Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 22.557 | perceivemcp · browser | Reachability-filtered browser perception and actions for AI agents. Filters snapshots to elements a user could actually reach (removes modal-occluded… | 1 star | No one-command install · Source | |
| 102 | 22.557 | webmcp-guardmcp · browser | Drop-in replacement for Playwright MCP that adds WebMCP support, exposing page-defined tools as gated webmcp:* tools with provenance tracking… | 1 star | No one-command install · Source | |
| 103 | 22.557 | arc-devtools-mcpmcp · browser | MCP server enabling AI agents to control and inspect Chrome/Arc browsers via DevTools, with Arc-specific tab reuse. | 1 star | No one-command install · Source | |
| 104 | 22.557 | macos-computer-use-mcpmcp · browser | Provides 146 MCP tools for AI agents to control macOS, including screenshots, mouse, keyboard, window management, app automation, file system, OCR… | 1 star | No one-command install · Source | |
| 105 | 22.557 | seekbridgemcp · browser | Enables DeepSeek-powered agents to control real Chrome tabs with semantic snapshots, tab groups, and local safety controls. | 1 star | No one-command install · Source | |
| 106 | 22.557 | linkedin-analyzermcp · browser | MCP server that lets you analyze your own LinkedIn profile with a local LLM (LM Studio). It uses Playwright to reuse your browser session, fetch… | 1 star | No one-command install · Source | |
| 107 | 22.557 | cursor-browser-mcpmcp · browser | Enables AI agents to control Cursor IDE's built-in Browser Tab through a stdio MCP interface, providing accessibility snapshots with refs… | 1 star | No one-command install · Source | |
| 108 | 22.557 | pydoll-mcp-servermcp · browser | Browser automation MCP server using Pydoll, enabling agents to navigate, observe, and interact with web pages via tools like page navigation, element… | 1 star | No one-command install · Source | |
| 109 | 22.557 | writ-mcpmcp · browser | Connects MCP clients to Writ, turning saved browser workflows into callable tools. Allows running workflows, retrieving data, scheduling, and more. | 1 star | No one-command install · Source | |
| 110 | 22.557 | chatgpt-mac-bridgemcp · browser | Gives ChatGPT Web hands on your Mac — files, git, terminal, browser, and windows via MCP, with outbound-only tunnel and delete protection. | 1 star | No one-command install · Source | |
| 111 | 22.557 | grok-chrome-bridgemcp · browser | Enables Grok Build to attach to the user's active Chrome profile via MCP, leveraging the profile's tabs, cookies, and logins instead of launching an… | 1 star | No one-command install · Source | |
| 112 | 22.557 | unlimited-agent-2mcp · browser | Enables a private ChatGPT app to remotely control a Windows PC through file operations, PowerShell, screenshots, mouse and keyboard input, clipboard… | 1 star | No one-command install · Source | |
| 113 | 22.557 | ericzakariasson-linkedinmcp · browser | Automates LinkedIn posting through browser automation using Playwright, enabling direct content publishing with image attachments by connecting to… | 1 star | No one-command install · Source | |
| 114 | 22.557 | winpc-mcpmcp · browser | Enables remote control of a Windows PC from an iPad via MCP, providing tools for executing commands, managing files, taking screenshots, controlling… | 1 star | No one-command install · Source | |
| 115 | 22.557 | browser-firefox-mcpmcp · browser | Security-focused Firefox browser MCP server for penetration testing, built on Playwright, enabling vulnerability scanning, session manipulation… | 1 star | No one-command install · Source | |
| 116 | 22.557 | webloom-enginemcp · browser | MCP server giving AI agents 86 tools for browser automation via Chrome DevTools Protocol, including navigation, click/fill ladders, network… | 1 star | No one-command install · Source | |
| 117 | 22.557 | darwinrelaymcp · browser | Enables MCP agents to control macOS natively with shell, PTY, background Chrome automation, and Accessibility-based desktop control. | 1 star | No one-command install · Source | |
| 118 | 22.557 | mcp-gtm-tech-stack-signal-scrapermcp · browser | Detects a company's technology stack from its public web presence. Returns structured tech signals for sales targeting and competitive analysis. | 1 star | No one-command install · Source | |
| 119 | 22.557 | mcp-gtm-hiring-signal-scrapermcp · browser | Detects hiring intent signals by scanning job boards for specific companies. Returns structured role data for outbound sales targeting. | 1 star | No one-command install · Source | |
| 120 | 22.557 | x-mcp-playwrightmcp · browser | A Twitter/X MCP server powered by patchright (stealth Playwright fork) and a persistent Chrome user profile. It enables posting, engaging, searching… | 1 star | No one-command install · Source | |
