Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 85.624 | webpage-screenshotmcp · browser | Captures visual screenshots of web pages using Puppeteer with support for authenticated workflows, manual login sessions with cookie persistence, and… | 58 stars · 7 forks | No one-command install · Source | |
| 102 | 85.517 | hetaobackend-pyautoguimcp · browser | Enables automated GUI testing and control across operating systems by wrapping PyAutoGUI to perform mouse movements, keyboard input, screenshot… | 46 stars · 10 forks | No one-command install · Source | |
| 103 | 85.471 | notoriouslab-browser-litemcp · browser | Lightweight Chrome browser control for tab management, page reading, screenshots, and JavaScript execution. | 42 stars · 12 forks | No one-command install · Source | |
| 104 | 85.444 | djannot-puppeteer-visionmcp · browser | Automates web scraping by intelligently handling cookie banners, CAPTCHAs, and paywalls to extract clean markdown content from websites | 48 stars · 9 forks | No one-command install · Source | |
| 105 | 85.363 | webdriveriomcp · browser | Browser and mobile app automation for Chrome, Firefox, Edge, Safari, iOS, and Android via WebDriver and Appium protocols. | 37 stars · 16 forks | No one-command install · Source | |
| 106 | 85.201 | whuanle-easytouchmcp · browser | Cross-platform desktop automation with mouse, keyboard, screenshot, window management, and browser control. | 38 stars · 14 forks | No one-command install · Source | |
| 107 | 84.993 | hwatumcp · browser | Verification browser for coding agents. Headless-by-default WebKit windows with DOM eval, screenshots, pixel-diff with a real match percentage and… | 80 stars · 4 forks | No one-command install · Source | |
| 108 | 84.793 | epistates-safarimcp · browser | Native Safari browser automation on macOS with 24 tools via Swift and Manifest V3 extension. | 56 stars · 6 forks | No one-command install · Source | |
| 109 | 84.750 | etweisberg-garmin-connectmcp · browser | Garmin Connect integration with 27+ tools using Playwright browser for Cloudflare TLS bypass. | 39 stars · 11 forks | No one-command install · Source | |
| 110 | 84.660 | kimtth-mcp-aoai-web-browsingmcp · browser | A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. | 35 stars · 14 forks | No one-command install · Source | |
| 111 | 84.598 | ada20204-antigravity-syncmcp · browser | Bridges external coding agents to the Antigravity IDE through Chrome DevTools Protocol for cross-environment AI-assisted development. | 54 stars · 6 forks | No one-command install · Source | |
| 112 | 84.564 | moussaabbadla-code-screenshotmcp · browser | Generates beautiful, syntax-highlighted code screenshots with professional themes, automatic language detection for 20+ programming languages, and… | 45 stars · 8 forks | No one-command install · Source | |
| 113 | 84.405 | apireno-domshellmcp · browser | Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome… | 52 stars · 6 forks | No one-command install · Source | |
| 114 | 83.801 | shufersalmcp · browser | Automates Shufersal supermarket shopping by converting recipe links into shopping lists, searching the product catalog with personalized results for… | 19 stars · 16 forks | No one-command install · Source | |
| 115 | 83.721 | agent360dk-browsermcp · browser | Real Chrome browser control with CAPTCHA solving and multi-session support. | 37 stars · 9 forks | No one-command install · Source | |
| 116 | 83.541 | sethbang-screenshotmcp · browser | Captures web page screenshots using TypeScript and Puppeteer, enabling automated visual content processing for web testing, archiving, and data… | 30 stars · 14 forks | No one-command install · Source | |
| 117 | 83.292 | auroraview-mcpmcp · browser | Enables AI agents to manage and interact with WebViews in DCC applications through tools like screenshot, load URL, eval JS, and event streaming via… | 44 stars · 6 forks | No one-command install · Source | |
| 118 | 83.235 | ofershap-real-browsermcp · browser | Connects to the user's actual Chrome browser via extension for real-session automation, inspection, and verification. | 49 stars · 5 forks | No one-command install · Source | |
