Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 95.670 | 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 | |
| 702 | 95.921 | 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 | |
| 703 | 96.105 | 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 | |
| 704 | 96.147 | 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 | |
| 705 | 96.200 | 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 | |
| 706 | 96.410 | 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 | |
| 707 | 96.486 | 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 | |
| 708 | 96.486 | 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 | |
| 709 | 96.781 | angiejones-seleniummcp · browser | Automates web browser actions with Selenium WebDriver. | 427 stars · 121 forks | No one-command install · Source | |
| 710 | 96.824 | 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 | |
| 711 | 96.887 | 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 | |
| 712 | 97.248 | 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 | |
| 713 | 97.497 | 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 | |
| 714 | 97.528 | 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 | |
| 715 | 97.628 | 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 | |
| 716 | 97.631 | surf-computer-useinfra · browser | E2B Surf: a Stagehand-powered computer-use interface layer for E2B Firecracker sandboxes; connects the act/extract/observe primitives directly to… | 856 stars · 141 forks | No one-command install · Source | |
| 717 | 97.653 | 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 | |
| 718 | 97.780 | 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 | |
| 719 | 97.804 | webvoyagerinfra · browser | Research browser agent from Zhejiang University and HKU. It uses GPT-4V interleaved screenshot + HTML observations to complete open-ended web tasks… | 1,127 stars · 124 forks · 1 mention | Stale | No one-command install · Source |
| 720 | 98.124 | e2b-desktopinfra · browser | E2B Desktop Sandbox: a cloud virtual desktop (Ubuntu + VNC) with Python SDK for screenshot, mouse, keyboard, and process control; designed for AI… | 1,461 stars · 179 forks | No one-command install · Source | |
| 721 | 98.260 | 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 | |
| 722 | 98.283 | webarenaeval · browser | WebArena: realistic web-based environment for evaluating autonomous agents on long-horizon browser interaction tasks. | 1,592 stars · 249 forks · 1 mention | No one-command install · Source | |
| 723 | 98.469 | open-operatorinfra · browser | Browserbase Open Operator: an open-source Operator-style web agent built on Stagehand; demonstrates full task decomposition, action planning, and… | 1,953 stars · 325 forks · 1 mention | No one-command install · Source | |
| 724 | 98.543 | vmoranv-jshookmcp · browser | JavaScript analysis, security auditing, browser automation, and hook injection via MCP. | 1,970 stars · 457 forks | No one-command install · Source | |
| 725 | 98.627 | 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 | |
| 726 | 98.773 | browserbase-mcp-servermcp · browser | Automate web browsers remotely on a cloud environment. | 3,406 stars · 367 forks | No one-command install · Source | |
| 727 | 98.815 | 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 | |
| 728 | 98.860 | 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 | |
| 729 | 99.015 | executeautomation-playwrightmcp · browser | Automate web browsers for testing, scraping, and visual analysis. | 5,638 stars · 533 forks | No one-command install · Source | |
| 730 | 99.103 | browsermcp-mcpmcp · browser | Automate your local Chrome browser | 7,040 stars · 560 forks | No one-command install · Source | |
| 731 | 99.297 | 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 | |
| 732 | 99.301 | bytebotinfra · browser | Bytebot open-source computer-use agent: a Docker-based Ubuntu desktop with AI-controlled mouse and keyboard; exposes an HTTP API for agents to send… | 11,084 stars · 1,506 forks | No one-command install · Source | |
| 733 | 99.330 | browserlessinfra · browser | Browserless.io headless browser service. It provides a Docker-deployable or cloud-hosted Chrome endpoint with REST and WebSocket APIs for screenshot… | 13,654 stars · 1,039 forks | No one-command install · Source | |
| 734 | 99.335 | 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 | |
| 735 | 99.370 | nanobrowserinfra · browser | Open-source Chrome extension that runs a multi-agent browser automation system locally. Planner, Navigator, and Validator agents collaborate inside… | 13,713 stars · 1,451 forks | No one-command install · Source | |
| 736 | 99.380 | 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 | |
| 737 | 99.470 | cua-computer-use-agentinfra · browser | trycua/cua open-source computer-use agent framework: Apple Silicon-native, runs lightweight macOS/Linux VMs with sub-second cold starts; provides a… | 22,092 stars · 1,519 forks | No one-command install · Source | |
