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 | 32.223 | chrome-browser-automationmcp · browser | Enables browser automation through Selenium WebDriver, allowing direct interaction with Chrome for web scraping, testing, and navigation tasks without… | 2 stars | No one-command install · Source | |
| 202 | 32.223 | m2rads-e2e-browser-automationmcp · browser | Enables end-to-end testing and web automation through browser interaction capabilities for extracting content, following links, and executing… | 2 stars | No one-command install · Source | |
| 203 | 32.223 | article-scraper-mcpmcp · browser | Enables fetching and parsing news articles from URLs, extracting title, text, author, and publication date. | 2 stars | No one-command install · Source | |
| 204 | 32.223 | zhuzhe1983-playwright-browser-automationmcp · browser | Provides browser automation capabilities through headless Chromium instances with comprehensive session management, supporting standard web… | 2 stars | No one-command install · Source | |
| 205 | 32.223 | johncarlo177-blendermcp · browser | Integrates with Blender through socket-based communication to enable real-time 3D scene manipulation, asset management from PolyHaven and Sketchfab… | 2 stars | No one-command install · Source | |
| 206 | 32.223 | xblanc33-markdown-to-pdfmcp · browser | Converts Markdown content to PDF documents using Playwright's Chromium browser engine with configurable formatting options including paper size… | 2 stars | No one-command install · Source | |
| 207 | 32.223 | browserpilotmcp · browser | Enables AI to control browsers via natural language for web automation, testing, and data scraping. Supports Chrome-based browsers and integrates with… | 2 stars | No one-command install · Source | |
| 208 | 32.223 | devload-whatap-mxqlmcp · browser | Analyze WhaTap APM, browser, and infrastructure metrics through MXQL queries with secure session management | 2 stars | No one-command install · Source | |
| 209 | 32.223 | plaintest-ios-simulator-browser-automationmcp · browser | Unifies iOS Simulator control and browser automation through xcrun simctl, Facebook's fb-idb, and Puppeteer to provide mobile gesture automation… | 2 stars | No one-command install · Source | |
| 210 | 32.223 | ricardodeazambuja-browser-automation-playwrightmcp · browser | Universal browser automation server using Playwright that provides web navigation, element interaction, media control, network monitoring, security… | 2 stars | No one-command install · Source | |
| 211 | 32.223 | browser-mcp-servermcp · browser | A universal browser automation MCP server using Playwright, enabling programmatic control of Chrome with 63 tools for navigation, interaction, media… | 2 stars | No one-command install · Source | |
| 212 | 32.223 | nizarius-rnw-browsermcp · browser | Automates React Native Web applications using coordinate-based mouse interactions that properly trigger gesture responder events, providing multi-tab… | 2 stars | No one-command install · Source | |
| 213 | 32.223 | salad-technologies-mcproxymcp · browser | Provides remote headless browser automation through distributed architecture with anti-detection features, geographic distribution, and humanized… | 2 stars | No one-command install · Source | |
| 214 | 32.223 | zhangkaigod2000-bing-searchmcp · browser | Performs Bing web searches using Playwright scraping with optional LLM-powered query rewriting and content summarization. | 2 stars | No one-command install · Source | |
| 215 | 32.223 | shar0-naninovelmcp · browser | Unity C# plugin that exposes Naninovel visual novel engine controls, enabling direct script editing, playback testing, and visual verification through… | 2 stars | No one-command install · Source | |
| 216 | 32.223 | waalaxy-mcp-servermcp · browser | Enables users to manage Waalaxy LinkedIn automation campaigns through MCP tools using browser automation (Playwright) to interact with the Waalaxy web… | 2 stars | No one-command install · Source | |
| 217 | 32.223 | striderlabs-mcp-americanmcp · browser | Enables AI agents to search flights, manage bookings, check in, retrieve boarding passes, and access AAdvantage rewards on American Airlines' website… | 2 stars | No one-command install · Source | |
| 218 | 32.223 | amazon-price-scraper-mcpmcp · browser | Finds lowest prices on Amazon across 20 countries with CAPTCHA resistance and stealth browsing. | 2 stars | No one-command install · Source | |
| 219 | 32.223 | gh-jejass-163-mailmcp · browser | Automates NetEase 163 Mail email sending including large attachments up to 500MB through browser automation. | 2 stars | No one-command install · Source | |