| 121 | 22.557 | blopmcp · browser | MCP-native release confidence control plane that turns browser execution into auditable go/no-go decisions by combining business-critical journey… | 1 star | No one-command install · Source | |
| 122 | 22.557 | qa-mcp-learning-labmcp · browser | Showcases principal-level QA architecture using MCP tools and Playwright for validating security, business workflows, contract safety, and cross-layer… | 1 star | No one-command install · Source | |
| 123 | 22.557 | xiaojiou176-open-movi-organizermcp · browser | Review-first local file organizer for photos, screenshots, documents, and audio with AI-assisted drafting. | 1 star | No one-command install · Source | |
| 124 | 22.557 | svg-annotate-mcpmcp · browser | Enables annotating SVG paper figures in the browser by picking elements or drawing regions, and feeds those annotations back to Claude via MCP so it… | 1 star | No one-command install · Source | |
| 125 | 22.557 | chrome-for-aimcp · browser | Enables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection. | 1 star | No one-command install · Source | |
| 126 | 22.557 | runewardmcp · browser | Governed execution cells for AI agents via MCP; provides shell, code, file, and browser tools inside isolated, policy-enforced Citadels with… | 1 star | No one-command install · Source | |
| 127 | 22.557 | scrapingdogmcp · browser | Wraps Scrapingdog, a proxy-based web scraping service, enabling AI agents to scrape web pages through a simple MCP interface. | 1 star | No one-command install · Source | |
| 128 | 22.557 | kultmember6banger-kloaktmcp · browser | Lightweight headless browser in Rust for web page extraction and scraping. | 1 star | No one-command install · Source | |
| 129 | 22.557 | kloaktmcp · browser | A lightweight, stealthy headless browser for AI agents, providing MCP tools for web extraction, interaction, and snapshotting. | 1 star | No one-command install · Source | |
| 130 | 22.557 | camoufox-playwright-mcpmcp · browser | An MCP server that provides a stealth-enhanced Playwright browser automation engine with anti-detection features, enabling AI agents to navigate… | 1 star | No one-command install · Source | |
| 131 | 22.557 | web-bridgemcp · browser | Browser automation MCP server that uses a real browser to give agents eyes and hands—open pages, click, fill, screenshot, and run scripts via… | 1 star | No one-command install · Source | |
| 132 | 22.557 | citetrailmcp · browser | Enables AI agents to search and recall locally captured browser pages with full source provenance (URL, title, timestamp) over MCP. | 1 star | No one-command install · Source | |
| 133 | 22.557 | cursor-learn-modemcp · browser | Enables users to record Windows desktop and browser workflows once and generate replayable Cursor Skills, using Playwright MCP and Windows Computer… | 1 star | No one-command install · Source | |
| 134 | 22.557 | slimatlas-aimcp · browser | An MCP server for lightweight browser automation using Lightpanda with Chrome fallback, providing LLM-optimized accessibility tree snapshots for… | 1 star | No one-command install · Source | |
| 135 | 22.557 | prerender-buddy-mcpmcp · browser | Provides local MCP tools for checking what public crawlers can read from HTTP responses, including crawler readability, response comparison, and… | 1 star | No one-command install · Source | |
| 136 | 22.557 | ai-web-testermcp · browser | Enables AI coding agents to autonomously interact with and test web applications in a real browser, providing DOM/Accessibility tree extraction… | 1 star | No one-command install · Source | |
| 137 | 22.557 | cute-web-scrapermcp · browser | MCP server for web scraping with natural language, enabling site crawling, page fetching, and extraction of emails, phones, links, and social… | 1 star | No one-command install · Source | |
| 138 | 22.557 | demo-vid-mcpmcp · browser | Records narrated walkthroughs of any webapp by orchestrating Playwright, speech-mcp TTS, and FFmpeg composition. | 1 star | No one-command install · Source | |
| 139 | 22.557 | fast-mcp-sshmcp · browser | Enables AI agents to securely execute commands on remote hosts via SSH and SFTP, with persistent shells, file transfers, screenshots, and an audit… | 1 star | No one-command install · Source | |
| 140 | 22.557 | cloak-biz-scrapermcp · browser | A self-hosted MCP server enabling AI assistants to scrape business-for-sale listings from websites like BizBuySell using stealth browsers and store… | 1 star | No one-command install · Source | |
