Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.9604 | chrome-devtoolsmcp · browser | Provides direct Chrome browser control through DevTools for web automation, debugging, and performance analysis using accessibility tree snapshots for… | 52,627 stars · 4,864 forks · 4 mentions · passed install test | No one-command install · Source | |
| 2 | 99.8523 | firecrawl-mcpmcp · browser | Use when an agent needs to turn the web into clean data — scrape a page, crawl a site, or extract structured content (incl. from PDFs) as markdown the… | 7,515 stars · 895 forks · passed install test | No one-command install · Source | |
| 3 | 99.6763 | microsoft-playwright-mcpmcp · browser | Enables web browser control for navigating websites, capturing page snapshots, interacting with elements, and taking screenshots through Playwright's… | 36,722 stars · 3,084 forks · 4 mentions | No one-command install · Source | |
| 4 | 99.3806 | webdriver-mcpmcp · browser | WebDriverIO-based MCP server enabling cross-browser automation (Chrome, Firefox, Safari) via the W3C WebDriver protocol — useful for enterprise test… | 9,833 stars · 2,679 forks | No one-command install · Source | |
| 5 | 99.3350 | tradingview-mcp-bridgemcp · browser | Enables AI assistants to interact with locally running TradingView Desktop for chart analysis, Pine Script development, and workflow automation via… | 5,956 stars · 2,597 forks | No one-command install · Source | |
| 6 | 99.2979 | hangwin-chromemcp · browser | Provides browser automation and semantic search capabilities through Chrome extension integration, enabling intelligent web element interaction, form… | 12,368 stars · 1,129 forks | No one-command install · Source | |
| 7 | 99.1030 | browsermcp-mcpmcp · browser | Automate your local Chrome browser | 7,040 stars · 560 forks | No one-command install · Source | |
| 8 | 99.0153 | executeautomation-playwrightmcp · browser | Automate web browsers for testing, scraping, and visual analysis. | 5,638 stars · 533 forks | No one-command install · Source | |
| 9 | 98.8606 | apifymcp · browser | Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store. Use ready-made tools to access all popular social… | 5,651 stars · 243 forks | No one-command install · Source | |
| 10 | 98.8151 | pleaseprompto-notebooklmmcp · browser | Automates Google NotebookLM interactions through browser automation, enabling document querying and notebook library management with stealth… | 3,381 stars · 492 forks | No one-command install · Source | |
| 11 | 98.7733 | browserbase-mcp-servermcp · browser | Automate web browsers remotely on a cloud environment. | 3,406 stars · 367 forks | No one-command install · Source | |
| 12 | 98.6271 | playwritermcp · browser | Connects to your running Chrome browser, enabling AI agents to automate it via Playwright API with existing logins and extensions. | 3,847 stars · 180 forks | No one-command install · Source | |
| 13 | 98.5433 | vmoranv-jshookmcp · browser | JavaScript analysis, security auditing, browser automation, and hook injection via MCP. | 1,970 stars · 457 forks | No one-command install · Source | |
| 14 | 98.2609 | arabold-docs-scrapermcp · browser | Provides specialized documentation scraping and retrieval from GitHub, NPM, PyPI, and web pages, enabling accurate reference to up-to-date library… | 1,765 stars · 185 forks | No one-command install · Source | |
| 15 | 97.7803 | colab-mcpmcp · browser | Bridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients. | 916 stars · 184 forks | No one-command install · Source | |
| 16 | 97.6532 | jae-jae-fetchermcp · browser | Fetches and extracts web content using Playwright's headless browser capabilities, delivering clean, readable content from JavaScript-heavy websites… | 1,079 stars · 99 forks | No one-command install · Source | |
| 17 | 97.6285 | saik0s-browser-usemcp · browser | Integrates with web browsers to enable automated web scraping, form filling, and interaction with web applications. | 958 stars · 110 forks | No one-command install · Source | |
