Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 32.223 | agentic-browser-mcpmcp · browser | Enables MCP clients to automate a real Chrome browser via Playwright, supporting session sharing and tools for navigation, clicking, typing, and more. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | ui-debugger-mcpmcp · browser | Enables AI agents to autonomously debug UIs by delegating high-level stories to a small agent that drives browsers or desktop apps and reports… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | screenshottool-mcpmcp · browser | Windows桌面截图与窗口自动化工具，支持后台操作、不抢焦点，可截取窗口/屏幕、模拟鼠标键盘、点击菜单等。 | 2 stars | No one-command install · Source | |
| 501 | 32.223 | pixel-bridge-mcpmcp · browser | Bridges Claude Code to ChatGPT and Gemini web interfaces for free AI image generation, using Playwright to automate browser logins without API keys. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | telegram-bot-testing-mcpmcp · browser | Enables AI agents to test Telegram bots by driving the official Telegram Web client in a real browser, allowing visual verification of bot responses… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | manchittlab-the-crawlermcp · browser | Universal web scraper returning LLM-ready markdown with RAG chunking and PDF/DOCX support. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | xiaojiou176-prompt-switchboardmcp · browser | Local MCP sidecar for comparing AI responses across multiple browser AI workflows. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | concurrent-playwright-mcpmcp · browser | An MCP server that runs concurrent, session-isolated Playwright browser contexts, so many agents can each drive their own browser at the same time… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | modao-prototype-mcpmcp · browser | Reads Modao read-only prototype links and exports a directory of page screenshots with a catalog. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | toolpipermcp · browser | 300+ MCP tools for macOS, all on-device — local AI inference (llama.cpp on Metal), voice, vision OCR, local RAG, browser automation, and ~140 system… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | site-sensemcp · browser | Enables AI assistants to see and interact with web browser tabs by capturing accessibility tree and screenshots via a Chrome extension and local MCP… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | metadrama-obscuramcp · browser | MCP adapter for the Obscura Rust headless browser for web scraping with anti-detection. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | chromewire-mcpmcp · browser | Real browser tabs for AI agents through a safe localhost MCP bridge, enabling control of Chrome tabs via MCP-compatible AI CLIs. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | neodrew-chromeflowmcp · browser | Browser automation server that lets Claude Code and Codex CLI drive a real Chrome instance with session persistence and 28 browser tools. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | dsbissett-excel-webview2mcp · browseralso listed as excel-webview2-mcp | Bridge Claude Code to Excel add-ins running in WebView2 via Chrome DevTools Protocol. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | durannd-vertex-aimcp · browser | Offload repository analysis and screenshot understanding to Google Vertex AI. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | leombm-maltmcp · browser | Integrates with Malt.fr freelance platform via browser automation to expose profile data, statistics, and mission information. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | zen-mcp-browsermcp · browser | Docker-first MCP server for headless browser automation via Playwright with HTTP/SSE transport and browser-use agent flows. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | eyebrowsemcp · browser | Eyebrowse is an MCP server that gives AI agents eyes and hands in your real Chrome browser, allowing them to see screenshots, read page structure, and… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | marykovziridze-screaming-frog-mcpmcp · browser | Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | ochtum-capture-screenmcp · browser | Windows screen capture providing full desktop, display, region, and active window screenshots as PNG files. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | hayodev-safari-devtoolsmcp · browseralso listed as safari-devtools-mcp | Control and debug live Safari browsers on macOS from AI coding agents. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | nickvasilescu-orgo-chromemcp · browser | Provides DOM-level Chrome browser automation for Orgo virtual machines via Chrome DevTools Protocol with 16 tools. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | felipethecosta-computer-usemcp · browser | Cross-platform computer use automation with screenshot capture, mouse, and keyboard control for Linux and Windows. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | digital-defiance-screenshotmcp · browser | Enterprise-grade screenshot capture with PII masking and cross-platform support | 2 stars | No one-command install · Source | |
