Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 81.2492 | 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 | |
| 602 | 81.2879 | 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 | |
| 603 | 81.2911 | 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 | |
| 604 | 81.4822 | 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 | |
| 605 | 81.6728 | 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 | |
| 606 | 82.2658 | 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 | |
| 607 | 82.2658 | etairl-parallel-browsermcp · browser | Parallel browser automation across Browserbase, Anchor Browser, and Cloudflare providers. | 42 stars · 5 forks | No one-command install · Source | |
| 608 | 82.6093 | 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 | |
| 609 | 82.8324 | 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 | |
| 610 | 82.8571 | 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 | |
| 611 | 82.9513 | 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 | |
| 612 | 83.1456 | 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 | |
| 613 | 83.2357 | 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 | |
| 614 | 83.2923 | 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 | |
| 615 | 83.5410 | 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 | |
| 616 | 83.7217 | agent360dk-browsermcp · browser | Real Chrome browser control with CAPTCHA solving and multi-session support. | 37 stars · 9 forks | No one-command install · Source | |
| 617 | 83.8019 | 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 | |
| 618 | 84.4053 | 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 | |
| 619 | 84.5640 | 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 | |
| 620 | 84.5980 | 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 | |
| 621 | 84.6601 | 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 | |
| 622 | 84.7506 | 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 | |
| 623 | 84.7939 | 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 | |
| 624 | 84.9930 | 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 | |
| 625 | 85.2011 | 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 | |
| 626 | 85.3639 | 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 | |
| 627 | 85.4440 | 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 | |
| 628 | 85.4714 | 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 | |
| 629 | 85.5175 | 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 | |
| 630 | 85.6249 | 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 | |
| 631 | 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 | |
| 632 | 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 | |
| 633 | 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 | |
| 634 | 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 | |
| 635 | 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 | |
| 636 | 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 | |
| 637 | 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 | |
| 638 | 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 | |
| 639 | 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 | |
| 640 | 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 | |
| 641 | 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 | |
| 642 | 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 | |
| 643 | 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 | |
| 644 | 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 | |
| 645 | 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 | |
| 646 | 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 | |
| 647 | 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 | |
| 648 | 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 | |
| 649 | 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 | |
| 650 | 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 | |
| 651 | 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 | |
| 652 | 89.2325 | claudexcli · browser | A web-based browser for your Claude Code conversation history across projects, with full-text search, a dashboard of high-level figures and several… | 91 stars · 10 forks | No one-command install · Source | |
| 653 | 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 | |
| 654 | 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 | |
| 655 | 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 | |
| 656 | 90.1849 | redf0x1-camofoxmcp · browser | Anti-detection browser automation with stealth fingerprinting via CamoFox. | 107 stars · 11 forks | No one-command install · Source | |
| 657 | 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 | |
| 658 | 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 | |
| 659 | 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 | |
| 660 | 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 | |
| 661 | 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 | |
| 662 | 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 | |
| 663 | 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 | |
| 664 | 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 | |
| 665 | 91.6874 | xuange520-ruishumcp · browser | Intercepts and analyzes network traffic using Chrome DevTools Protocol. | 88 stars · 34 forks | No one-command install · Source | |
| 666 | 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 | |
| 667 | 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 | |
| 668 | 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 | |
| 669 | 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 | |
| 670 | 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 | |
| 671 | 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 | |
| 672 | 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 | |
| 673 | 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 | |
| 674 | 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 | |
| 675 | 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 | |
| 676 | 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 | |
| 677 | 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 | |
| 678 | 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 | |
| 679 | 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 | |
| 680 | 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 | |
| 681 | 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 | |
| 682 | 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 | |
| 683 | 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 | |
| 684 | 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 | |
| 685 | 94.0358 | openbrowsermcp · browser | AI-powered browser automation using CodeAgent and Chrome DevTools Protocol. | 241 stars · 21 forks | No one-command install · Source | |
| 686 | 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 | |
| 687 | 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 | |
| 688 | 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 | |
| 689 | 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 | |
| 690 | 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 | |
| 691 | 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 | |
| 692 | 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 | |
| 693 | 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 | |
| 694 | 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 | |
| 695 | 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 | |
| 696 | 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 | |
| 697 | 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 | |
| 698 | 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 | |
| 699 | 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 | |
| 700 | 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 |
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.