| 738 | 99.497 | browserbase-bbinfra · browser | Use when an agent must operate the live web (navigate, act, and extract on real pages) via a cloud browser driven by act/extract/observe primitives… | 24,125 stars · 1,664 forks · 3 mentions | No one-command install · Source | |
| 739 | 99.513 | skyverninfra · browser | Open-source agent platform that automates browser-based workflows using LLMs and computer vision. It identifies interactive elements via screenshots… | 22,907 stars · 2,152 forks | No one-command install · Source | |
| 740 | 99.676 | 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 | |
| 741 | 99.697 | vercel-labs-agent-browsercli · browserContributed by Sentinel | Browser automation CLI for AI agents | 41,746 stars · 2,782 forks · 5 mentions | No one-command install · Source | |
| 742 | 99.852 | 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 | |
| 743 | 99.869 | crawl4aicli · browser | Open-source async web crawling library optimised for LLM data extraction: Playwright-backed, outputs clean Markdown, supports CSS/XPath selectors and… | 84,297 stars · 8,717 forks | No one-command install · Source | |
| 744 | 99.883 | playwright-clicli · browser | Playwright CLI bundled with the @playwright/test package. It provides codegen, screenshot, pdf, and trace viewer commands for headless browser… | 13,015 stars · 704 forks · 1 mention · passed install test | No one-command install · Source | |
| 745 | 99.904 | puppeteercli · browser | Google Puppeteer Node.js library and CLI for programmatic Chrome/Firefox control: headless screenshot, PDF, network interception, and DevTools… | 95,622 stars · 9,582 forks · 2 mentions | No one-command install · Source | |
| 746 | 99.960 | 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 | |
| 747 | 99.987 | browser-useinfra · browser | Python library that makes web browsers accessible to AI agents; built on Playwright and LangChain. Supports multi-tab, vision + accessibility-tree… | 111,989 stars · 12,312 forks · 11 mentions · passed install test | No one-command install · Source | |
| 748 | Unranked | pipeworx-io-frinkiacmcp · browser | Search for screenshots from The Simpsons, Futurama, and Rick and Morty by episode quote and retrieve matching screencaps and GIF clips. | No signals yet | No one-command install · Source | |
| 749 | Unranked | custom-chrome-dev-mcpmcp · browser | Enables MCP clients to drive your already-open Chrome browser like a human, using 45 tools for navigation, perception, capture, and trusted input that… | No signals yet | No one-command install · Source | |
| 750 | Unranked | desmume-webassembly-harnessmcp · browser | Enables Codex to control a DeSmuME WebAssembly emulator for Nintendo DS games, including state management, screenshots, and persistent scripting via… | No signals yet | No one-command install · Source | |
| 751 | Unranked | mcp-zenmcp · browser | Lets MCP clients control a live Zen/Firefox browser to navigate, click, fill forms, screenshot, and execute JavaScript through a persistent server and… | No signals yet | No one-command install · Source | |
| 752 | Unranked | wcagc-mcpmcp · browser | WCAG-Compliance/wcagc-mcp lets an assistant run real axe-core accessibility scans through the user's own wcagc account, rather than guessing… | No signals yet | No one-command install · Source | |
| 753 | Unranked | projectsmcpmcp · browser | A plugin-based MCP platform providing tools for project file management, Git operations, browser automation, and command execution. | No signals yet | No one-command install · Source | |
| 754 | Unranked | browseragentmcp · browser | MCP server for Puppeteer-based browser automation with a unified observe (a11y snapshot + pixel overlay), diff engine, event layer, and action… | No signals yet | No one-command install · Source | |
| 755 | Unranked | noncelogic-rovemcp · browser | Hosted Playwright browser automation for AI agents that returns accessibility trees instead of screenshots, reducing token consumption by 77%. | No signals yet | No one-command install · Source | |
| 756 | Unranked | qafusionxmcp · browser | An MCP server that guides a sequential QA workflow, requiring initial project and user story inputs, then crawls web apps, generates test cases and… | No signals yet | No one-command install · Source | |
| 757 | Unranked | background-ai-chat-mcp-servermcp · browser | MCP server that drives chat.sakana.ai via headless Chrome with persistent sessions. Enables AI assistants to interact with Sakana AI chat through… | No signals yet | No one-command install · Source | |
| 758 | Unranked | lawyer-mcpmcp · browser | Enables searching Korean court auction cases and personal case information via case numbers using headless browser automation of government websites. | No signals yet | No one-command install · Source | |
| 759 | Unranked | nexus-browser-mcpmcp · browser | A browser-automation MCP server built on Playwright that provides deterministic snapshots via MutationObserver/requestAnimationFrame, HITL governance… | No signals yet | No one-command install · Source | |