| 501 | 32.223 | dhasap-android-expertmcp · browser | Comprehensive Android and Kotlin development toolkit with tools for ADB device control, web scraping, browser automation, emulator management, and VPS… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | gh-jejass-163-mailmcp · browser | Automates NetEase 163 Mail email sending including large attachments up to 500MB through browser automation. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | amazon-price-scraper-mcpmcp · browser | Finds lowest prices on Amazon across 20 countries with CAPTCHA resistance and stealth browsing. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | striderlabs-mcp-americanmcp · browser | Enables AI agents to search flights, manage bookings, check in, retrieve boarding passes, and access AAdvantage rewards on American Airlines' website… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | waalaxy-mcp-servermcp · browser | Enables users to manage Waalaxy LinkedIn automation campaigns through MCP tools using browser automation (Playwright) to interact with the Waalaxy web… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | shar0-naninovelmcp · browser | Unity C# plugin that exposes Naninovel visual novel engine controls, enabling direct script editing, playback testing, and visual verification through… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | zhangkaigod2000-bing-searchmcp · browser | Performs Bing web searches using Playwright scraping with optional LLM-powered query rewriting and content summarization. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | salad-technologies-mcproxymcp · browser | Provides remote headless browser automation through distributed architecture with anti-detection features, geographic distribution, and humanized… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | nizarius-rnw-browsermcp · browser | Automates React Native Web applications using coordinate-based mouse interactions that properly trigger gesture responder events, providing multi-tab… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | browser-mcp-servermcp · browseralso listed as ricardodeazambuja-browser-automation-playwright | A universal browser automation MCP server using Playwright, enabling programmatic control of Chrome with 63 tools for navigation, interaction, media… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | plaintest-ios-simulator-browser-automationmcp · browser | Unifies iOS Simulator control and browser automation through xcrun simctl, Facebook's fb-idb, and Puppeteer to provide mobile gesture automation… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | devload-whatap-mxqlmcp · browser | Analyze WhaTap APM, browser, and infrastructure metrics through MXQL queries with secure session management | 2 stars | No one-command install · Source | |
| 501 | 32.223 | browserpilotmcp · browser | Enables AI to control browsers via natural language for web automation, testing, and data scraping. Supports Chrome-based browsers and integrates with… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | xblanc33-markdown-to-pdfmcp · browser | Converts Markdown content to PDF documents using Playwright's Chromium browser engine with configurable formatting options including paper size… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | johncarlo177-blendermcp · browser | Integrates with Blender through socket-based communication to enable real-time 3D scene manipulation, asset management from PolyHaven and Sketchfab… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | zhuzhe1983-playwright-browser-automationmcp · browser | Provides browser automation capabilities through headless Chromium instances with comprehensive session management, supporting standard web… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | article-scraper-mcpmcp · browser | Enables fetching and parsing news articles from URLs, extracting title, text, author, and publication date. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | m2rads-e2e-browser-automationmcp · browser | Enables end-to-end testing and web automation through browser interaction capabilities for extracting content, following links, and executing… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | chrome-browser-automationmcp · browser | Enables browser automation through Selenium WebDriver, allowing direct interaction with Chrome for web scraping, testing, and navigation tasks without… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | willer-browser-operatormcp · browser | Enables Claude to control web browsers through Playwright for automated navigation, form filling, and element interaction while maintaining persistent… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | oenius-browser-toolsmcp · browser | Provides browser debugging capabilities through a Chrome extension that captures console logs, network requests, screenshots, and DOM elements while… | 2 stars | No one-command install · Source | |
| 550 | 30.476 | autoapply-mcpmcp · browser | AutoApply automates job applications using a real Playwright browser. Save your profile once — name, email, phone, address, work authorization… | 735 installs | No commit datelisted | No one-command install · Source |