| 141 | 22.557 | html-mcp-webmcp · browser | Review AI-generated HTML slides or reports in the browser, anchor comments to specific passages, and have the agent fix them via MCP, with tools for… | 1 star | No one-command install · Source | |
| 142 | 22.557 | hronautmcp · browser | Enables AI agents to control a persistent local browser with live tabs, navigation, interaction, inspection, and state management through MCP. | 1 star | No one-command install · Source | |
| 143 | 22.557 | live-mcpmcp · browser | Enables AI agents to declaratively control web pages using real mouse and keyboard events via Chrome DevTools Protocol, without executing page… | 1 star | No one-command install · Source | |
| 144 | 22.557 | universal-scrapermcp · browser | MCP server for config-driven web scraping, offering tools to scrape, crawl, extract markdown, and check status. | 1 star | No one-command install · Source | |
| 145 | 22.557 | browser-navigator-mcpmcp · browser | Controls the Brave browser via CDP for web automation, OSINT, and social media crawling, including navigation, CAPTCHA detection, session persistence… | 1 star | No one-command install · Source | |
| 146 | 22.557 | mcp-ie-migration-vrtmcp · browser | Controls two browser sessions (Edge IE mode and Chromium Edge) simultaneously to capture and compare screenshots for visual regression testing of… | 1 star | No one-command install · Source | |
| 147 | 22.557 | chrischall-honeybookmcp · browser | Access HoneyBook client portal contracts and invoices using browser automation with Puppeteer and magic-link authentication. | 1 star | No one-command install · Source | |
| 148 | 23.374 | un4ckn0wl3z-web-scrapermcp · browser | Extracts clean text content from web pages using BeautifulSoup and HTTPX with proper error handling for failed requests and connection issues. | 1 fork | No one-command install · Source | |
| 149 | 23.374 | playwrightmcp · browser | Provides browser automation capabilities through Playwright integration, enabling navigation, element interaction, screenshot capture, form handling… | 1 fork | No one-command install · Source | |
| 150 | 23.374 | webpage-screenshot-mcpmcp · browser | Captures screenshots of web URLs or local HTML files using Playwright Chromium and exposes them as resources. | 1 fork | No one-command install · Source | |
| 151 | 23.374 | playwright-vision-mcp-servermcp · browser | Enables AI assistants to perform browser automation using Playwright, including navigation, content extraction, screenshot analysis, and custom script… | 1 fork | No one-command install · Source | |
| 152 | 23.374 | chrome-automation-mcpmcp · browser | A Model Context Protocol (MCP) server for browser automation using Playwright to control Chrome browsers. | 1 fork | No one-command install · Source | |
| 153 | 23.374 | synligdigital-aeo-auditmcp · browser | Answer Engine Optimization audit tool that scores websites 0-100 for AI visibility across schema, meta, content, and crawler access. | 1 fork | No one-command install · Source | |
| 154 | 23.374 | maamcp-ccmcp · browser | Enables Claude Code to directly control Android emulators or Windows windows for MaaFramework pipeline development, with features like screenshot with… | 1 fork | No one-command install · Source | |
| 155 | 23.374 | hiphopanda-windows-computer-usemcp · browser | Control Windows desktop via MCP — mouse, keyboard, screenshots, clipboard, and application management. | 1 fork | No one-command install · Source | |
| 156 | 23.374 | playwright-mcp-tabbedmcp · browser | A tab-aware Playwright MCP server that enables multiple agents to operate on different tabs concurrently while sharing a single browser context and… | 1 fork | No one-command install · Source | |
| 157 | 23.374 | mcp-macos-cuamcp · browser | Enables AI agents to control macOS desktop apps via screenshots, mouse clicks, keyboard input, accessibility queries, and AppleScript. | 1 fork | No one-command install · Source | |
| 158 | 23.374 | ruminer-browser-agentmcp · browser | Syncs AI conversations from multiple platforms to local Markdown files for your second brain, and provides browser automation tools via MCP for… | 1 fork | No one-command install · Source | |
| 159 | 23.374 | screenmcp-claude-pluginmcp · browser | Enables Claude to control the local desktop via screenshot, mouse, keyboard, and clipboard operations. | 1 fork | No one-command install · Source | |
| 160 | 23.374 | israeli-weather-mcp-agentmcp · browser | Enables LLMs to retrieve Israeli weather forecasts by controlling a browser via Playwright and scraping data from an Israeli weather website. | 1 fork | No one-command install · Source | |
| 161 | 23.374 | ghosthandmcp · browser | Enables MCP-capable coding agents to read and drive the user's browser page with a visible, human-like cursor that evades bot detection. | 1 fork | No one-command install · Source | |
