Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 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 | |
| 201 | 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 | |
| 203 | 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 | |
| 204 | 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 | |
| 205 | 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 | |
| 206 | 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 | |
| 206 | 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 | |
| 206 | 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 | |
| 206 | 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 | |
| 210 | 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 | |
| 211 | 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 | |
| 212 | 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 | |
| 213 | 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 | |
| 214 | 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 | |
| 214 | 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 | |
| 216 | 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 | |
| 217 | 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 | |
| 218 | 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 | |
| 219 | 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 | |
| 220 | 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 | |
| 221 | 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 | |
| 222 | 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 | |
| 223 | 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 | |
| 223 | 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 | |
| 225 | 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 | |
| 226 | 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 | |
| 226 | 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 | |
| 226 | 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 | |
| 229 | 67.906 | 2captchamcp · browseralso listed as mcp-captcha-solver | Solves captchas and automates browser interactions during web automation tasks using the 2Captcha service. | 9 stars · 5 forks | No one-command install · Source | |
| 229 | 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 | |
| 232 | 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 | |
| 232 | 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 | |
| 234 | 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 | |
| 234 | 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 | |
| 236 | 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 | |
| 236 | 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 | |
| 238 | 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 | |
| 238 | 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 | |
| 238 | 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 | |
| 241 | 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 | |
| 242 | 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 | |
| 243 | 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 | |
| 243 | 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 | |
| 243 | 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 | |
| 246 | 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 | |
| 246 | 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 | |
| 248 | 66.172 | six-ben-axure-prototype-extractormcp · browser | Extracts visible text and images from public Axure share pages with multi-page crawling and OCR fallback. | 11 stars · 2 forks | No one-command install · Source | |
| 248 | 66.172 | lengbone-glm-visionmcp · browser | Provides image recognition and analysis using GLM-4.5V vision model with tools for general image description, code screenshot analysis with language… | 11 stars · 2 forks | No one-command install · Source | |
| 250 | 65.543 | testdinomcp · browser | Playwright test reporting and analytics platform with natural language test querying | 9 stars · 3 forks | No one-command install · Source | |
| 250 | 65.543 | markswendsen-code-instacartmcp · browser | Search products, manage cart, and place grocery orders on Instacart via browser automation. | 9 stars · 3 forks | No one-command install · Source | |
| 250 | 65.543 | phialsbasement-webresearch-stealthifiedmcp · browser | Enables AI web browsing through Google search, webpage extraction, and screenshot capture tools with session management for in-depth online research… | 9 stars · 3 forks | No one-command install · Source | |
| 250 | 65.543 | ronantakizawa-browser-history-searchmcp · browser | Provides secure access to browsing history from major browsers across all platforms with specialized tools for searching by terms, retrieving recent… | 9 stars · 3 forks | No one-command install · Source | |
| 254 | 65.396 | web-auditormcp · browser | Analyze web pages and entire sites for SEO, accessibility, performance, and security compliance. Generate detailed reports and actionable issue lists… | 3,818 installs | No commit datelisted | No one-command install · Source |
| 255 | 65.223 | ascii-motion-mcpmcp · browser | Enables AI assistants to create, animate, and export ASCII art using natural language, with live browser sync. | 8 stars · 4 forks | No one-command install · Source | |
