DebuggAI

Playwright Browser Automation

Official

Experience fast, deterministic browser automation with Playwright MCP, a Model Context Protocol server that enables language models to interact with web pages using structured accessibility snapshots instead of images. It provides LLM-friendly automation without relying on vision models, enhancing reliability and speed. Playwright MCP supports diverse browser interactions such as clicking, typing, navigation, file uploads, and tab management. It offers modes optimized for accessibility snapshots or visual screenshots and supports persistent or isolated user profiles. Configurable with rich options, it empowers developers and AI agents to automate complex web tasks efficiently and precisely.

Firecrawl

Official

Unlock powerful web data extraction with Firecrawl, turning any website into clean markdown or structured data. Firecrawl lets you crawl all accessible pages, scrape content in multiple formats, and extract structured data using AI-driven prompts and schemas. Its advanced features handle dynamic content, proxies, anti-bot measures, and media parsing, ensuring reliable and customizable data output. Whether mapping site URLs or batch scraping thousands of pages asynchronously, Firecrawl streamlines data gathering for AI applications, research, or automation with simple API calls and SDK support across multiple languages. Empower your projects with high-quality, LLM-ready web data.

Puppeteer

Official

A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment.

Control browsers to perform sophisticated web interactions and visual tasks.

Automates web browser actions with Selenium WebDriver.

Fetches and extracts web content using Playwright's headless browser capabilities, delivering clean, readable content from JavaScript-heavy websites in HTML or Markdown format for research and information gathering.

Browser

Official

Supercharge your browser tasks with AI-driven, local automation from Browser MCP. This project lets you control your own browser using leading AI tools, boosting speed and privacy by keeping all activity on your device. Enjoy seamless use of your current browser profile, remain logged into your services, and minimize bot detection thanks to a stealthy approach that mimics real user actions. Browser MCP is inspired by Playwright MCP and is designed for powerful, private, and efficient browser automation right on your machine.

Research topics using Google search and web scraping.

Bright Data

Official

Integrates with Bright Data's web scraping infrastructure to provide real-time access to public web data through specialized tools for search engine scraping, webpage extraction, and structured data retrieval from popular websites.

Browserbase

Official

Unlock powerful cloud browser automation with Browserbase MCP Server, bridging AI models to web interaction. It enables LLMs to control browsers, capture screenshots, extract structured data, monitor console logs, and perform web navigation effortlessly. Featuring atomic instructions for precise actions and supporting multiple AI models, this server fosters flexible, modular AI workflows. With vision capabilities for annotated screenshots and an open-source approach, it invites collaboration and innovation in AI-driven browser automation. Perfect for building AI-enhanced applications that need seamless web context and dynamic data interaction.

Provides access to 135+ animated React components from ReactBits.dev with intelligent caching, quality scoring, and dependency detection for building modern UI applications with animations, backgrounds, text effects, and interactive elements.

GitHub

Official Remote

Extend your developer tools with the GitHub MCP Server—a powerful Model Context Protocol server enhancing automation and AI interactions with GitHub APIs. It supports diverse functionalities like managing workflows, issues, pull requests, repositories, and security alerts. Customize available toolsets to fit your needs, enable dynamic tool discovery to streamline tool usage, and run the server locally or remotely. With read-only mode and support for GitHub Enterprise, this server integrates deeply into your GitHub ecosystem, empowering data extraction and intelligent operations for developers and AI applications. Licensed under MIT, it fosters flexible and advanced GitHub automation.

Unlock seamless design-to-code with Framelink Figma MCP Server, letting AI coding tools access your Figma files directly. It simplifies Figma API data to supply only relevant design layouts and styles, boosting AI accuracy in implementing designs across frameworks. Specifically built for use with tools like Cursor, it transforms design metadata into precise code in one step. This server streamlines the workflow by providing clean, focused context, enabling faster and more reliable design-driven development. Enjoy a powerful bridge between design and coding that enhances productivity and code quality with minimal fuss.

Desktop Commander

Official

Desktop Commander MCP transforms Claude Desktop into a powerful AI assistant for managing files, running terminal commands, and editing code with precision across your entire system. It supports in-memory code execution, interactive process control, advanced search and replace, plus comprehensive filesystem operations including reading from URLs and negative offset file reads. With detailed audit and fuzzy search logging, it enables efficient automation, data analysis, and multi-project workflows—all without extra API costs. Designed for developers seeking smarter automation, it enhances productivity by integrating all essential development tools into a single, intelligent chat interface.

Microsoft Docs

Official Remote

Access official Microsoft documentation instantly with the Microsoft Learn Docs MCP Server. This cloud service implements the Model Context Protocol (MCP) to enable AI tools like GitHub Copilot and others to perform high-quality semantic searches across Microsoft Learn, Azure, Microsoft 365 docs, and more. It delivers up to 10 concise, context-relevant content chunks in real time, ensuring up-to-date, accurate information. Designed for seamless integration with any MCP-compatible client, it helps AI assistants ground their responses in authoritative, current Microsoft resources for better developer support and productivity.

Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs.

Control browsers to perform sophisticated web interactions and visual tasks.

Install and configure additional MCP servers dynamically.

Salesforce

Official

Unlock powerful Salesforce org management with the Salesforce DX MCP Server, designed for seamless interaction between large language models and Salesforce environments. This developer preview offers secure, direct access to Salesforce resources without exposing secrets, using TypeScript libraries and granular org allowlisting. Its modular toolsets cover org administration, data queries, user permissions, metadata deployment, and testing. Easily extendable and compatible with various clients like VS Code, Cursor, and more, it empowers developers to perform complex tasks with natural language commands while maintaining robust security. The MCP Server streamlines Salesforce DX workflows through an efficient, secure, and flexible protocol.

Orchestrates AI coding workflows through role-based agents that transition between specialized responsibilities (orchestrator, architect, developer, reviewer, integration engineer) with comprehensive task management, dependency tracking, and execution state persistence.