| 220 | 32.223 | dhasap-android-expertmcp · browser | Comprehensive Android and Kotlin development toolkit with tools for ADB device control, web scraping, browser automation, emulator management, and VPS… | 2 stars | No one-command install · Source | |
| 221 | 32.223 | digital-defiance-screenshotmcp · browser | Enterprise-grade screenshot capture with PII masking and cross-platform support | 2 stars | No one-command install · Source | |
| 222 | 32.223 | felipethecosta-computer-usemcp · browser | Cross-platform computer use automation with screenshot capture, mouse, and keyboard control for Linux and Windows. | 2 stars | No one-command install · Source | |
| 223 | 32.223 | nickvasilescu-orgo-chromemcp · browser | Provides DOM-level Chrome browser automation for Orgo virtual machines via Chrome DevTools Protocol with 16 tools. | 2 stars | No one-command install · Source | |
| 224 | 32.223 | safari-devtools-mcpmcp · browser | Lets your coding agent control and inspect a live Safari browser on macOS. Provides access to Safari DevTools for debugging, automation, and testing. | 2 stars | No one-command install · Source | |
| 225 | 32.223 | hayodev-safari-devtoolsmcp · browser | Control and debug live Safari browsers on macOS from AI coding agents. | 2 stars | No one-command install · Source | |
| 226 | 32.223 | ochtum-capture-screenmcp · browser | Windows screen capture providing full desktop, display, region, and active window screenshots as PNG files. | 2 stars | No one-command install · Source | |
| 227 | 32.223 | marykovziridze-screaming-frog-mcpmcp · browser | Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a… | 2 stars | No one-command install · Source | |
| 228 | 32.223 | eyebrowsemcp · browser | Eyebrowse is an MCP server that gives AI agents eyes and hands in your real Chrome browser, allowing them to see screenshots, read page structure, and… | 2 stars | No one-command install · Source | |
| 229 | 32.223 | zen-mcp-browsermcp · browser | Docker-first MCP server for headless browser automation via Playwright with HTTP/SSE transport and browser-use agent flows. | 2 stars | No one-command install · Source | |
| 230 | 32.223 | leombm-maltmcp · browser | Integrates with Malt.fr freelance platform via browser automation to expose profile data, statistics, and mission information. | 2 stars | No one-command install · Source | |
| 231 | 32.223 | durannd-vertex-aimcp · browser | Offload repository analysis and screenshot understanding to Google Vertex AI. | 2 stars | No one-command install · Source | |
| 232 | 32.223 | excel-webview2-mcpmcp · browser | Connects Claude Code to Microsoft Excel add-ins via the Chrome DevTools Protocol, enabling inspection, automation, and lifecycle management of add-ins… | 2 stars | No one-command install · Source | |
| 233 | 32.223 | dsbissett-excel-webview2mcp · browser | Bridge Claude Code to Excel add-ins running in WebView2 via Chrome DevTools Protocol. | 2 stars | No one-command install · Source | |
| 234 | 32.223 | neodrew-chromeflowmcp · browser | Browser automation server that lets Claude Code and Codex CLI drive a real Chrome instance with session persistence and 28 browser tools. | 2 stars | No one-command install · Source | |
| 235 | 32.223 | chromewire-mcpmcp · browser | Real browser tabs for AI agents through a safe localhost MCP bridge, enabling control of Chrome tabs via MCP-compatible AI CLIs. | 2 stars | No one-command install · Source | |
| 236 | 32.223 | metadrama-obscuramcp · browser | MCP adapter for the Obscura Rust headless browser for web scraping with anti-detection. | 2 stars | No one-command install · Source | |
| 237 | 32.223 | site-sensemcp · browser | Enables AI assistants to see and interact with web browser tabs by capturing accessibility tree and screenshots via a Chrome extension and local MCP… | 2 stars | No one-command install · Source | |
| 238 | 32.223 | toolpipermcp · browser | 300+ MCP tools for macOS, all on-device — local AI inference (llama.cpp on Metal), voice, vision OCR, local RAG, browser automation, and ~140 system… | 2 stars | No one-command install · Source | |
| 239 | 32.223 | modao-prototype-mcpmcp · browser | Reads Modao read-only prototype links and exports a directory of page screenshots with a catalog. | 2 stars | No one-command install · Source | |
| 240 | 32.223 | concurrent-playwright-mcpmcp · browser | An MCP server that runs concurrent, session-isolated Playwright browser contexts, so many agents can each drive their own browser at the same time… | 2 stars | No one-command install · Source | |