| 162 | 23.374 | browser-screenshot-mcpmcp · browser | Enables local MCP clients to capture screenshots of explicitly shared browser tabs without broad browser permissions. Prioritizes privacy by sharing… | 1 fork | No one-command install · Source | |
| 163 | 23.374 | adobe-firefly-mcpmcp · browser | Local MCP server that uses Playwright browser automation to enable Claude Code to generate images, create variations, expand, and remove backgrounds… | 1 fork | No one-command install · Source | |
| 164 | 23.374 | rod-mcp-servermcp · browser | Browser automation for AI agents via the Model Context Protocol, enabling web navigation, form filling, screenshots, and more using Chromium. | 1 fork | No one-command install · Source | |
| 165 | 23.374 | browser-mcp-claudemcp · browser | Enables remote browser automation via MCP, allowing models to open pages, read snapshots, click, fill, and select elements using Playwright, with… | 1 fork | No one-command install · Source | |
| 166 | 23.374 | quickshell-mcpmcp · browser | Enables driving a Quickshell QML app inside a headless compositor, with tools to screenshot windows, inspect their object trees, and read or write QML… | 1 fork | No one-command install · Source | |
| 167 | 23.374 | gpt-tools-mcp-servermcp · browser | Enables Claude Code to delegate web research and image generation to ChatGPT via Playwright browser automation, allowing token-efficient search and… | 1 fork | No one-command install · Source | |
| 168 | 23.374 | opportunity-party-mcpmcp · browser | Scrapes the Opportunity Party website and converts policy PDFs to structured markdown for LLM consumption. | 1 fork | No one-command install · Source | |
| 169 | 23.374 | projectm-qa-mcpmcp · browser | A Unity Editor command bridge that uses JSON files under .codex/unity-commands for request/response, enabling tools to check Unity status, execute… | 1 fork | No one-command install · Source | |
| 170 | 23.374 | chrischall-compassmcp · browser | Search Compass real estate listings, view property details, photos, price history, and comparisons via your browser session. | 1 fork | No one-command install · Source | |
| 171 | 23.374 | chromebrowsermcpmcp · browser | A read-only bridge that lets ChatGPT inspect open Chrome tabs, exposing tools to list, read, and search tabs without accessing sensitive data. | 1 fork | No one-command install · Source | |
| 172 | 26.394 | talnexismcp · browser | TalNexis gives your AI assistant real-time hiring intelligence across 98 top tech companies — Anthropic, Nvidia, Stripe, Anduril, Snowflake, and more… | 1,421 installs | No commit datelisted | No one-command install · Source |
| 173 | 26.666 | housing-assistmcp · browser | ▎ Tokyo housing market data for foreigners. Search 18,000+ weekly-scraped rental listings, compare Tokyo's 23 wards, estimate move-in costs, and get… | 1,427 installs | No commit datelisted | No one-command install · Source |
| 174 | 29.013 | ivarvd-hldng-html-to-pdf-generatormcp · browser | Combines PDFKit and Puppeteer to generate PDFs from HTML content and programmatic layouts, enabling versatile document creation and web page… | 1 star · 1 fork | No one-command install · Source | |
| 175 | 29.013 | rotexhawk-puppeteermcp · browser | Enables browser automation within Home Assistant through Puppeteer, providing web navigation, element interaction, screenshot capture, and JavaScript… | 1 star · 1 fork | No one-command install · Source | |
| 176 | 29.013 | skudskud-uber-eats-automationmcp · browser | Integrates with Uber Eats to enable automated menu searches and food order placements via browser interactions, streamlining the food discovery and… | 1 star · 1 fork | No one-command install · Source | |
| 177 | 29.013 | surya-madhav-web-scraper-ddg-searchmcp · browser | Provides web scraping and DuckDuckGo search capabilities for retrieving and processing web content as markdown. | 1 star · 1 fork | No one-command install · Source | |
| 178 | 29.013 | misanthropic-ai-playwrightmcp · browser | Enables LLM-powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive… | 1 star · 1 fork | No one-command install · Source | |
| 179 | 29.013 | cploujoux-puppeteermcp · browser | Provides browser automation capabilities using Puppeteer for web navigation, screenshots, element interaction, and JavaScript execution in both… | 1 star · 1 fork | No one-command install · Source | |
| 180 | 29.013 | nexus-digital-automations-crawl4aimcp · browser | Integrates Crawl4AI's async web crawler to extract webpage content in HTML or markdown formats, capture screenshots, and perform schema-based data… | 1 star · 1 fork | No one-command install · Source | |