| 18 | 97.5288 | lvcidpsyche-auto-browsermcp · browser | Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI… | 793 stars · 137 forks | No one-command install · Source | |
| 19 | 97.4970 | opentabs-dev-opentabsmcp · browser | Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+… | 926 stars · 89 forks | No one-command install · Source | |
| 20 | 97.2481 | us-crwmcp · browser | Lightweight web scraper and crawler built in Rust, designed as a Firecrawl alternative for AI agents. | 907 stars · 63 forks | No one-command install · Source | |
| 21 | 96.8877 | computer-use-linuxmcp · browser | Controls a real Linux desktop from any MCP host. Reads accessibility trees, takes screenshots, and drives clicks, scrolls, and keystrokes across… | 614 stars · 66 forks | No one-command install · Source | |
| 22 | 96.8244 | whitenightshadow-camoufox-reversemcp · browser | JavaScript reverse engineering via Camoufox anti-fingerprinting browser with 57 tools for debugging, function hooking, and network analysis. | 476 stars · 97 forks | No one-command install · Source | |
| 23 | 96.7819 | angiejones-seleniummcp · browser | Automates web browser actions with Selenium WebDriver. | 427 stars · 121 forks | No one-command install · Source | |
| 24 | 96.4861 | baryhuang-vnc-remote-macosmcp · browser | Provides secure remote control of macOS machines through VNC protocol, enabling screenshot capture and desktop interaction with mouse and keyboard… | 488 stars · 55 forks | No one-command install · Source | |
| 24 | 96.4861 | merajmehrabi-puppeteermcp · browser | Integrates with Puppeteer to enable browser automation for web navigation, interaction, and data extraction tasks. | 482 stars · 56 forks | No one-command install · Source | |
| 26 | 96.4104 | bwkyd-wechat-articlesmcp · browser | Extracts content from WeChat public account articles using browser automation and HTML parsing. | 448 stars · 59 forks | No one-command install · Source | |
| 27 | 96.2009 | jumodada-drissionpagemcp · browser | Provides browser automation capabilities through DrissionPage library for web scraping, form filling, UI testing, and automated browsing with… | 489 stars · 40 forks | No one-command install · Source | |
| 28 | 96.1472 | firefox-devtools-mcpmcp · browser | Automates Firefox via WebDriver BiDi for browser control, including navigation, screenshot, network capture, and script execution, using natural… | 386 stars · 55 forks | No one-command install · Source | |
| 29 | 96.1051 | eyalzh-browser-controlmcp · browser | Enables browser automation through a Firefox extension for tab management, webpage content extraction, history searching, and text highlighting via… | 320 stars · 75 forks | No one-command install · Source | |
| 30 | 95.9219 | superpowers-chromemcp · browser | Enables direct browser control via Chrome DevTools Protocol, supporting navigation, interaction, content extraction, and screenshots through a single… | 347 stars · 51 forks | No one-command install · Source | |
| 31 | 95.6701 | mcp-server-playwrightmcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages, take… | 299 stars · 51 forks | No one-command install · Source | |
| 32 | 95.6480 | benjaminr-chrome-devtoolsmcp · browser | Connects to Chrome's remote debugging interface via WebSocket to enable browser automation, network monitoring, DOM inspection, JavaScript execution… | 307 stars · 46 forks | No one-command install · Source | |
| 33 | 95.3779 | cloudflare-playwrightmcp · browser | Enables browser automation through structured accessibility snapshots for web navigation, form-filling, element interaction, and data extraction… | 257 stars · 51 forks | No one-command install · Source | |
| 34 | 95.3034 | cdp-bridgemcp · browser | Connects MCP clients to real browser sessions via a Chromium plugin, enabling LLMs to read, scan, automate, and navigate web pages using the user's… | 296 stars · 37 forks | No one-command install · Source | |
| 35 | 95.2822 | pyscrappymcp · browser | A Python web-scraping toolkit that exposes 22 tools for fetching structured web data (from any URL to search, finance, e-commerce, and reference… | 194 stars · 76 forks | No one-command install · Source | |