| 119 | 83.145 | mcpware-pagecastmcp · browser | Records browser sessions as GIFs, WebM, and MP4 videos for demos and documentation. | 48 stars · 5 forks | No one-command install · Source | |
| 120 | 82.951 | landicefu-android-adbmcp · browser | Provides a bridge to Android devices through ADB, enabling device management, shell command execution, app installation, screenshot capture, and file… | 38 stars · 7 forks | No one-command install · Source | |
| 121 | 82.857 | veilbrowsermcp · browser | Stealth browser automation over raw CDP, driving a real unmodified Chrome with no Playwright or Puppeteer in the stack. Returns numbered element refs… | 41 stars · 6 forks | No one-command install · Source | |
| 122 | 82.832 | monteslu-vibe-eyesmcp · browser | Enables LLMs to visualize and debug browser-based games and applications by capturing canvas content, console logs, and errors, then processing visual… | 54 stars · 4 forks | No one-command install · Source | |
| 123 | 82.609 | israeli-bank-scrapersmcp · browser | Connects to Israeli banking data for secure access to transactions from all major Israeli banks and credit card companies, enabling financial analysis… | 36 stars · 7 forks | No one-command install · Source | |
| 124 | 82.265 | etairl-parallel-browsermcp · browser | Parallel browser automation across Browserbase, Anchor Browser, and Cloudflare providers. | 42 stars · 5 forks | No one-command install · Source | |
| 124 | 82.265 | boxlite-computer-usemcp · browser | Provides computer use capabilities through an isolated Ubuntu desktop sandbox environment, enabling mouse control, keyboard input, screenshot capture… | 42 stars · 5 forks | No one-command install · Source | |
| 126 | 81.672 | robertheadley-chrome-debugmcp · browser | Provides powerful browser control capabilities through Chrome DevTools Protocol and Puppeteer, enabling advanced web automation, scraping, and testing… | 45 stars · 4 forks | No one-command install · Source | |
| 127 | 81.482 | withlinda-puppeteer-real-browsermcp · browser | Provides stealth browser automation using puppeteer-real-browser with anti-detection features, human-like interactions, proxy support, and captcha… | 26 stars · 10 forks | No one-command install · Source | |
| 128 | 81.291 | wbrowsermcp · browser | Enables AI assistants and terminals to control a user's already logged-in Chrome session, allowing them to navigate pages, read content, click and… | 30 stars · 7 forks | No one-command install · Source | |
| 129 | 81.287 | newbeb-stealth-browsermcp · browser | Provides stealth browser capabilities using Playwright and anti-detection techniques for evading bot detection systems during web scraping and… | 23 stars · 12 forks | No one-command install · Source | |
| 130 | 81.249 | plasmatemcp · browser | Browser engine for agents that compiles HTML into a Semantic Object Model with 10-800x token compression and V8 JavaScript execution. | 36 stars · 5 forks | No one-command install · Source | |
| 131 | 81.215 | interactive-feedbackmcp · browser | Enables human-in-the-loop workflows by launching a browser interface where users can provide interactive feedback during task execution, returning… | 28 stars · 8 forks | No one-command install · Source | |
| 132 | 81.025 | lilbeemcp · browser | Find, run, and manage your local AI models, then talk to your files, your code, and the sites you crawl. Every answer cites the source, it all runs on… | 50 stars · 3 forks | No one-command install · Source | |
| 133 | 80.892 | browsermcp-anchor-browsermcp · browser | Provides remote browser automation with built-in proxy rotation and stealth capabilities through Anchor Browser's cloud infrastructure for web… | 40 stars · 4 forks | No one-command install · Source | |
| 134 | 80.394 | playwright-recordermcp · browser | Playwright MCP enables browser automation and interaction recording by capturing DOM interactions, screenshots, and page navigation events to generate… | 32 stars · 5 forks | No one-command install · Source | |
