AI & ML

A comprehensive web auditing MCP server that integrates Google Lighthouse to perform detailed performance, accessibility, SEO, and security assessments directly within AI agents.

A comprehensive scholarly research MCP server that enables searching arXiv, ACL Anthology, and Hugging Face, managing citations via Semantic Scholar, and automating LaTeX compilation or PDF analysis.

A specialized MCP server providing access to the French Legifrance database, enabling LLMs to search legal texts, codes, and judicial case law with official regulatory precision.

A task management MCP server that provides VS Code's AI agent with a persistent memory system for tracking development progress through dynamic todo lists.

MCP (Model Context Protocol) Server. Integrates with Adobe Illustrator on MacOS using JavaScript and AppleScript to enable creation and manipulation of vector graphics for automated design tasks.

A specialized web scraping server for macOS that extracts markdown content and article titles while providing advanced image processing, optimization, and local storage capabilities.

An enterprise-grade governance layer for MCP servers providing pluggable identity resolution, RBAC, secure credential management, and comprehensive auditing and tracing.

MCP (Model Context Protocol) Server. Provides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for applications requiring customizable LLM access.

OmniMind is an open-source Python library and MCP integration framework that simplifies building AI agents and workflows with plug-and-play support for Gemini and various MCP servers.

An MCP server that enables AI assistants to interact with Storybook design systems by extracting HTML, analyzing component props, and mapping site-wide design tokens and theme variables.

A token-efficient MCP server that enables AI agents to parse LCOV files and track test coverage progress without overwhelming context windows.

A specialized MCP server for performing bulk domain name availability checks using a combination of WHOIS and DNS verification, including support for Internationalized Domain Names (IDN).

Interact with WebScraping.AI for web data extraction and scraping

A Model Context Protocol server that enables AI models to perform real-time flight searches using the SerpAPI Google Flights integration.

A Model Context Protocol server that enables LLMs to search, navigate, and analyze XMind mind maps using fuzzy search, task extraction, and hierarchical content traversal.

Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.

An MCP server that enables AI agents to control Minecraft bots using Mineflayer, providing capabilities for navigation, block manipulation, and real-time game state monitoring.

Interact with your library on Apple Books, manage your book collection, summarize highlights, notes, and much more.

The Teradata MCP Server enables AI agents to interact with Teradata databases, offering tools for multi-task data analytics, RAG applications, and database administration.

A robust MCP server for managing OpenAI Assistants, featuring persistent local thread storage in SQLite and real-time response streaming for long-running conversations.

MCP (Model Context Protocol) Server. Integrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications with external capabilities while maintaining the familiar environment.

MCP (Model Context Protocol) Server. Enables file editing, creation, code extraction, and git operations directly within conversations through tools like edit_files, create_files, and git_status.

The self-evolving coding agent that learns from your entire team and codebase. Less syncing. Less waiting. Deliver at the speed of thought.

A robust MCP server that bridges Cinema 4D and Claude AI, allowing for full 3D scene manipulation, MoGraph orchestration, and physical simulations through natural language commands.

🏆 A ranked list of MCP servers. Updated weekly.

your ai debugger, vibe hacking tool

A lightweight MCP server for esa.io that provides essential tools for searching, reading, creating, and managing team knowledge base posts with a compact context footprint.

MCP SERVER

让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis

A highly efficient task management server that allows AI to manage structured todo lists across Markdown, JSON, and YAML formats with built-in WIP management and duplicate prevention.