| 551 | 29.013 | seleniumboot-mcpmcp · browser | Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, self-healing locators, and codegen for… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | browseweavemcp · browser | BrowseWeave enables MCP-compatible AI clients to control and read web pages already open in a real browser, providing semantic views and screenshots… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | up2itnow0822-webmcp-sdkmcp · browser | W3C WebMCP toolkit for Chrome 146 to expose websites as structured tools for agents. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | wavexismcpmcp · browser | A comprehensive browser automation MCP server providing 149 tools across 13 capability tiers, enabling LLMs to control Chrome/Edge via CDP or BiDi… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | webmcp-bridge-mcpmcp · browser | Bridges MCP clients to Chrome pages with WebMCP support, enabling tool discovery and execution on web pages via a Chrome extension. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | quokkapix-mcpmcp · browser | Local MCP adapter for private, browser-based QuokkaPix image workflows. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | chrome-hook-mcpmcp · browser | Drives real Chromium browsers for multi-account testing and full network capture, with Cloudflare bypass via patched Playwright and real browser… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | mcp-realbrowsermcp · browser | Provides a persistent browser profile for AI agents, enabling them to log in once and maintain sessions across restarts. Supports 20 tools for… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | facebook-marketplace-mcpmcp · browser | Enables searching Facebook Marketplace listings from Claude using your existing Facebook session without a browser. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | browser-feedback-mcpmcp · browser | Enables visual browser feedback collection directly into Claude Code. Users can point at elements in their browser and send annotated feedback that… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | monkeyseemcp · browser | Enables MCP clients to drive a real, logged-in Chrome browser for web automation tasks like navigation, clicking, typing, and screenshotting. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | derekjchow-mcpvilmcp · browser | Minimal Wayland compositor with integrated tools for launching applications and capturing screenshots. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | gh-jimmytwei-gasbuddy-price-trackermcp · browser | Scrapes GasBuddy.com to find real-time gas prices for US cities and zip codes. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | scrapercitymcp · browser | B2B lead generation platform providing access to Apollo scraping, Google Maps extraction, email finding and validation, mobile lookup, and skip… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | francosbaffi-xiaohongshu-postermcp · browser | Automates Xiaohongshu (RedNote) photo note publishing using Playwright browser automation with session persistence and human-like typing. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | termux-puppeteer-mcpmcp · browser | Enables Puppeteer-based web automation (navigation, screenshots, PDF generation, JavaScript execution, clicking) on Android Termux by running Chromium… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | agentdesk-browser-toolsmcp · browser | Provides browser debugging and analysis capabilities through Chrome extension integration and headless automation, capturing console logs, network… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | nexus-digital-automations-crawl4aimcp · browser | Integrates Crawl4AI's async web crawler to extract webpage content in HTML or markdown formats, capture screenshots, and perform schema-based data… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | cploujoux-puppeteermcp · browser | Provides browser automation capabilities using Puppeteer for web navigation, screenshots, element interaction, and JavaScript execution in both… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | misanthropic-ai-playwrightmcp · browser | Enables LLM-powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | surya-madhav-web-scraper-ddg-searchmcp · browser | Provides web scraping and DuckDuckGo search capabilities for retrieving and processing web content as markdown. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | skudskud-uber-eats-automationmcp · browser | Integrates with Uber Eats to enable automated menu searches and food order placements via browser interactions, streamlining the food discovery and… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | rotexhawk-puppeteermcp · browser | Enables browser automation within Home Assistant through Puppeteer, providing web navigation, element interaction, screenshot capture, and JavaScript… | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | ivarvd-hldng-html-to-pdf-generatormcp · browser | Combines PDFKit and Puppeteer to generate PDFs from HTML content and programmatic layouts, enabling versatile document creation and web page… | 1 star · 1 fork | No one-command install · Source | |
| 575 | 26.666 | housing-assistmcp · browser | ▎ Tokyo housing market data for foreigners. Search 18,000+ weekly-scraped rental listings, compare Tokyo's 23 wards, estimate move-in costs, and get… | 1,427 installs | No commit datelisted | No one-command install · Source |
| 576 | 26.394 | talnexismcp · browser | TalNexis gives your AI assistant real-time hiring intelligence across 98 top tech companies — Anthropic, Nvidia, Stripe, Anduril, Snowflake, and more… | 1,421 installs | No commit datelisted | No one-command install · Source |