| 135 | 80.034 | seanivore-html-previewmcp · browser | Provides HTML file preview and analysis capabilities by leveraging Puppeteer for screenshot capture and content parsing, enabling web testing and… | 24 stars · 8 forks | No one-command install · Source | |
| 136 | 79.882 | cmann50-chrome-google-searchmcp · browser | Integrates Google search and webpage content extraction via Chrome browser automation, enabling access up-to-date web information for tasks like… | 25 stars · 7 forks | No one-command install · Source | |
| 137 | 79.844 | random-robbie-web-browsermcp · browser | Integrates with Playwright to enable cross-browser web automation for tasks like scraping, testing, and content extraction. | 27 stars · 6 forks | No one-command install · Source | |
| 138 | 79.636 | patchright-mcpmcp · browser | Provides browser automation capabilities using Patchright, enabling LLMs to interact with web pages through structured accessibility snapshots without… | 23 stars · 8 forks | No one-command install · Source | |
| 139 | 79.578 | crawlab-team-crawlabmcp · browser | Integrates with Crawlab to enable AI-driven web scraping, task automation, and data extraction workflows through spider management, file operations… | 7 stars · 14 forks | No one-command install · Source | |
| 140 | 79.359 | tacosyhorchata-pilotmcp · browser | Fast browser automation for AI agents with persistent Chromium, ref-based interaction, and cookie import. | 32 stars · 4 forks | No one-command install · Source | |
| 141 | 78.871 | pydoll-mcpmcp · browser | Enables browser automation with zero-webdriver, supporting tab management, element finding, navigation, and intelligent search via MCP, with captcha… | 21 stars · 8 forks | No one-command install · Source | |
| 142 | 78.805 | godot-engine-integrationmcp · browser | Comprehensive Godot 4.x integration with live editor manipulation, E2E game testing, auto-screenshot loops, and version-aware documentation queries. | 26 stars · 5 forks | No one-command install · Source | |
| 143 | 78.752 | wimi321-macos-computer-usemcp · browser | macOS computer use automation with screenshot capture, mouse/keyboard control, app launching, and clipboard access. | 19 stars · 10 forks | No one-command install · Source | |
| 144 | 78.629 | mcp-web-toolsmcp · browser | Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots. | 46 stars · 2 forks | No one-command install · Source | |
| 145 | 78.478 | kinkos1234-comad-worldmcp · browser | Personal knowledge graph system with 30+ MCP tools for RSS crawling, paper discovery, and knowledge management. | 17 stars · 10 forks | No one-command install · Source | |
| 146 | 78.177 | gh-tnoobt-fishclawmcp · browser | Automates Xianyu (闲鱼) marketplace operations including product listing, inventory management, and market research through browser automation. | 24 stars · 5 forks | No one-command install · Source | |
| 147 | 78.097 | jprealini-cypress-test-generatormcp · browser | Automates Cypress test generation by analyzing web pages with Puppeteer to extract DOM elements and generate structured page object models with… | 22 stars · 6 forks | No one-command install · Source | |
| 148 | 78.079 | syedazharmbnr1-screen-capturemcp · browser | Provides screen capture capabilities using PyAutoGUI to take, compress, and serve screenshots for analysis of the user's current screen content. | 27 stars · 4 forks | No one-command install · Source | |
| 149 | 77.932 | dabaigoose-wechat-adbmcp · browser | Automates WeChat messaging and screenshot capture through ADB connectivity to Android devices and emulators, enabling bulk messaging workflows and… | 19 stars · 8 forks | No one-command install · Source | |
| 150 | 77.779 | google-search875cmcp · browser | Bypasses Google search anti-bot mechanisms with advanced browser fingerprinting and automatic CAPTCHA handling to provide real-time, multi-language… | 23 stars · 5 forks | No one-command install · Source | |
| 151 | 77.401 | twolven-puppeteermcp · browser | Integrates with Puppeteer to provide browser automation capabilities for web navigation, interaction, and data extraction. | 18 stars · 8 forks | No one-command install · Source | |
