AI & ML

A browser automation MCP server using Playwright that allows LLMs to interact with web pages, perform device emulation, take screenshots, and scrape web content in real-time.

A curated list of MCP servers by Stephen Akinyemi

Bring your codebase as context to Claude Code

ida-pro-mcp is a comprehensive bridge between IDA Pro and LLMs, enabling automated reverse engineering through deep decompilation, disassembly, memory manipulation, and debugging tools.

5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .

A tool-calling platform that connects AI agents to over 600 integrations with multi-tenant authentication, granular permissions, and dynamic tool discovery via a unified MCP server.

A comprehensive MCP bridge for Unity, enabling AI assistants to control the Unity Editor. It provides extensive tools for asset management, scene manipulation, component editing, and script validation across multiple Unity instances.

Viper is a comprehensive adversary simulation and Red Teaming platform that integrates an LLM agent, automated workflows, and over 100 post-exploitation modules covering the MITRE ATT&CK framework.

Kiln is an open-source platform for building, evaluating, and optimizing AI systems, supporting RAG pipelines, fine-tuning, and synthetic data generation. It functions as a production-ready framework for managing AI datasets and complex agentic workflows.

⚡️AI Cloud OS: Open-source enterprise-level AI knowledge base and MCP (model-context-protocol)/A2A (agent-to-agent) management platform with admin UI, user management and Single-Sign-On⚡️, supports ChatGPT, Claude, Llama, Ollama, HuggingFace, etc., chat bot demo: https://ai.casibase.com, admin UI demo: https://ai-admin.casibase.com

A lightweight MCP server for running untrusted user or AI code in secure, hardware-isolated microVMs with near-instant boot times.

Firebase's experimental MCP Server to power your AI Tools

A comprehensive deep research agent that leverages various LLMs and search engines to generate detailed, structured research reports with MIT license support.

HttpRunner is a comprehensive automated testing framework that provides MCP capabilities for UI automation across Android, iOS, Browser, and HarmonyOS, integrated with LLM technologies.

A specialized MCP server that generates and integrates high-quality React UI components directly into IDEs like Cursor and VS Code, leveraging the 21st.dev component library.

A lightweight Windows automation server that enables AI agents to interact with the OS through UI automation, shell commands, and state analysis. It bridges LLMs with Windows environments for tasks like file navigation, application control, and web scraping.

A structured project management MCP server that implements a four-phase development workflow (Requirements, Design, Tasks, Implementation) with a real-time web dashboard and VSCode integration.

Search Engine made for AIs by Exa

The Vizro MCP server enables the creation and validation of interactive data visualization dashboards via natural language, bridging Python's Vizro framework with LLM workflows.

A comprehensive MCP server leveraging AntV to generate over 25 types of interactive charts and geographic maps for data visualization and analysis.

A memory-powered agent framework that adds a persistent memory layer to AI coding assistants, enabling cross-IDE context retention and collaborative workspace memory.

Provides containerized development environments for coding agents, allowing them to work in isolated, parallel git-based containers powered by Dagger.

A comprehensive introductory MCP server demonstrating web search, image generation, and resource management using Python and FastMCP.

Neo.mjs is an AI-native application engine that uses a multi-threaded architecture and Model Context Protocol to allow AI agents to interact directly with a live web application runtime.

A comprehensive MCP server for manipulating Excel files without requiring Microsoft Excel, supporting data manipulation, formatting, charts, and pivot tables.

PPTAgent is an autonomous agentic framework for generating PowerPoint presentations with high visual appeal and structural coherence, featuring a two-stage research and design workflow.

A Python implementation of the Xiaozhi AI voice client that enables voice interaction, multi-modal vision, and IoT device integration via a modular MCP tool system.

A Model Context Protocol (MCP) Gateway & Registry. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API endpoints to MCP, composes virtual MCP servers with added security and observability, and converts between protocols (stdio, SSE, Streamable HTTP).

A powerful browser automation MCP server that uses Stagehand and Browserbase to let LLMs navigate web pages, extract structured data, and perform complex UI interactions with high performance and anti-detection capabilities.

A tool that integrates macOS native applications like Messages, Mail, Calendar, and Notes into the Model Context Protocol, enabling AI-driven automation of your Apple ecosystem.