| 181 | 29.013 | agentdesk-browser-toolsmcp · browser | Provides browser debugging and analysis capabilities through Chrome extension integration and headless automation, capturing console logs, network… | 1 star · 1 fork | No one-command install · Source | |
| 182 | 29.013 | termux-puppeteer-mcpmcp · browser | Enables Puppeteer-based web automation (navigation, screenshots, PDF generation, JavaScript execution, clicking) on Android Termux by running Chromium… | 1 star · 1 fork | No one-command install · Source | |
| 183 | 29.013 | francosbaffi-xiaohongshu-postermcp · browser | Automates Xiaohongshu (RedNote) photo note publishing using Playwright browser automation with session persistence and human-like typing. | 1 star · 1 fork | No one-command install · Source | |
| 184 | 29.013 | scrapercitymcp · browser | B2B lead generation platform providing access to Apollo scraping, Google Maps extraction, email finding and validation, mobile lookup, and skip… | 1 star · 1 fork | No one-command install · Source | |
| 185 | 29.013 | gh-jimmytwei-gasbuddy-price-trackermcp · browser | Scrapes GasBuddy.com to find real-time gas prices for US cities and zip codes. | 1 star · 1 fork | No one-command install · Source | |
| 186 | 29.013 | derekjchow-mcpvilmcp · browser | Minimal Wayland compositor with integrated tools for launching applications and capturing screenshots. | 1 star · 1 fork | No one-command install · Source | |
| 187 | 29.013 | monkeyseemcp · browser | Enables MCP clients to drive a real, logged-in Chrome browser for web automation tasks like navigation, clicking, typing, and screenshotting. | 1 star · 1 fork | No one-command install · Source | |
| 188 | 29.013 | browser-feedback-mcpmcp · browser | Enables visual browser feedback collection directly into Claude Code. Users can point at elements in their browser and send annotated feedback that… | 1 star · 1 fork | No one-command install · Source | |
| 189 | 29.013 | facebook-marketplace-mcpmcp · browser | Enables searching Facebook Marketplace listings from Claude using your existing Facebook session without a browser. | 1 star · 1 fork | No one-command install · Source | |
| 190 | 29.013 | mcp-realbrowsermcp · browser | Provides a persistent browser profile for AI agents, enabling them to log in once and maintain sessions across restarts. Supports 20 tools for… | 1 star · 1 fork | No one-command install · Source | |
| 191 | 29.013 | chrome-hook-mcpmcp · browser | Drives real Chromium browsers for multi-account testing and full network capture, with Cloudflare bypass via patched Playwright and real browser… | 1 star · 1 fork | No one-command install · Source | |
| 192 | 29.013 | quokkapix-mcpmcp · browser | Local MCP adapter for private, browser-based QuokkaPix image workflows. | 1 star · 1 fork | No one-command install · Source | |
| 193 | 29.013 | webmcp-bridge-mcpmcp · browser | Bridges MCP clients to Chrome pages with WebMCP support, enabling tool discovery and execution on web pages via a Chrome extension. | 1 star · 1 fork | No one-command install · Source | |
| 194 | 29.013 | wavexismcpmcp · browser | A comprehensive browser automation MCP server providing 149 tools across 13 capability tiers, enabling LLMs to control Chrome/Edge via CDP or BiDi… | 1 star · 1 fork | No one-command install · Source | |
| 195 | 29.013 | up2itnow0822-webmcp-sdkmcp · browser | W3C WebMCP toolkit for Chrome 146 to expose websites as structured tools for agents. | 1 star · 1 fork | No one-command install · Source | |
| 196 | 29.013 | browseweavemcp · browser | BrowseWeave enables MCP-compatible AI clients to control and read web pages already open in a real browser, providing semantic views and screenshots… | 1 star · 1 fork | No one-command install · Source | |
| 197 | 29.013 | seleniumboot-mcpmcp · browser | Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, self-healing locators, and codegen for… | 1 star · 1 fork | No one-command install · Source | |
| 198 | 30.476 | autoapply-mcpmcp · browser | AutoApply automates job applications using a real Playwright browser. Save your profile once — name, email, phone, address, work authorization… | 735 installs | No commit datelisted | No one-command install · Source |
| 199 | 32.223 | oenius-browser-toolsmcp · browser | Provides browser debugging capabilities through a Chrome extension that captures console logs, network requests, screenshots, and DOM elements while… | 2 stars | No one-command install · Source | |
| 200 | 32.223 | willer-browser-operatormcp · browser | Enables Claude to control web browsers through Playwright for automated navigation, form filling, and element interaction while maintaining persistent… | 2 stars | 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.