| 241 | 32.223 | xiaojiou176-prompt-switchboardmcp · browser | Local MCP sidecar for comparing AI responses across multiple browser AI workflows. | 2 stars | No one-command install · Source | |
| 242 | 32.223 | manchittlab-the-crawlermcp · browser | Universal web scraper returning LLM-ready markdown with RAG chunking and PDF/DOCX support. | 2 stars | No one-command install · Source | |
| 243 | 32.223 | telegram-bot-testing-mcpmcp · browser | Enables AI agents to test Telegram bots by driving the official Telegram Web client in a real browser, allowing visual verification of bot responses… | 2 stars | No one-command install · Source | |
| 244 | 32.223 | pixel-bridge-mcpmcp · browser | Bridges Claude Code to ChatGPT and Gemini web interfaces for free AI image generation, using Playwright to automate browser logins without API keys. | 2 stars | No one-command install · Source | |
| 245 | 32.223 | screenshottool-mcpmcp · browser | Windows桌面截图与窗口自动化工具，支持后台操作、不抢焦点，可截取窗口/屏幕、模拟鼠标键盘、点击菜单等。 | 2 stars | No one-command install · Source | |
| 246 | 32.223 | ui-debugger-mcpmcp · browser | Enables AI agents to autonomously debug UIs by delegating high-level stories to a small agent that drives browsers or desktop apps and reports… | 2 stars | No one-command install · Source | |
| 247 | 32.223 | agentic-browser-mcpmcp · browser | Enables MCP clients to automate a real Chrome browser via Playwright, supporting session sharing and tools for navigation, clicking, typing, and more. | 2 stars | No one-command install · Source | |
| 248 | 32.223 | windows98-mcpmcp · browser | Controls a real Windows 98 VM through 47 MCP tools, enabling screenshots, mouse/keyboard input, command execution, and file transfers. | 2 stars | No one-command install · Source | |
| 249 | 32.223 | dsh-jiey-browsermcp · browser | Enables DeepSeek Harness agents to control a real Jiey Browser instance via MCP, providing tools for web navigation, interaction, and data extraction. | 2 stars | No one-command install · Source | |
| 250 | 32.223 | opencode-gui-bridgemcp · browser | Enables AI assistants to control Windows GUI by listing and focusing windows, capturing element snapshots via UIA/OCR/CDP, performing… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | firecrawl-lite-mcp-servermcp · browser | Enables privacy-first web scraping and structured data extraction using a local headless browser and your own LLM key. Supports tools for scraping… | 2 stars | No one-command install · Source | |
| 252 | 32.223 | carsales-mcpmcp · browser | Enables AI assistants to search and retrieve used and new car listings from carsales.com.au, with support for various filters and detailed listing… | 2 stars | No one-command install · Source | |
| 253 | 32.223 | b4n1-webmcp · browser | Ultra-lightweight headless browser for AI agents. Provides MCP tools for navigating URLs, extracting structured content, and building autonomous agent… | 2 stars | No one-command install · Source | |
| 254 | 32.223 | llm-wiki-chromemcp · browser | MCP server for the LLM Wiki Chrome extension that exposes bounded browser automation tools (shared tabs, accessibility snapshots, screenshots, clicks… | 2 stars | No one-command install · Source | |
| 255 | 32.223 | geo-tool-checkmcp · browser | Provides agents with tools to score a page's AI readiness, check which AI crawlers robots.txt blocks, and assess passage citability—all performed… | 2 stars | No one-command install · Source | |
| 256 | 32.223 | eric-task-mastermcp · browser | Enables AI agents to run durable, isolated, and observable browser automation tasks via Playwright, with persistent profiles, recovery, evidence… | 2 stars | No one-command install · Source | |
| 257 | 32.223 | shotsmcp · browser | AI App Store Screenshot Generator | 2 stars | No one-command install · Source | |
| 258 | 32.223 | thinkrunmcp · browser | Records browser sessions and provides structured context (clicks, console, network, screenshots) for AI coding agents to understand and act upon. | 2 stars | No one-command install · Source | |
| 259 | 35.443 | mcp-pptrmcp · browser | Provides browser automation and DevTools capabilities via Puppeteer, with Docker support for consistent environments. | 2 forks | No one-command install · Source | |
| 260 | 35.443 | tor-browser-mcpmcp · browser | Enables AI agents to control Tor Browser with full anonymity preservation, including navigation, Tor circuit management, and traffic interception. | 2 forks | No one-command install · Source | |
