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 | 66.258 | showfive-playwright-browser-automationmcp · browser | Integrates Playwright browser automation with AI models to enable intelligent web interactions, testing, and data extraction. | 8 stars · 5 forks | No one-command install · Source | |
| 502 | 66.258 | browser-history-analysismcp · browser | Analyzes local Firefox and Chrome browser history to provide productivity insights, browsing pattern analysis, and session categorization across 12+… | 8 stars · 5 forks | No one-command install · Source | |
| 503 | 66.528 | clipkitmcp · browser | Author, validate, preview, and render motion-graphics videos from a single JSON document (Clipkit Protocol). 16 tools with in-chat PNG previews… | 15 stars · 1 fork | No one-command install · Source | |
| 504 | 66.528 | agent-web-interfacemcp · browser | Gives AI agents a compact, semantic interface to the browser, returning structured page snapshots with stable element IDs instead of raw DOM. Enables… | 15 stars · 1 fork | No one-command install · Source | |
| 505 | 66.528 | opencode-chromiummcp · browser | Provides Chromium browser automation for MCP clients and AI agents, enabling background tab control, observation, session management, and performance… | 15 stars · 1 fork | No one-command install · Source | |
| 506 | 66.871 | ashley-ha-browser-automationmcp · browser | Enables Claude to automate browser interactions by detecting elements and executing planned actions for website navigation, form filling, and content… | 9 stars · 4 forks | No one-command install · Source | |
| 507 | 66.877 | mcp-bookingmcp · browser | Enables AI agents to search hotels, check availability, manage reservations, and book rooms on Booking.com via browser automation. | 5 stars · 6 forks | No one-command install · Source | |
| 508 | 66.893 | mahawi1992-developer-documentationmcp · browser | Manages up-to-date documentation scraped from the web to support your programming workflows. | 10 stars · 3 forks | No one-command install · Source | |
| 509 | 66.893 | mcp-playwrightmcp · browser | Provides browser automation capabilities for LLM applications, enabling web page interaction and data extraction via Playwright. | 10 stars · 3 forks | No one-command install · Source | |
| 510 | 66.893 | cleanshot-mcpmcp · browser | Enables AI assistants to control CleanShot X for screenshots, recordings, OCR, and annotations via natural language commands. | 10 stars · 3 forks | No one-command install · Source | |
| 511 | 67.151 | sbuysse-gnome-desktop-mcpmcp · browser | GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and… | 12 stars · 2 forks | No one-command install · Source | |
| 512 | 67.151 | dowsemcp · browser | Windows-native full-disk search: file names, document contents, and text inside screenshots. Acrylic command palette on Alt+`. Rust · tantivy · Tauri… | 12 stars · 2 forks | No one-command install · Source | |
| 513 | 67.544 | crawl4ai-mcpmcp · browser | MCP server integrating Crawl4AI for universal web crawling and data extraction. Enables AI agents to crawl, extract markdown/HTML, take screenshots… | 6 stars · 6 forks | No one-command install · Source | |
| 514 | 67.544 | webviziomcp · browser | Integrates with Webvizio's project management platform to provide task tracking, project selection, detailed task information retrieval, log analysis… | 6 stars · 6 forks | No one-command install · Source | |
| 515 | 67.778 | dinosn-burp-suitemcp · browser | Integrates Burp Suite's web security testing platform with tools for HTTP request/response handling, vulnerability scanning, crawling, proxy history… | 17 stars · 1 fork | No one-command install · Source | |
| 516 | 67.778 | leonting1010-taprunmcp · browser | Local-first browser automation platform that compiles AI-inspected websites into deterministic programs. | 17 stars · 1 fork | No one-command install · Source | |
| 517 | 67.906 | flutterninja9-better-fetchmcp · browser | Fetches and processes web content with nested URL crawling capabilities. Transform any documentation site or web resource into clean, structured… | 9 stars · 5 forks | No one-command install · Source | |
| 518 | 67.906 | mcp-captcha-solvermcp · browser | Provides browser automation and reCAPTCHA v2 solving tools for AI agents, integrating Selenium and 2Captcha. | 9 stars · 5 forks | No one-command install · Source | |
| 519 | 67.906 | 2captchamcp · browser | Solves captchas and automates browser interactions during web automation tasks using the 2Captcha service. | 9 stars · 5 forks | No one-command install · Source | |
| 520 | 68.021 | rikouu-search-stackmcp · browser | Combines multiple search providers with headless browser rendering, cookie management, and proxy routing for web content extraction. | 11 stars · 3 forks | No one-command install · Source | |
| 521 | 68.021 | leynier-sys-bridgemcp · browser | Provides native OS functionality for opening URLs in the default browser, copying text to the clipboard, and retrieving detailed current date/time… | 11 stars · 3 forks | No one-command install · Source | |
| 522 | 68.021 | princegabriel-lgtm-freshcontext-mcpmcp · browser | Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how… | 11 stars · 3 forks | No one-command install · Source | |
| 523 | 68.220 | daft-iemcp · browser | Scrapes Irish rental property data from Daft.ie with advanced filtering for location, price, bedrooms, and property type, extracting detailed… | 10 stars · 4 forks | No one-command install · Source | |
| 524 | 69.255 | quequiere-perplexity-webmcp · browser | Provides web search capabilities through Perplexity.ai using Playwright browser automation, returning answers with source citations without requiring… | 10 stars · 5 forks | No one-command install · Source | |
| 525 | 69.255 | scrape-hub-koon-web-fetchmcp · browser | Browser-impersonating web fetch that bypasses bot detection using Rust and BoringSSL. | 10 stars · 5 forks | No one-command install · Source | |