| 760 | Unranked | asklear-browser-mcpmcp · browser | A local stdio MCP server that drives your Chrome browser through the Asklear extension, offering six browser tools for navigation, observation… | No signals yet | No one-command install · Source | |
| 761 | Unranked | project-tendrilmcp · browser | Enables AI agents to operate an isolated local Chromium browser through MCP, with semantic snapshots, ref-based actions, search, research, crawling… | No signals yet | No one-command install · Source | |
| 762 | Unranked | webuplink-mcpmcp · browser | Enables AI assistants to browse and interact with websites via WebUplink, providing browser automation tools like browse and close_session. | No signals yet | No one-command install · Source | |
| 763 | Unranked | chromium-sidecarmcp · browser | Enables local AI agents to operate the user's existing browser session via a Manifest V3 extension and native messaging, supporting tabs, DOM… | No signals yet | No one-command install · Source | |
| 764 | Unranked | homes-mcpmcp · browser | Provides real estate data from homes.com via a browser session, enabling property search, details, history, and affordability calculations through… | No signals yet | No one-command install · Source | |
| 765 | Unranked | google-flow-mcpmcp · browser | Enables video generation using Google AI tools (Veo, Nano Banana) via the Model Context Protocol, with browser automation powered by Playwright. | No signals yet | No one-command install · Source | |
| 766 | Unranked | opencode-in-chromemcp · browser | Enables local opencode agents to control a live Chrome browser via MCP tools, including tab management, JavaScript execution, clicking, form filling… | No signals yet | No one-command install · Source | |
| 767 | Unranked | realestate-mcp-2mcp · browser | Enables searching realestate.com.au for for-sale, rental, and sold listings with full property details, using a real Chrome browser to bypass Kasada… | No signals yet | No one-command install · Source | |
| 768 | Unranked | google-jobs-scraper-mcpmcp · browser | Enables AI assistants to search Google Jobs and retrieve structured job listings, including titles, companies, locations, descriptions, and direct… | No signals yet | No one-command install · Source | |
| 769 | Unranked | specularis-ai-visibility-auditmcp · browser | Runs AI visibility (GEO/AEO) audits on websites, checking AI crawler access, schema markup, llms.txt, and content signals, with optional full PDF… | No signals yet | No one-command install · Source | |
| 770 | Unranked | mcp-bot-crawlermcp · browser | Discovers, identifies, and governs bots on your website with MCP tools for scanning, analyzing, and managing bot traffic. | No signals yet | No one-command install · Source | |
| 771 | Unranked | browser-mcp-navigatormcp · browser | Ultra-fast browser automation server over Chrome DevTools Protocol (CDP), exposed as MCP, enabling AI agents to control a real Chrome browser with low… | No signals yet | No one-command install · Source | |
| 772 | Unranked | taxme-mcpmcp · browser | MCP server for the Canton of Bern tax portal TaxMe/BE-Login that reads account statements and tax returns via Playwright browser automation. | No signals yet | No one-command install · Source | |
| 773 | Unranked | looksymcp · browser | Screenshot any URL from the command line with metadata sidecars, accessibility audits, visual regression, performance analysis, and MCP integration… | No signals yet | No one-command install · Source | |
| 774 | Unranked | google-messages-mcpmcp · browser | Enables sending, reading, searching, and managing SMS/RCS messages through Google Messages web interface, requiring a persistent browser session… | No signals yet | No one-command install · Source | |
| 775 | Unranked | codex-android-mcpmcp · browser | Enables Codex to inspect, test, and control Android emulators through adb with strict typed tools, returning screenshots as native MCP images and… | No signals yet | No one-command install · Source | |
| 776 | Unranked | numera-mcpmcp · browser | Enables MCP clients to inspect, read, and write Numera workbooks locally without a browser, supporting .numera.json, .json, .csv, and .xlsx files. | No signals yet | No one-command install · Source | |
| 777 | Unranked | tappmcp · browser | Provides autonomous QA and a deterministic ship/no-ship verdict for iOS and web apps, enabling coding agents to explore, screenshot, and test apps via… | No signals yet | No one-command install · Source | |
| 778 | Unranked | browserview-mcpmcp · browser | MCP server for browserview.io that lets agents create, inspect, share, and destroy disposable cloud Chromium sessions, and connect via CDP using… | No signals yet | No one-command install · Source | |
| 779 | Unranked | browserdmcp · browser | A continuously-recording Chromium daemon exposed over MCP, enabling AI agents to query past network, console, and DOM activity and control a headed… | No signals yet | No one-command install · Source | |
| 780 | Unranked | classby-blog-mcpmcp · browser | Provides tools for creating and editing blog post drafts, attaching images, and automating Naver blog editor filling via Chrome. | No signals yet | No one-command install · Source | |