| 577 | 23.374 | chromebrowsermcpmcp · browser | A read-only bridge that lets ChatGPT inspect open Chrome tabs, exposing tools to list, read, and search tabs without accessing sensitive data. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | chrischall-compassmcp · browser | Search Compass real estate listings, view property details, photos, price history, and comparisons via your browser session. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | projectm-qa-mcpmcp · browser | A Unity Editor command bridge that uses JSON files under .codex/unity-commands for request/response, enabling tools to check Unity status, execute… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | opportunity-party-mcpmcp · browser | Scrapes the Opportunity Party website and converts policy PDFs to structured markdown for LLM consumption. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | gpt-tools-mcp-servermcp · browser | Enables Claude Code to delegate web research and image generation to ChatGPT via Playwright browser automation, allowing token-efficient search and… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | quickshell-mcpmcp · browser | Enables driving a Quickshell QML app inside a headless compositor, with tools to screenshot windows, inspect their object trees, and read or write QML… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | browser-mcp-claudemcp · browser | Enables remote browser automation via MCP, allowing models to open pages, read snapshots, click, fill, and select elements using Playwright, with… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | rod-mcp-servermcp · browser | Browser automation for AI agents via the Model Context Protocol, enabling web navigation, form filling, screenshots, and more using Chromium. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | adobe-firefly-mcpmcp · browser | Local MCP server that uses Playwright browser automation to enable Claude Code to generate images, create variations, expand, and remove backgrounds… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | browser-screenshot-mcpmcp · browser | Enables local MCP clients to capture screenshots of explicitly shared browser tabs without broad browser permissions. Prioritizes privacy by sharing… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | ghosthandmcp · browser | Enables MCP-capable coding agents to read and drive the user's browser page with a visible, human-like cursor that evades bot detection. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | israeli-weather-mcp-agentmcp · browser | Enables LLMs to retrieve Israeli weather forecasts by controlling a browser via Playwright and scraping data from an Israeli weather website. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | screenmcp-claude-pluginmcp · browser | Enables Claude to control the local desktop via screenshot, mouse, keyboard, and clipboard operations. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | ruminer-browser-agentmcp · browser | Syncs AI conversations from multiple platforms to local Markdown files for your second brain, and provides browser automation tools via MCP for… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | mcp-macos-cuamcp · browser | Enables AI agents to control macOS desktop apps via screenshots, mouse clicks, keyboard input, accessibility queries, and AppleScript. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | playwright-mcp-tabbedmcp · browser | A tab-aware Playwright MCP server that enables multiple agents to operate on different tabs concurrently while sharing a single browser context and… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | hiphopanda-windows-computer-usemcp · browser | Control Windows desktop via MCP — mouse, keyboard, screenshots, clipboard, and application management. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | maamcp-ccmcp · browser | Enables Claude Code to directly control Android emulators or Windows windows for MaaFramework pipeline development, with features like screenshot with… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | synligdigital-aeo-auditmcp · browser | Answer Engine Optimization audit tool that scores websites 0-100 for AI visibility across schema, meta, content, and crawler access. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | chrome-automation-mcpmcp · browser | A Model Context Protocol (MCP) server for browser automation using Playwright to control Chrome browsers. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | playwright-vision-mcp-servermcp · browser | Enables AI assistants to perform browser automation using Playwright, including navigation, content extraction, screenshot analysis, and custom script… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | webpage-screenshot-mcpmcp · browser | Captures screenshots of web URLs or local HTML files using Playwright Chromium and exposes them as resources. | 1 fork | No one-command install · Source | |
| 577 | 23.374 | playwrightmcp · browser | Provides browser automation capabilities through Playwright integration, enabling navigation, element interaction, screenshot capture, form handling… | 1 fork | No one-command install · Source | |
| 577 | 23.374 | un4ckn0wl3z-web-scrapermcp · browser | Extracts clean text content from web pages using BeautifulSoup and HTTPX with proper error handling for failed requests and connection issues. | 1 fork | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.