| 36 | 95.1355 | jae-jae-g-searchmcp · browser | Automates parallel Google searches with intelligent CAPTCHA detection, browser state persistence, and user behavior simulation to bypass anti-bot… | 272 stars · 37 forks | No one-command install · Source | |
| 37 | 95.0694 | hao-phone-controlmcp · browser | Enables remote control of Android phones through ADB commands for making calls, sending texts, taking screenshots, managing contacts, launching apps… | 244 stars · 41 forks | No one-command install · Source | |
| 38 | 95.0427 | drissionpagemcpmcp · browser | Provides browser automation via DrissionPage and FastMCP, enabling AI to control Chrome browsers for tasks like page navigation, element interaction… | 241 stars · 42 forks | No one-command install · Source | |
| 39 | 95.0385 | harimxchoi-google-surfmcp · browser | Search Google and extract article content using Playwright with a persistent Chrome profile, no API key required. | 287 stars · 32 forks | No one-command install · Source | |
| 40 | 94.9325 | openchromemcp · browser | Controls a real Chrome browser for AI agents, enabling authenticated automation with parallel lanes, token-efficient page reads, and robust recovery… | 236 stars · 40 forks | No one-command install · Source | |
| 41 | 94.6040 | jfarcand-iphone-mirroirmcp · browser | Controls a real iPhone through macOS iPhone Mirroring with screenshot, tap, swipe, type, and OCR capabilities. | 227 stars · 33 forks | No one-command install · Source | |
| 42 | 94.6006 | strudel-live-codingmcp · browser | Provides direct control over Strudel.cc for live coding music generation through browser automation, offering 40+ tools for pattern creation, music… | 236 stars · 31 forks | No one-command install · Source | |
| 43 | 94.3280 | dddabtc-winremotemcp · browser | Remote control and automation for Windows desktops with tiered security, supporting screenshots, input control, file operations, PowerShell, OCR, and… | 187 stars · 39 forks | No one-command install · Source | |
| 44 | 94.2865 | apify-rag-web-browsermcp · browser | Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. | 208 stars · 30 forks | No one-command install · Source | |
| 45 | 94.2815 | gh-335234131-agent-browsermcp · browser | Controls a locally-running Chrome browser with preserved login states, supporting CDP commands, screenshots, and keyboard/mouse input. | 243 stars · 24 forks | No one-command install · Source | |
| 46 | 94.1924 | achiya-automation-safarimcp · browser | Native Safari browser automation on macOS with 80 tools via AppleScript and JavaScript, requiring no external dependencies. | 205 stars · 29 forks | No one-command install · Source | |
| 47 | 94.0358 | openbrowsermcp · browser | AI-powered browser automation using CodeAgent and Chrome DevTools Protocol. | 241 stars · 21 forks | No one-command install · Source | |
| 48 | 94.0184 | browserstackmcp · browser | Integrates with BrowserStack's testing infrastructure to enable automated and manual testing across browsers, devices, and platforms for debugging… | 152 stars · 54 forks | No one-command install · Source | |
| 49 | 93.9815 | kapeli-dashmcp · browser | Integrates with Dash documentation browser on macOS to provide searchable access to locally installed docsets, code snippets, and technical… | 179 stars · 32 forks | No one-command install · Source | |
| 50 | 93.9241 | ab498-computer-controlmcp · browser | Enables desktop automation through mouse control, keyboard input, screenshots, OCR, and window management for direct interaction with graphical user… | 167 stars · 36 forks | No one-command install · Source | |
| 51 | 93.9099 | blackwhite084-playwright-plusmcp · browser | Integrates Playwright with MCP to enable web browser automation for tasks like scraping, testing, and content generation/submission. | 189 stars · 28 forks | No one-command install · Source | |