| 256 | 65.043 | adityasasidhar-browsercontrolmcp · browser | Enables browser automation through visual interaction using numbered screenshots where interactive elements are marked for precise clicking, form… | 10 stars · 2 forks | No one-command install · Source | |
| 257 | 64.619 | pshivapr-selenium-webdrivermcp · browser | Enables browser automation through Selenium WebDriver with support for Chrome, Firefox, and Edge browsers, providing navigation, element interaction… | 6 stars · 5 forks | No one-command install · Source | |
| 258 | 64.294 | web-security-scannermcp · browser | Enables automated web security testing for XSS and SQL injection vulnerabilities through Playwright-powered browser automation with screenshot capture… | 22 stars | No commit datelisted | No one-command install · Source |
| 259 | 64.134 | nvms-tuimcp · browser | Interact with terminal user interface applications through managed pseudo-terminals with session management, screenshots, text reading, and keystroke… | 12 stars · 1 fork | No one-command install · Source | |
| 260 | 63.952 | kbyk004-playwright-lighthousemcp · browser | Combines Playwright's browser automation with Lighthouse's auditing capabilities to analyze website performance, generate detailed reports, and… | 5 stars · 5 forks | No one-command install · Source | |
| 261 | 63.896 | wickmcp · browseralso listed as wickproject-wick | An MCP server that provides browser-grade web access for AI agents, using Chrome's actual network stack to bypass anti-bot protections and return… | 8 stars · 3 forks | No one-command install · Source | |
| 261 | 63.896 | codex-control-chrome-mcpmcp · browser | Exposes the Codex Chrome extension flow to other Agent tools through MCP, enabling Chrome automation via CDP and tab management. | 8 stars · 3 forks | No one-command install · Source | |
| 261 | 63.896 | shaft-mcpmcp · browser | Enables Claude Desktop to perform web automation tasks using the SHAFT Engine, including browser control, element interaction, AI-enhanced detection… | 8 stars · 3 forks | No one-command install · Source | |
| 265 | 63.694 | yashpreetbathla-accessibility-bridgemcp · browser | Exposes browser accessibility trees via Chrome DevTools Protocol for generating test selectors across Playwright, Selenium, Cypress, and WebdriverIO. | 9 stars · 2 forks | No one-command install · Source | |
| 265 | 63.694 | gourraguis-glassesmcp · browser | Captures website screenshots using headless Chrome automation with configurable device emulation, output formats, and full-page or viewport-only… | 9 stars · 2 forks | No one-command install · Source | |
| 267 | 63.439 | wolfyy970-docs-fetchmcp · browser | Fetches and explores web content with recursive link-following capabilities, using a dual-strategy approach with axios and puppeteer fallback to… | 7 stars · 4 forks | No one-command install · Source | |
| 267 | 63.439 | 1688-scraper-mcpmcp · browser | Enables AI-powered 1688 wholesale sourcing with intelligent product search, price breakdown, genuine reviews, and supplier background checks… | 7 stars · 4 forks | No one-command install · Source | |
| 267 | 63.439 | takiaa-twitter-scrapermcp · browser | Integrates with X using the agent-twitter-client library, enabling tweet retrieval and posting within Docker containers with proxy support for network… | 7 stars · 4 forks | No one-command install · Source | |
| 270 | 63.429 | tesseronmcp · browser | Expose typed web-app actions to AI agents via MCP over WebSocket without DOM scraping or browser automation. | 20 stars | No one-command install · Source | |
| 271 | 63.269 | vn-autocad-claudemcp · browser | Enables Claude to control AutoCAD—draw, edit, query, layers, blocks, annotations, screenshots, plot to PDF—using plain language. | 2 stars · 6 forks | No one-command install · Source | |
| 272 | 63.155 | appstore-mockup-mcpmcp · browser | Wraps app screenshots in an iPhone 16 Pro frame with marketing text to produce App Store-ready preview images. | 11 stars · 1 fork | No one-command install · Source | |
| 272 | 63.155 | edge-devtools-mcpmcp · browser | Enables control of Microsoft Edge browser via the DevTools protocol, supporting page navigation, screenshots, DOM manipulation, JavaScript execution… | 11 stars · 1 fork | No one-command install · Source | |
| 272 | 63.155 | nascoder-terminal-browser-mcpmcp · browser | Ultimate Standalone Terminal Browser & Web Scraper - Browse any website, extract content & links directly in your terminal. | 11 stars · 1 fork | No one-command install · Source | |
| 275 | 63.107 | afshawnlotfi-configurable-puppeteermcp · browser | Enables browser automation through Puppeteer with configurable launch options for Chrome and Firefox, supporting web testing, data extraction, form… | 4 stars · 5 forks | No one-command install · Source | |
| 275 | 63.107 | jmh108-md-webcrawlmcp · browser | Python-based web crawler extracts website content into markdown files, enabling efficient content aggregation and site archiving. | 4 stars · 5 forks | No one-command install · Source | |
| 277 | 62.111 | browserless-mcpmcp · browser | MCP server for Browserless.io: scrape and automate any site, bypass captchas and enable stealth mode | 7 stars · 3 forks | No one-command install · Source | |
