Playwright MCP is a browser automation server based on Playwright that enables interaction between LLM and web pages through structured data rather than pixel input.

An MCP server based on Playwright, providing browser automation capabilities for LLMs

Browser MCP is an MCP server + Chrome extension that enables browser automation through AI applications (such as VS Code, Claude, etc.). It features fast response, privacy protection, staying logged in, and avoiding detection.

Deebo is an AI debugging assistant that can accelerate the process of resolving code errors and improve development efficiency through automated investigation and multi - threaded workflows.

The Apify MCP Server is a tool based on the Model Context Protocol (MCP) that allows AI assistants to extract data from websites such as social media, search engines, and e-commerce through thousands of ready-to-use crawlers, scrapers, and automation tools (Apify Actors). It supports OAuth and Skyfire proxy payment and can be integrated into MCP clients such as Claude and VS Code through HTTPS endpoints or local stdio.

The Next.js development tools MCP server provides Next.js development tools and utilities for AI programming assistants such as Claude and Cursor, including runtime diagnostics, development automation, and document access functions.

An AI-driven browser automation server based on the MCP protocol, supporting natural language control of web page operations and in-depth web research.

Changesets is an automated tool to help manage the version control and release process of multi-package or single-package codebases.

PraisonAI is a production-ready multi-AI agent framework with self-reflection capabilities, designed to create AI agents to automate the solution of various problems from simple tasks to complex challenges. It simplifies the construction and management of multi-agent LLM systems by integrating PraisonAI agents, AG2, and CrewAI into a low-code solution, emphasizing simplicity, customization, and effective human-machine collaboration.

The 302AI BrowserUse MCP Server is an AI-based browser automation server that enables natural language control of browsers and web research through the Model Context Protocol (MCP).

The Apify MCP Server is a service that implements the Model Context Protocol (MCP), allowing AI assistants to interact with various Actors on the Apify platform through SSE or Stdio to perform tasks such as data scraping and web search.

UE5 - MCP is an AI - integrated automation tool designed to optimize the workflow between Blender and Unreal Engine 5, providing an end - to - end solution from scene generation to game development.

The DevOps AI Toolkit is an AI-based platform engineering and DevOps automation tool that provides functions such as resource deployment recommendations, problem repair, project governance, and a shared prompt library for teams through intelligent Kubernetes operations and conversational workflows, enabling complex cloud-native operations to be achieved through natural language interaction.

Cursor AI rule configuration for the tfmcp project

An MCP server based on MaaFramework, providing Android device and Windows desktop automation capabilities for AI assistants, supporting operations such as OCR recognition, clicking, swiping, and text input, and capable of converting operation processes into reusable Pipelines.

Awesome MCP Servers is a comprehensive collection of Model Context Protocol (MCP) servers, covering 7,158 MCP servers divided into 33 categories, including AI integration, art and media, browser automation, cloud services, databases, developer tools, file systems, finance, gaming, hardware, healthcare, infrastructure, knowledge management, location maps, marketing, monitoring, multimedia processing, operating systems, project management, scientific research, security, social media, travel and transportation, utilities, and version control, etc.

flyto-core is a debuggable automation engine that provides complete execution tracking, arbitrary step replay, and status snapshot functions. It supports 412 modules covering 78 categories such as browser automation, data processing, and API integration, and can be used through multiple methods such as CLI, MCP server, and HTTP API.

An MCP server set in the Kali Linux environment, focusing on reverse engineering, security testing, and automated workflows.

An MCP server based on Playwright, providing web automation tools and a note storage system

n8n is a workflow automation platform for technical teams, combining code flexibility and no - code speed, offering over 400 integrations, native AI capabilities, and fair - code licensing, supporting self - hosting or cloud deployment.

An MCP server based on Playwright that provides browser automation capabilities for LLMs

This project provides an MCP server for deploying code to Google Cloud Run services, supporting deployment from various sources such as AI-assisted IDEs, AI assistant applications, and proxy SDKs.

adb - mcp is a proof - of - concept project aiming to provide an interface for LLMs through the MCP protocol to create an AI agent for controlling Adobe tools (such as Photoshop and Premiere). This project includes the MCP server, Node command proxy server, and Adobe application plugins, supporting natural language instruction operations on Adobe software and suitable for image and video editing automation.

A server that provides Siri shortcut services via the MCP protocol

An MCP server based on Playwright, providing browser automation capabilities for LLMs, including web page interaction, screenshot capture, and JavaScript execution.

HWP-MCP is a protocol service that enables AI models to control HWP documents, supporting document creation, editing, and automation processing.

The Razorpay MCP Server is an official payment integration service that provides seamless docking with the Razorpay API through the Model Context Protocol (MCP), supporting multiple payment tools and automated processes.

An MCP server implementation based on Selenium WebDriver, providing browser automation functions

MCP Appium is an intelligent mobile automation server based on the model context protocol, providing cross - platform mobile app testing tools for AI assistants, supporting iOS and Android platforms, and featuring intelligent element location, session management, and automated test generation functions.

This project is an MCP server for deploying code to Google Cloud Run, supporting deployment through AI agents, IDEs, and assistant applications.

This project is a collection of MCP servers designed for Kali Linux, aiming to enhance reverse engineering, security testing, and automation workflows. It integrates tools such as Nmap and Wireshark and provides Docker sandbox support.

Jira Natural Language Interaction Server

The IBM i MCP server is a server based on the Model Context Protocol, providing SQL tools, monitoring, and automation functions for the IBM i system, supporting multiple client integrations and containerized deployment

Octomind provides an end-to-end testing platform, and the MCP service supports localized test management

The Alibaba Cloud Operation and Maintenance MCP Server project provides a variety of cloud product operation tools, including functions such as starting, stopping, and querying services like ECS, VPC, RDS, and OSS, and supports automated operation and maintenance through API and OOS.

A Playwright-based browser automation MCP server that provides web page interaction capabilities for LLMs.

The VibeCheck Web testing tool is an AI-driven web testing agent designed to simplify the web testing process for developers. It integrates with AI programming assistants through the MCP protocol, supporting automated test recording, execution, and discovery, and helping developers quickly identify and fix code issues.

An MCP server that provides automation capabilities for mobile devices, supporting interaction with mobile devices through structured UI data.

An MCP server implemented based on go - mcp, used for automated vulnerability scanning tasks in emergency response. It supports generating POCs, creating scanning tasks and workflows, and is compatible with both HTTP API and MCP protocol.

An MCP server based on Puppeteer that provides browser automation capabilities and supports connecting to existing Chrome windows or creating new instances.