| 52 | 93.8564 | peng-shawn-mermaid-diagram-generatormcp · browser | Converts Mermaid diagrams to PNG images using Puppeteer for high-quality headless browser rendering, supporting multiple themes and customizable… | 234 stars · 20 forks | No one-command install · Source | |
| 53 | 93.6990 | veelenga-mermaidmcp · browser | Renders Mermaid diagrams in real-time with live preview capabilities, automatic browser refresh, and WebSocket-based updates, supporting SVG, PNG, and… | 203 stars · 22 forks | No one-command install · Source | |
| 54 | 93.6745 | zhizhuodemao-wechat-miniapp-debuggermcp · browser | Enables AI assistants to debug WeChat mini-programs via Chrome DevTools Protocol, with breakpoints, network interception, and source analysis. | 160 stars · 33 forks | No one-command install · Source | |
| 55 | 93.4530 | chatgpt-to-codexmcp · browser | A local MCP runtime for macOS and Windows that enables ChatGPT to read, edit, search, run tests, and capture screenshots in your local project folder… | 152 stars · 32 forks | No one-command install · Source | |
| 56 | 93.4102 | webreapermcp · browser | AI-native web scraper: scrape, crawl and map any site to clean markdown over stdio. MIT-licensed. | 148 stars · 33 forks | No one-command install · Source | |
| 57 | 93.3269 | just-every-read-website-fastmcp · browser | Extracts web content and converts it to clean Markdown format using Mozilla Readability for intelligent article detection, with disk-based caching… | 161 stars · 26 forks | No one-command install · Source | |
| 58 | 93.2804 | crawlberg-mcp-servermcp · browser | Enables AI agents to crawl and scrape websites, converting HTML to clean Markdown and structured metadata with support for JavaScript rendering, bot… | 165 stars · 24 forks | No one-command install · Source | |
| 59 | 93.0060 | glancemcp · browser | An MCP server that gives Claude Code real browser control for web automation, testing, and screenshots. | 156 stars · 23 forks | No one-command install · Source | |
| 60 | 92.7973 | voice-hooksmcp · browser | Real-time voice interaction system for Claude Code that enables natural speech-based conversations during development workflows with browser-based… | 125 stars · 30 forks | No one-command install · Source | |
| 61 | 92.7955 | playcanvas-editormcp · browser | Enables real-time interaction with the PlayCanvas game engine through a Chrome extension that injects WebSocket capabilities into the Editor, allowing… | 132 stars · 27 forks | No one-command install · Source | |
| 62 | 91.9919 | servo-fetchmcp · browser | Servo-powered MCP server for JS-aware web fetching, content extraction, crawling, and software-rendered screenshots — Chromium-free single binary. | 140 stars · 16 forks | No one-command install · Source | |
| 63 | 91.9914 | ertugrul59-tradingview-chartmcp · browser | Captures and shares TradingView chart images with customizable tickers and timeframes through a Selenium-based scraper that converts screenshots to… | 100 stars · 29 forks | No one-command install · Source | |
| 64 | 91.8761 | oxylabs-web-scrapingmcp · browser | Integrates with Oxylabs web scraping services to extract, clean, and structure web content for real-time data analysis and monitoring workflows. | 104 stars · 25 forks | No one-command install · Source | |
| 65 | 91.8210 | wxtsky-byobmcp · browser | Control your real Chrome browser through AI using the Chrome DevTools Protocol. | 132 stars · 16 forks | No one-command install · Source | |
| 66 | 91.7619 | replica882-twitter-bridgemcp · browser | Connects to Twitter/X via browser automation with 19 tools for posting, searching, and managing interactions. | 130 stars · 16 forks | No one-command install · Source | |
| 67 | 91.6874 | xuange520-ruishumcp · browser | Intercepts and analyzes network traffic using Chrome DevTools Protocol. | 88 stars · 34 forks | No one-command install · Source | |
| 68 | 91.6504 | officemcp-officemcp · browser | Enables AI to automate Microsoft Office applications (Word, Excel, PowerPoint, and more) through COM interfaces in Windows, providing tools for… | 119 stars · 17 forks | No one-command install · Source | |