| 781 | Unranked | firefox-bridgemcp · browser | Enables MCP-capable CLIs to operate real, already-logged-in Firefox tabs via a WebExtension and native messaging, without simulated input. Supports… | No signals yet | No one-command install · Source | |
| 782 | Unranked | boss-cli-mcpmcp · browser | Enables AI assistants to automate Boss直聘 recruitment workflows via local Chrome, including candidate queries, messaging, batch replies, resume… | No signals yet | No one-command install · Source | |
| 783 | Unranked | scirepl-mcpmcp · browser | MCP servers for controlling SciREPL from coding agents and MCP clients, offering an app-connected broker and a Playwright driver for browser… | No signals yet | No one-command install · Source | |
| 784 | Unranked | reapfieldmcp · browser | Extracts structured JSON from any URL using plain-language field specs, with caching and LLM-based selector discovery. Exposes scrape… | No signals yet | No one-command install · Source | |
| 785 | Unranked | easy-ui-mcpmcp · browser | Enables AI agents to drive Playwright-based browser automation for UI testing, returning JSON/HTML reports with screenshots without server-side LLM or… | No signals yet | No one-command install · Source | |
| 786 | Unranked | cuc-literature-mcpmcp · browser | Enables searching Web of Science for CUC SCI papers, downloading PDFs, and syncing results to Tencent Docs through persistent browser automation… | No signals yet | No one-command install · Source | |
| 787 | Unranked | agent-tab-bridgemcp · browser | Enables local AI agents to control Chrome in parallel with isolated tab groups, supporting operations like navigation, clicks, and form filling… | No signals yet | No one-command install · Source | |
| 788 | Unranked | tokens-dsh-browser-usemcp · browser | Enables language models to control a real visible browser with a full set of 24 tools for navigation, clicking, form filling, screenshots, and reading… | No signals yet | No one-command install · Source | |
| 789 | Unranked | browser-use-native-windowsmcp · browser | A Windows-only MCP server for controlling a real browser using native screenshots, Windows accessibility, and node-interception mouse/keyboard input… | No signals yet | No one-command install · Source | |
| 790 | Unranked | mcp-useragentmcp · browser | Parses User-Agent strings to extract browser, OS, device type, and bot flag. Part of Pipeworx, an MCP gateway connecting AI agents to 1163+ live data… | No signals yet | No one-command install · Source | |
| 791 | Unranked | mcp-mdn-searchmcp · browser | Provides tools to search MDN documentation, get page summaries, and retrieve browser compatibility data. | No signals yet | No one-command install · Source | |
| 792 | Unranked | mcp-caniusemcp · browser | Provides browser feature support tables via tools like feature, search, list_browsers, and support, enabling AI agents to query caniuse data. | No signals yet | No one-command install · Source | |
| 793 | Unranked | agentlock-browsermcp · browser | Enables an agent to drive a real browser while enforcing provenance-based gating so URLs and form values must trace to the user or an allowlist, never… | No signals yet | No one-command install · Source | |
| 794 | Unranked | sulus-web-mcpmcp · browser | Enables live-web research by providing stateless browsing, link extraction, and page search capabilities via Playwright, allowing agents to fetch and… | No signals yet | No one-command install · Source | |
| 795 | Unranked | rasterly-mcpmcp · browser | Enables AI agents to read, screenshot, or convert web pages to PDF using a real headless browser, turning any URL into clean Markdown, a visual image… | No signals yet | No one-command install · Source | |
| 796 | Unranked | chrome-tab-remotemcp · browser | MCP server that gives AI agents secure, consent-based access to a single browser tab, supporting read-only snapshots, element interaction with… | No signals yet | No one-command install · Source | |
| 797 | Unranked | naukri-job-scraper-mcpmcp · browser | Enables automated scraping of Naukri.com job listings, extracting structured data such as job titles, companies, salaries, locations, skills, and… | No signals yet | No one-command install · Source | |
| 798 | Unranked | umbra-mcp-servermcp · browser | Enables AI agents to securely control a user's existing signed-in Chrome browser through isolated tab groups, with strict per-session ownership and no… | No signals yet | No one-command install · Source | |
| 799 | Unranked | visual-browser-agentmcp · browser | Enables AI coding agents to see and interact with real Chrome pages through structured DOM inspection, targeted screenshots, recordings, and… | No signals yet | No one-command install · Source | |
| 800 | Unranked | auto-chrome-mcpmcp · browser | An MCP server for controlling Google Chrome through native messaging, featuring forced reconnect, diagnostic tools, and automatic permission… | No signals yet | 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.