| 261 | 35.918 | toolsnap-mcp-2mcp · browser | Context-efficient microtools for AI agents. 33 tools total. Flagship fetch_extract: 98.1% median token reduction (53,820 → 2,001 tokens) — saves… | 2,080 installs | No commit datelisted | No one-command install · Source |
| 262 | 38.066 | rdvo-steel-puppeteermcp · browser | Integrates AI with web browsers through Puppeteer and Steel's automation platform, enabling complex web tasks, data scraping, and workflow automation. | 2 stars · 1 fork | No one-command install · Source | |
| 263 | 38.066 | westsideori-cursor-a11ymcp · browser | Integrates accessibility testing capabilities using Puppeteer to perform automated WCAG compliance checks and generate remediation suggestions for web… | 2 stars · 1 fork | No one-command install · Source | |
| 264 | 38.066 | felores-docs-scrapermcp · browser | Scrapes web-based documentation through multiple crawling strategies like sitemap traversal and menu navigation, enabling structured content… | 2 stars · 1 fork | No one-command install · Source | |
| 265 | 38.066 | notebooklm-mcp-3mcp · browser | Enables AI agents to interact with Google NotebookLM through browser automation, supporting notebook management, source addition, question answering… | 2 stars · 1 fork | No one-command install · Source | |
| 266 | 38.066 | paparazzimcp · browser | MCP server that connects to your browser to capture screenshots, inspect console logs, network requests, and more via Chrome DevTools Protocol. | 2 stars · 1 fork | No one-command install · Source | |
| 267 | 38.066 | webai-mcpmcp · browser | WebAI-MCP is a comprehensive browser automation and monitoring solution that enables AI applications to capture and analyze browser data through a… | 2 stars · 1 fork | No one-command install · Source | |
| 268 | 38.066 | xishandong-instagrammcp · browser | Access Instagram public data using browser automation with Cloudflare bypass. | 2 stars · 1 fork | No one-command install · Source | |
| 269 | 38.066 | zhaisoul-screenshotmcp · browser | Captures Windows screenshots using Windows Graphics Capture, exposing screen and window capture tools over HTTP or stdio. | 2 stars · 1 fork | No one-command install · Source | |
| 270 | 38.066 | kuvopllc-purroxy2mcp · browser | Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and… | 2 stars · 1 fork | No one-command install · Source | |
| 271 | 38.066 | chocodata-amazonmcp · browser | Scrape Amazon product listings, search results, and ASINs across 20 marketplaces via ChocoData's cloud scraping service. | 2 stars · 1 fork | No one-command install · Source | |
| 272 | 38.066 | markswendsen-code-southwestmcp · browser | Automates Southwest Airlines interactions through browser automation for flight search and booking management. | 2 stars · 1 fork | No one-command install · Source | |
| 273 | 38.066 | multi-scraper-mcpmcp · browser | 14 web scrapers as MCP tools for AI agents: Reddit, Amazon, Google Maps, Yelp, YouTube, Indeed & more. | 2 stars · 1 fork | No one-command install · Source | |
| 274 | 38.066 | hshintelligence-agent-scrapemcp · browser | Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser… | 2 stars · 1 fork | No one-command install · Source | |
| 275 | 38.066 | playwright-browser-mcp-appmcp · browser | Drives a real Chromium browser with Playwright, providing a live, clickable view of the page for the model to browse and the user to interact with. | 2 stars · 1 fork | No one-command install · Source | |
| 276 | 38.066 | browser-smokemcp · browser | Enables browser automation and smoke testing via Playwright, with tools for navigation, DOM interaction, screenshots, network capture, and more. | 2 stars · 1 fork | No one-command install · Source | |
| 277 | 38.066 | reasonix-browser-bridgemcp · browser | Browser automation for AI agents: tabs, cookies, arbitrary JS execution (via CDP, bypasses CSP), screenshots, downloads, proxy switching, data… | 2 stars · 1 fork | No one-command install · Source | |
| 278 | 38.066 | bunbrowser-mcpmcp · browser | Ultra-fast, zero-download MCP server for browser automation powered by Bun.WebView. Provides 24 tools for navigation, interaction, screenshots… | 2 stars · 1 fork | No one-command install · Source | |
| 279 | 38.412 | comzee-youtube-ultimate-toolkitmcp · browser | Extracts YouTube video transcripts with timestamps, metadata, comments, screenshots, and audio clips using yt-dlp integration with advanced filtering… | 3 stars | No commit datelisted | No one-command install · Source |
| 280 | 38.412 | hupeng9995-browser-automationmcp · browser | Integrates with web browsers through automated interactions to enable web navigation, content extraction, form filling, and screenshot capture with… | 3 stars | No one-command install · Source | |