| 152 | 77.366 | screenboxmcp · browser | Provides AI agents with isolated virtual desktops containing a real Chromium browser, enabling them to see, click, type, and navigate like a human… | 22 stars · 5 forks | No one-command install · Source | |
| 152 | 77.366 | pvinis-playwright-stealthmcp · browser | Enables stealth web browsing automation with Playwright for tasks like navigation, form filling, and screenshot capture while avoiding detection by… | 22 stars · 5 forks | No one-command install · Source | |
| 152 | 77.366 | mondweep-youtube-musicmcp · browser | Enables YouTube Music playback via Google Chrome, allowing voice-activated song selection and mood-based playlists without direct user interaction. | 22 stars · 5 forks | No one-command install · Source | |
| 155 | 77.233 | webpage-mcpmcp · browser | Enables AI assistants to control your webpage via MCP, allowing navigation, screenshots, clicks, content reading, and more through a Chrome extension. | 20 stars · 6 forks | No one-command install · Source | |
| 155 | 77.233 | puppeteer-mcp-servermcp · browser | Self-hosted MCP server for browser automation using Puppeteer, with tools for navigation, screenshots, mouse interactions, cookie management, and… | 20 stars · 6 forks | No one-command install · Source | |
| 157 | 77.014 | hackbrowser-mcpmcp · browser | Enables AI agents to perform security testing on web applications by controlling a Firefox browser with 39 security tools, including injection testing… | 21 stars · 5 forks | No one-command install · Source | |
| 158 | 76.996 | izan-iomcp · browser | Turns your Chrome browser into an MCP server, allowing AI clients to control browser actions like clicking, typing, navigating, and data extraction… | 28 stars · 3 forks | No one-command install · Source | |
| 159 | 76.904 | termux-browser-pilotmcp · browser | Real browser automation for Termux/Android. Runs Firefox or Chromium on Xvfb on your phone with a persistent daemon for sub-second commands. | 18 stars · 7 forks | No one-command install · Source | |
| 160 | 76.863 | wayland-mcpmcp · browser | Provides screenshot, analysis, mouse and keyboard control tools for modern Linux desktops via Wayland. | 17 stars · 8 forks | No one-command install · Source | |
| 161 | 76.745 | kitewrightmcp · browser | A lightweight MCP server for browser automation that gives AI agents navigate, screenshot, and extract tools via a single small binary, without… | 23 stars · 4 forks | No one-command install · Source | |
| 161 | 76.745 | christopherwxyz-remix-abletonmcp · browser | Controls Ableton Live through OSC communication, providing tools for transport control, track management, MIDI clip creation and editing, device… | 23 stars · 4 forks | No one-command install · Source | |
| 163 | 76.443 | devinosolutions-chrome-devtoolsmcp · browser | Controls Chrome via DevTools with a master/copy profile strategy for session isolation and deterministic browser automation. | 26 stars · 3 forks | No one-command install · Source | |
| 163 | 76.443 | pyxelmcp · browser | Enables AI-assisted retro game development with Pyxel engine through script execution, screenshot capture, sprite inspection, and audio analysis. | 26 stars · 3 forks | No one-command install · Source | |
| 165 | 76.331 | secretiveshell-windows-system-controlmcp · browser | Enables AI to control Windows system functions including media playback, notifications, window management, screenshots, monitor control, theme… | 22 stars · 4 forks | No one-command install · Source | |
| 166 | 76.076 | robithyusuf-camoufoxmcp · browser | Stealth browser automation using anti-fingerprinting Camoufox (patched Firefox) for navigation, interaction, and bot-detection bypass. | 19 stars · 5 forks | No one-command install · Source | |
| 166 | 76.076 | selver-mcpmcp · browser | Enables Claude to search products, build a shopping cart on Selver.ee, and open it in the browser for checkout. | 19 stars · 5 forks | No one-command install · Source | |