| 69 | 91.5723 | native-devtools-mcpmcp · browser | Gives AI agents and MCP clients direct control over native desktop apps, Chrome/Electron browsers, and Android devices with screenshots, OCR… | 128 stars · 15 forks | No one-command install · Source | |
| 70 | 91.5307 | unmodeled-tyler-vessel-browsermcp · browser | Open-source browser runtime for persistent web agents on Linux with MCP control, named sessions, and human-in-the-loop supervision. | 134 stars · 14 forks | No one-command install · Source | |
| 71 | 91.0289 | evalstate-webcam-capturemcp · browser | Enables capturing and analyzing live webcam images and screenshots for real-time visual context in AI applications. | 120 stars · 13 forks | No one-command install · Source | |
| 72 | 90.8430 | qpd-v-deepwebresearchmcp · browser | Enables deep web searches and content extraction through automated Google searches, webpage visits, and screenshot capture for comprehensive online… | 86 stars · 21 forks | No one-command install · Source | |
| 73 | 90.7006 | textwebmcp · browser | Renders web pages as structured text grids for AI agents to browse and interact with, preserving spatial layout without screenshots. | 104 stars · 14 forks | No one-command install · Source | |
| 74 | 90.2315 | just-every-screenshot-website-fastmcp · browser | Captures full-page website screenshots using Puppeteer and automatically splits them into 1072x1072 pixel tiles optimized for vision model processing… | 108 stars · 11 forks | No one-command install · Source | |
| 75 | 90.1910 | douyin-upload-mcp-skillmcp · browser | Automates video and image-text publishing on Douyin's creator platform using Chrome DevTools Protocol, exposed as MCP tools. | 76 stars · 20 forks | No one-command install · Source | |
| 76 | 90.1849 | redf0x1-camofoxmcp · browser | Anti-detection browser automation with stealth fingerprinting via CamoFox. | 107 stars · 11 forks | No one-command install · Source | |
| 77 | 90.1267 | stealthy-auto-browse-mcp-servermcp · browser | Enables AI agents to control a stealthy browser via the Model Context Protocol, supporting navigation, screenshots, clicking, typing, and more. | 86 stars · 15 forks | No one-command install · Source | |
| 78 | 89.8749 | bzsasson-screaming-frogmcp · browser | Crawl websites, export SEO data, and manage crawls via Screaming Frog SEO Spider. | 81 stars · 15 forks | No one-command install · Source | |
| 79 | 89.8166 | mcp-service-media-crawler-chinese-socialmcp · browser | Integrates multiple Chinese social media platforms including Xiaohongshu, Douyin, Kuaishou, Bilibili, Weibo, Tieba, and Zhihu for systematic content… | 74 stars · 18 forks | No one-command install · Source | |
| 80 | 89.1816 | halilural-electron-desktop-automationmcp · browser | Automates Electron desktop applications through Chrome DevTools Protocol integration, enabling screenshot capture, JavaScript execution, console… | 71 stars · 15 forks | No one-command install · Source | |
| 81 | 88.4873 | jarvis-mcpmcp · browser | Enables voice conversations with AI assistants directly in the browser, supporting 30+ languages and remote access from any device. | 93 stars · 8 forks | No one-command install · Source | |
| 82 | 88.0410 | thewebscrapingclub-ai-cursor-scraping-assistantmcp · browser | Streamlines web scraper development for e-commerce sites by analyzing website structure, detecting anti-bot protections, and generating Scrapy or… | 55 stars · 17 forks | No one-command install · Source | |
| 83 | 87.9637 | linkedinmcp · browser | Integrates with LinkedIn to enable automated profile browsing, searching, and post interactions using Playwright for browser automation and secure… | 53 stars · 18 forks | No one-command install · Source | |
| 84 | 87.8590 | jovanipink-browser-usemcp · browser | Integrates browser automation with natural language commands for web scraping, form filling, and visual interaction tasks. | 62 stars · 12 forks | No one-command install · Source | |
