"Official Python Documentation" matching MCP servers:

Enables AI coding agents to diagnose and repair Python Selenium UI automation using real evidence from live DOM and test runs, with enforced safety boundaries and verifiable fixes.

An MCP server for fetching and transforming web content into various formats.

Enables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.

BrowserStack's Official MCP Server

Enables browser automation and web scraping through Playwright, supporting navigation, screenshots, element interaction, form filling, JavaScript execution, and content extraction.

An MCP server that provides browser automation with anti-detect fingerprinting, accessibility snapshots, and ref-based element targeting, powered by Camoufox.

Enables LLMs to automate browser tasks (navigation, clicks, text input) via Selenium through the Model Context Protocol.

A read-only Python MCP server for authorized website research, structured data extraction, downloadable-document analysis, and content auditing inside OpenCode. It crawls authorized public domains with safety constraints including robots.txt respect, SSRF defenses, bounded concurrency, and content-type allowlists.

Enables AI agents to crawl, access, and analyze WeChat Official Account articles using Selenium and the Model Context Protocol. It provides specialized tools for dynamic content retrieval, image processing, and automated article analysis.

Automatically crawl and analyze legacy web applications to generate documentation and modernization plans.

A local Python daemon that connects your Chrome browser to an MCP server, allowing AI agents to control the browser via natural language commands.

Enables AI agents to extract, validate, and discover documentation from websites using llms.txt and install.md standards.

Enables AI agents to control a headless Chromium browser through a persistent Python REPL, providing navigation, interaction, snapshotting, and media control via the Model Context Protocol.

Windows automation MCP offering * AI Vision (e.g. Click by Description) * Windows UI Automation Tree tools * Chrome Automation via Playwright * Mouse control * Keyboard control * a lot more (>40 tools) Also comes with Python/TypeScript/C# client libs and a Windows Desktop tool to try all the tools.

Python MCP server that scrapes web pages with JS rendering, structured metadata, tables, PDFs, screenshots, and multi-page crawling.

A Model Context Protocol server that wraps RPA-Python to enable AI models to directly control browsers for web automation, supporting 54 tools for navigation, interaction, and data extraction.

An MCP server for safe web crawling and scraping of public and authenticated sites using Playwright and Crawlee. It provides tools for scraping single pages, crawling entire sites, validating sessions, and listing supported sites, with built-in security protections and adapter-based extensibility.

Enables AI-powered LinkedIn automation, including content generation, profile and company data extraction, connection requests, and post scraping through MCP tools.

A Python implementation of an MCP server for Xiaohongshu that enables AI models to browse feeds, search content, and manage interactions like liking or commenting. It leverages Playwright for browser automation to support account management and content publishing features.

A Python-based MCP server providing essential utility tools: web fetching, current time, and calculator functionality.