

A high-performance desktop application that implements the Model Context Protocol (MCP), providing both server and client capabilities for tool discovery, usage, and management through a modern PyQt6 interface.

huly-mcp

An MCP server that enables AI assistants to interact with Huly's project and document management platform, providing search and write actions for issues, milestones, and more.

mcp-zen

Lets MCP clients control a live Zen/Firefox browser to navigate, click, fill forms, screenshot, and execute JavaScript through a persistent server and browser extension.

mcp-confluence

MCP server for searching and retrieving pages from Atlassian Confluence.

tdarr-mcp

MCP server for interacting with Tdarr, a distributed transcoding system. Provides 21 tools for monitoring workers, managing flows, and controlling transcoding libraries.

apple-suite-mcp

A minimal Python MCP server that gives Claude access to built-in Apple apps (Mail, Contacts, Calendar, Notes, Reminders) on macOS, leveraging native APIs and local databases for speed with no OAuth setup.

swagger-mcp

Enables natural language exploration of OpenAPI/Swagger specs, allowing users to register APIs, browse endpoints, describe schemas, and detect breaking changes through conversational queries.

Slack Feedback MCP Server

Enables Claude to collect and search for product feedback directly from Slack workspaces. It provides tools for pulling stakeholder messages with date filtering, retrieving full conversation threads, and searching feedback by keywords.

pg-sentinel

A PostgreSQL MCP server with three independent safety layers that allows LLMs to explore and query databases safely via read-only SELECT operations, with full audit logging and query plan intelligence.

codemap-3d

MCP server that parses source code into a graph of symbols and relationships, enabling code structure visualization and blast radius analysis via interactive 3D force-graph.

WebCake Landing MCP

Bridges AI assistants to WebCake, enabling users to build, validate, and save editable landing pages from natural language descriptions.

MCP Local Codebase Search

An MCP server that indexes local Python projects into a SQLite database to enable efficient symbol searching and dependency tracking. It allows users to find function or class definitions, trace module imports, and read file contents through natural language interfaces.

mcp-cowork

A remote MCP server with OAuth and passphrase protection, providing a wide range of integrations including GitHub, Microsoft 365, Google, OVH, Steam, WhatsApp, and more for use with Claude Desktop or Claude.ai.

Personal Toolkit MCP Server

A local MCP server providing text utilities, math functions, and a persistent todo list, enabling task automation via natural language in Claude Desktop.

word-counter

Enables AI agents to analyze text metrics in one call, including word count, characters, sentences, paragraphs, and estimated reading time, with pay-per-call micropayments via x402.