| 277 | 62.111 | web-developer-mcp-servermcp · browser | Enables AI assistants to inspect web pages, monitor network requests, extract HTML, analyze console output, and examine DOM elements in real-time… | 7 stars · 3 forks | No one-command install · Source | |
| 277 | 62.111 | tabby-mcpmcp · browser | A lightweight MCP server that enables control of the Tabby terminal via Chrome DevTools Protocol, allowing execution of JavaScript, DOM queries, and… | 7 stars · 3 forks | No one-command install · Source | |
| 280 | 62.046 | sa2web-mcpmcp · browser | Exposes a remote browser as MCP tools via Playwright, enabling AI agents to navigate and interact with web pages through DOM snapshots, clicks… | 8 stars · 2 forks | No one-command install · Source | |
| 281 | 62.026 | nangman-infra-touch-browsermcp · browser | Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session… | 10 stars · 1 fork | No one-command install · Source | |
| 281 | 62.026 | bitingsnakes-silkwormmcp · browser | Builds web scrapers with async crawling, HTML parsing, and CSS/XPath selectors. | 10 stars · 1 fork | No one-command install · Source | |
| 281 | 62.026 | chrome-debugmcp · browser | Provides browser automation capabilities through Chrome's debugging protocol with session persistence, enabling web scraping, testing, and automation… | 10 stars · 1 fork | No one-command install · Source | |
| 284 | 61.934 | novamcp · browser | Gives an LLM agent control of the macOS desktop from a single self-contained Rust binary: Set-of-Mark numbered screenshots, Accessibility-tree clicks… | 17 stars | No one-command install · Source | |
| 285 | 60.677 | chrometools-mcpmcp · browser | Enables AI-powered Chrome automation through natural language, providing 56+ specialized tools for browser interaction, page analysis, scenario… | 9 stars · 1 fork | No one-command install · Source | |
| 285 | 60.677 | camoufox-mcpmcp · browseralso listed as rlgrpe-camoufox-browser-automation | Enables browser automation with anti-detection features, including navigation, interaction, form filling, and session management. | 9 stars · 1 fork | No one-command install · Source | |
| 285 | 60.677 | gh-cheikh2shift-chrome-controlmcp · browser | Controls Chrome browser through a companion extension using Go and WebSocket for tab navigation, content extraction, and interaction. | 9 stars · 1 fork | No one-command install · Source | |
| 285 | 60.677 | joelhooks-tldraw-agentmcp · browser | Generates diagrams from natural language text descriptions using tldraw and Playwright, with PNG and SVG export. | 9 stars · 1 fork | No one-command install · Source | |
| 285 | 60.677 | playwright-min-network-mcpmcp · browser | A minimal network monitoring MCP tool for Playwright browser automation. Just 5 simple tools to capture, filter, and analyze network traffic during… | 9 stars · 1 fork | No one-command install · Source | |
| 291 | 60.262 | mrgoonie-reviewwebsitemcp · browser | Converts URLs to Markdown, scrapes web content, extracts links, and generates summaries of web pages for efficient content analysis and data… | 7 stars · 2 forks | No one-command install · Source | |
| 291 | 60.262 | claude-playwrightmcp · browser | Enables browser automation and web interaction control through Playwright, allowing Claude Code to navigate, click, fill forms, take screenshots, and… | 7 stars · 2 forks | No one-command install · Source | |
| 291 | 60.262 | playwright-wizardmcp · browser | Guided workflow for creating professional Playwright test suites with built-in best practices | 7 stars · 2 forks | No one-command install · Source | |
| 291 | 60.262 | playwright-browser-automationmcp · browser | Enables AI models to perform web automation tasks by controlling headless browsers through a server-side Playwright implementation. | 7 stars · 2 forks | No one-command install · Source | |
| 295 | 60.035 | e2llm-sifrmcp · browser | E2LLM — structured browser perception for AI | 6 stars · 3 forks | No one-command install · Source | |
| 295 | 60.035 | mcp-linkedin-sales-navigatormcp · browser | Enables AI assistants to search leads, view profiles, manage lists, send InMails, and export data from LinkedIn Sales Navigator through browser… | 6 stars · 3 forks | No one-command install · Source | |
| 295 | 60.035 | rubinsh-windows-screenshotsmcp · browser | Provides access to Windows screenshots from WSL2 environments by automatically detecting screenshot directories and offering tools to list recent… | 6 stars · 3 forks | No one-command install · Source | |
| 295 | 60.035 | hushaudio-puppeteermcp · browser | Captures full-page screenshots at multiple viewport breakpoints using Puppeteer with error monitoring, responsive design testing, and image… | 6 stars · 3 forks | No one-command install · Source | |
| 299 | 59.854 | chaixueyuan-weapp-agentmcp · browser | Automate and test WeChat Mini Programs via DevTools with navigation, screenshots, element interaction, and DOM inspection. | 14 stars | No one-command install · Source | |
| 299 | 59.854 | zukai-screenshot-capturemcp · browser | Enables AI to capture screenshots of computer screens for analyzing visual interfaces, debugging, or assisting with web development tasks without… | 14 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.