| 166 | 76.076 | aybelatchane-terminalmcp · browser | Playwright-like automation for terminal applications | 19 stars · 5 forks | No one-command install · Source | |
| 169 | 75.467 | chuanmingliu-webresearchmcp · browser | Enables web browsing capabilities through Google searches and webpage content extraction using Playwright for browser automation and Turndown for… | 20 stars · 4 forks | No one-command install · Source | |
| 170 | 75.417 | ztobs-browser-usemcp · browser | Provides browser automation capabilities for capturing screenshots, retrieving HTML, executing JavaScript, and accessing console logs from web pages. | 23 stars · 3 forks | No one-command install · Source | |
| 171 | 75.117 | howe829-websearchmcp · browser | Provides web search capabilities through Bing and WeChat search engines plus URL content extraction, using browser impersonation and markdown… | 15 stars · 7 forks | No one-command install · Source | |
| 172 | 75.041 | samson-art-transcriptor-mcpmcp · browser | Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis | 19 stars · 4 forks | No one-command install · Source | |
| 173 | 74.783 | kazuph-browser-tabsmcp · browser | Integrates with Chrome on macOS to retrieve and manage browser tab information using AppleScript. | 14 stars · 8 forks | No one-command install · Source | |
| 174 | 74.510 | sh6drack-zen-browsermcp · browser | Browser automation for Zen Browser using WebDriver BiDi over WebSocket. | 18 stars · 4 forks | No one-command install · Source | |
| 175 | 74.422 | cdp-tools-mcpmcp · browser | Enables AI agents to debug code and automate browsers using Chrome DevTools Protocol, supporting breakpoints, variable inspection, and replayable… | 16 stars · 5 forks | No one-command install · Source | |
| 176 | 74.288 | chrome-enterprise-premium-mcp-servermcp · browser | A Model Context Protocol (MCP) server for Chrome Enterprise Premium that exposes DLP rules, content detectors, connector policies, browser telemetry… | 12 stars · 8 forks | No one-command install · Source | |
| 177 | 74.043 | dennisgl-playwright-scrapermcp · browser | Leverages Playwright and BeautifulSoup to enable robust web scraping and content extraction, converting complex JavaScript-heavy web pages into… | 11 stars · 8 forks | No one-command install · Source | |
| 178 | 73.568 | robithyusuf-stealth-chromemcp · browser | MCP server providing 133 browser automation tools with Cloudflare Turnstile bypass and reCAPTCHA solving capabilities. | 23 stars · 2 forks | No one-command install · Source | |
| 178 | 73.568 | mattiasw-browserloopmcp · browser | Captures web page screenshots using Playwright with support for full-page, element-specific, and viewport screenshots in PNG, JPEG, and WebP formats… | 23 stars · 2 forks | No one-command install · Source | |
| 180 | 73.472 | yeakub108-windsurf-toolsmcp · browser | Integrates with OpenAI's API and Puppeteer to provide screenshot capture, code architecture analysis, and code review capabilities for software… | 13 stars · 7 forks | No one-command install · Source | |
| 181 | 73.012 | phialsbasement-puppeteer-linuxmcp · browser | Enables browser automation on Linux systems for web interactions, screenshots, and JavaScript execution using Puppeteer | 8 stars · 8 forks | No one-command install · Source | |
| 182 | 72.722 | deliciousbuding-codex-browsermcp · browser | Bridges Claude Code and other MCP agents to Codex Desktop's Chrome extension for tab management, navigation, DOM inspection, and browser interaction… | 15 stars · 4 forks | No one-command install · Source | |
| 182 | 72.722 | bwb-browsermcp · browser | A lightweight 30KB MCP browser automation server that uses raw Chrome DevTools Protocol to enable AI agents to browse the web, take screenshots… | 15 stars · 4 forks | No one-command install · Source | |
| 182 | 72.722 | livoras-better-playwrightmcp · browser | Enhanced browser automation with stealth mode, persistent profiles, and intelligent HTML snapshot extraction that enables reliable web scraping, form… | 15 stars · 4 forks | No one-command install · Source | |