| 526 | 69.273 | bharatrameshwar-commonplacemcp · browser | Local macOS activity tracker that captures app usage, screenshots, and browser URLs to build a searchable daily commonplace book. | 20 stars · 1 fork | No one-command install · Source | |
| 527 | 69.349 | crawl4aimcp · browser | Integrates with Crawl4AI to provide web crawling, content extraction, screenshot capture, PDF generation, and batch processing capabilities with… | 11 stars · 4 forks | No one-command install · Source | |
| 528 | 69.750 | browser-debuggermcp · browser | Enables AI agents to automate and debug real Chromium browsers with capabilities like screenshots, video recording, performance analysis, visual… | 13 stars · 3 forks | No one-command install · Source | |
| 529 | 70.060 | browsercatmcp · browser | Enables LLMs to interact with web pages through cloud-based browser automation for navigation, screenshot capture, element interaction, and JavaScript… | 6 stars · 7 forks | No one-command install · Source | |
| 530 | 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 | |
| 531 | 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 | |
| 532 | 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 | |
| 533 | 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 | |
| 534 | 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 | |
| 535 | 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 | |
| 536 | 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 | |
| 537 | 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 | |
| 538 | 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 | |
| 539 | 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 | |
| 540 | 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 | |
| 541 | 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 | |
| 542 | 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 | |
| 543 | 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 | |
| 544 | 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 | |
| 545 | 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 | |
| 546 | 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 | |
| 547 | 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 | |
| 548 | 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 | |
| 549 | 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 | |
| 550 | 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 | |
| 551 | 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 | |
| 552 | 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 | |
| 553 | 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 | |
| 554 | 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 | |
| 555 | 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 | |
| 556 | 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 | |
| 557 | 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 | |
| 558 | 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 | |
| 559 | 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 | |
| 560 | 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 | |
| 561 | 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 | |
| 562 | 76.076 | aybelatchane-terminalmcp · browser | Playwright-like automation for terminal applications | 19 stars · 5 forks | No one-command install · Source | |
| 563 | 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 | |
| 564 | 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 | |
| 565 | 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 | |
| 566 | 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 | |
| 567 | 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 | |
| 568 | 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 | |
| 569 | 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 | |
| 570 | 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 | |
| 571 | 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 | |
| 572 | 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 | |
| 573 | 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 | |
| 574 | 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 | |
| 575 | 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 | |
| 576 | 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 | |
| 577 | 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 | |
| 578 | 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 | |
| 579 | 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 | |
| 580 | 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 | |
| 581 | 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 | |
| 582 | 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 | |
| 583 | 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 | |
| 584 | 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 | |
| 585 | 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 | |
| 586 | 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 | |
| 587 | 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 | |
| 588 | 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 | |
| 589 | 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 | |
| 590 | 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 | |
| 591 | 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 | |
| 592 | 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 | |
| 593 | 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 | |
| 594 | 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 | |
| 595 | 80.000 | bbcli · browser | Browse CLI (`bb`): Stagehand-powered browser automation from the terminal. | passed install test | No commit datelisted | No one-command install · Source |
| 596 | 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 | |
| 597 | 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 | |
| 598 | 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 | |
| 599 | 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 | |
| 600 | 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 |
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.