| 85 | 87.8511 | justasmonkev-accessibility-scannermcp · browser | Integrates Axe Core with Playwright to perform automated web accessibility testing, enabling continuous integration, compliance auditing, and… | 56 stars · 15 forks | No one-command install · Source | |
| 86 | 87.7457 | steel-puppeteermcp · browser | Integrates Puppeteer with Steel SDK for browser automation, enabling complex web interactions and data extraction. | 52 stars · 17 forks | No one-command install · Source | |
| 87 | 87.6917 | devshero-search-scrapemcp · browser | Combines SearXNG federated search with Rust-native content extraction to provide privacy-focused web search and intelligent scraping across multiple… | 71 stars · 9 forks | No one-command install · Source | |
| 88 | 87.4467 | visual-ui-debug-agent-mcpmcp · browser | An MCP server that enables AI agents to autonomously test, debug, and analyze web interfaces visually using Playwright, with 30 tools for screenshots… | 81 stars · 7 forks | No one-command install · Source | |
| 89 | 87.4367 | snowfort-choreographmcp · browser | Automates web browsers and Electron desktop applications using Playwright with support for Chromium, Firefox, and WebKit, enabling clicking, typing… | 60 stars · 11 forks | No one-command install · Source | |
| 90 | 87.3299 | supadatamcp · browser | Integrates with Supadata's web scraping and video transcription services to extract content from web pages into Markdown format, map website URLs for… | 62 stars · 10 forks | No one-command install · Source | |
| 91 | 87.0643 | mitsuhiko-playwrightessmcp · browser | Provides a persistent Playwright evaluation environment through a single JavaScript execution tool that maintains browser, context, and page state… | 75 stars · 7 forks | No one-command install · Source | |
| 92 | 86.9413 | upnorthmedia-screenshotmcp · browser | Captures website screenshots using Puppeteer browser automation with full-page and element-specific targeting, device presets, and intelligent wait… | 58 stars · 10 forks | No one-command install · Source | |
| 93 | 86.5961 | 2b3pro-markdown2pdfmcp · browser | Converts Markdown to PDF using Puppeteer, offering syntax highlighting, custom styling, and watermarking capabilities for document generation. | 37 stars · 19 forks | No one-command install · Source | |
| 94 | 86.3506 | lars-hagen-playwright-cdpmcp · browser | Integrates Playwright and Chrome DevTools Protocol to enable advanced web automation, testing, and analysis through browser control and interaction. | 52 stars · 10 forks | No one-command install · Source | |
| 95 | 86.1425 | ksroido-kagi-session-searchmcp · browser | Provides Kagi web search and content summarization using browser session tokens, with support for search operators and multi-token rotation. | 82 stars · 5 forks | No one-command install · Source | |
| 96 | 86.1216 | chrome-browser-controlmcp · browser | Enables fine-grained control over Chrome browser instances through the Chrome DevTools Protocol, allowing web navigation, element interaction, text… | 48 stars · 11 forks | No one-command install · Source | |
| 97 | 85.9926 | blazickjp-web-browsermcp · browser | Integrates web browsing capabilities for realtime data retrieval, content extraction, and task automation using popular Python libraries. | 44 stars · 13 forks | No one-command install · Source | |
| 98 | 85.8221 | google-flow-browser-mcpmcp · browser | Controls Google Flow for image and video generation from an AI agent. Enables generating images with models like Imagen 4, creating videos, managing… | 48 stars · 10 forks | No one-command install · Source | |
| 99 | 85.6395 | agent-browsermcp · browser | A hardened local browser MCP server that drives your existing Chrome over the DevTools Protocol, providing token-efficient Markdown extraction and… | 1 star · passed install test | No one-command install · Source | |
| 100 | 85.6303 | nicholmikey-chrome-toolsmcp · browser | Integrates with Chrome's DevTools Protocol to enable remote control of browser tabs, including JavaScript execution, screenshot capture, and network… | 53 stars · 8 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.