| 185 | 72.644 | harusame64-desktop-touchmcp · browser | Windows desktop automation MCP server — screenshots, mouse/keyboard, Windows UI Automation, Chrome DevTools Protocol, and workflow batching across 57… | 17 stars · 3 forks | No one-command install · Source | |
| 186 | 72.290 | nix-playwright-mcpmcp · browser | A Nix-wrapped version of the Playwright MCP server with Chromium from Nixpkgs, enabling browser automation on NixOS. | 20 stars · 2 forks | No one-command install · Source | |
| 187 | 72.112 | marcusquinn-amazon-order-historymcp · browser | Extracts Amazon order history data across 16 regional sites using browser automation to export orders, item details, shipment tracking, and payment… | 13 stars · 5 forks | No one-command install · Source | |
| 188 | 72.094 | wpfvisualtreemcpmcp · browser | Let AI agents inspect and drive running WPF (.NET desktop) apps: visual tree, dependency properties, data bindings and binding errors, DataContext… | 12 stars · 6 forks | No one-command install · Source | |
| 188 | 72.094 | instructa-youtube-musicmcp · browser | Enables searching and playing music tracks through YouTube Music with automatic browser launching for seamless playback requests. | 12 stars · 6 forks | No one-command install · Source | |
| 188 | 72.094 | hrmeetsingh-browser-automationmcp · browser | Integrates Playwright with MCP to enable automated web interactions, scraping, and testing across browsers. | 12 stars · 6 forks | No one-command install · Source | |
| 188 | 72.094 | jakedahn-deno-playwrightmcp · browser | Integrates with Playwright and Deno to enable browser automation for web navigation, interaction, and data extraction tasks. | 12 stars · 6 forks | No one-command install · Source | |
| 192 | 72.060 | adelelo13-mac-controlmcp · browser | Native Swift MCP server for macOS automation — screenshots, mouse/keyboard control, UI automation, Safari/Chrome, and window management across 63… | 16 stars · 3 forks | No one-command install · Source | |
| 193 | 71.949 | browser-devtools-mcpmcp · browser | An MCP server that provides AI coding assistants with comprehensive browser automation and debugging capabilities using Playwright, including visual… | 27 forks | No one-command install · Source | |
| 194 | 71.577 | chongzixuan-ai-website-screenshot-fastmcp · browser | Captures full web pages and automatically tiles them into 1072x1072 pixel chunks optimized for vision model processing with intelligent browser… | 26 stars · 1 fork | No one-command install · Source | |
| 195 | 71.394 | jomon003-playmcp-browser-automationmcp · browser | Provides browser automation capabilities using Playwright, enabling web page navigation, element interaction, content extraction, screenshot capture… | 15 stars · 3 forks | No one-command install · Source | |
| 196 | 71.115 | dragons96-undetected-chromedrivermcp · browser | Provides a browser automation server that bypasses anti-bot measures for web scraping, automated testing, and data collection from sophisticated… | 11 stars · 6 forks | No one-command install · Source | |
| 196 | 71.115 | cloudflare-browser-renderingmcp · browser | Integrates with Cloudflare's Browser Rendering API to enable web scraping and screenshot capture using Puppeteer for dynamic content processing and… | 11 stars · 6 forks | No one-command install · Source | |
| 198 | 70.579 | iwanghc-google-searchmcp · browser | Provides web search capabilities through Google Search integration using browser automation with advanced fingerprinting techniques to avoid detection… | 7 stars · 7 forks | No one-command install · Source | |
| 199 | 70.383 | yetidevworks-yetibrowsermcp · browser | Provides direct browser control through a Chrome/Firefox extension and WebSocket bridge, enabling real-time web automation, form interactions, DOM… | 11 stars · 5 forks | No one-command install · Source | |
| 200 | 70.328 | tecnomanu-nerdearla-conferencemcp · browser | Scrapes the Nerdearla conference website to provide real-time access to event schedules, speaker information, and session details for conference… | 12 stars · 4 forks | 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.