| 281 | 38.412 | ssdeanx-hi-aimcp · browser | Development assistant providing 36 specialized tools for TypeScript, JavaScript, and Python projects with semantic code analysis, persistent memory… | 3 stars | No one-command install · Source | |
| 282 | 38.412 | benkraus-dev-browsermcp · browser | Browser automation through Chrome DevTools Protocol with AI-friendly DOM snapshots, element targeting, and multi-tab management for web testing and… | 3 stars | No one-command install · Source | |
| 283 | 38.412 | youtube-lecture-notes-mcpmcp · browser | Automatically extracts subtitles, captures screenshots at specified timestamps, and generates structured Obsidian markdown notes from YouTube videos… | 3 stars | No one-command install · Source | |
| 284 | 38.412 | amoghmanral-pagelensmcp · browser | Visual feedback on frontend apps through automated browser testing with screenshot capture, visual diff, and DOM inspection. | 3 stars | No one-command install · Source | |
| 285 | 38.412 | smotree-chrome-browsermcp · browser | Chrome browser automation using real sessions with 36 tools via Chrome Extension and WebSocket. | 3 stars | No one-command install · Source | |
| 286 | 38.412 | playcallermcp · browser | An MCP server that enables AI agents to play-test Unity games by capturing screenshots and simulating inputs like taps, drags, and key presses, acting… | 3 stars | No one-command install · Source | |
| 287 | 38.412 | whypuss-socialmcp · browser | Social media automation for Facebook, Instagram, and Threads via Chrome DevTools Protocol. | 3 stars | No one-command install · Source | |
| 288 | 38.412 | dshein-alt-crawlymcp · browser | Browser-backed web search and content retrieval using Playwright, supporting DuckDuckGo, Google, and Yandex with SSRF protection. | 3 stars | No one-command install · Source | |
| 289 | 38.412 | spider-mcp-servermcp · browser | Enables AI agents to crawl, scrape, search, and automate browsers with anti-bot bypass, providing fast web access via 22 tools. | 3 stars | No one-command install · Source | |
| 290 | 38.412 | vision-mcpmcp · browser | Helps non-vision models extract and understand images and screenshots via OpenRouter multimodal models. | 3 stars | No one-command install · Source | |
| 291 | 38.412 | fastslack-e2e-runnermcp · browser | JSON-driven end-to-end test runner with parallel execution against a shared Chrome pool. | 3 stars | No one-command install · Source | |
| 292 | 38.412 | semantic-dom-mcpmcp · browser | Drives a real Chromium browser to extract a page's DOM into compact Semantic JSON with Playwright-native locators, enabling AI agents to generate… | 3 stars | No one-command install · Source | |
| 293 | 38.412 | screenwrightmcp · browser | Enables users to create subtitled tutorial videos by scripting browser interactions with Playwright, outputting MP4 with burned-in captions and SRT… | 3 stars | No one-command install · Source | |
| 294 | 38.412 | zendriver-mcpmcp · browser | Provides undetectable browser automation for LLM agents via MCP, enabling real Chrome interaction with stealth features, DOM accessibility, and… | 3 stars | No one-command install · Source | |
| 295 | 38.412 | bituq-zendrivermcp · browser | Undetectable browser automation MCP server using Chrome DevTools Protocol with bot detection bypass, token-efficient DOM, and 96+ tools. | 3 stars | No one-command install · Source | |
| 296 | 38.412 | joshuavial-browserplexmcp · browser | Manages multiple named browser instances with support for Chromium and stealth Camoufox browsers, providing session management, navigation, screenshot… | 3 stars | No one-command install · Source | |
| 297 | 38.412 | phishark-playwright-mcpmcp · browser | A fork of Playwright MCP that adds PhiShark preflight and browser-deep security checks to block or warn on phishing and high-risk pages. | 3 stars | No one-command install · Source | |
| 298 | 38.412 | site-shot-mcpmcp · browser | Enables AI agents to capture full-page or viewport screenshots of any web page with options for ad removal, cookie banner blocking, and proxy country… | 3 stars | No one-command install · Source | |
| 299 | 38.412 | browser-bridgemcp · browser | Bridges opencode into Firefox, letting you read pages, run JavaScript, and audit for security flaws from the terminal. | 3 stars | No one-command install · Source | |
| 300 | 38.412 | pagerunnermcp · browser | A Chrome browser automation MCP server. Connect Claude (or any MCP client) to a real Chrome session — using your existing profiles with their cookies… | 3 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.