Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 44.256 | bigsweetpotatostudio-browser-automationmcp · browser | Enables web browsing capabilities through Puppeteer and Chrome, allowing navigation, content extraction, and interaction with websites for scraping… | 3 stars · 1 fork | No one-command install · Source | |
| 401 | 44.256 | gpaul-faldin-puppeteer-extra-stealthmcp · browser | Enables stealthy web automation with Puppeteer-Extra and Stealth Plugin for navigating websites, capturing screenshots, interacting with elements, and… | 3 stars · 1 fork | No one-command install · Source | |
| 403 | 43.498 | nikicat-mcp-wallet-signermcp · browser | Route EVM transactions to browser wallets for signing. | 2 stars · 2 forks | No one-command install · Source | |
| 403 | 43.498 | comet-mcp-servermcp · browser | Gives Claude a browser that thinks by connecting to Perplexity's Comet browser via Chrome DevTools Protocol, enabling AI-powered web search… | 2 stars · 2 forks | No one-command install · Source | |
| 403 | 43.498 | mcp-eto-travelmcp · browser | Enables searching tours on eto.travel using browser automation via Playwright. Supports finding a single tour or a categorized selection (budget… | 2 stars · 2 forks | No one-command install · Source | |
| 403 | 43.498 | gdanksanchor-browsermcp · browser | Integrates Anchor Browser's cloud infrastructure with Playwright automation tools to provide remote browser execution with residential proxy rotation… | 2 stars · 2 forks | No one-command install · Source | |
| 403 | 43.498 | mcp2everything-bravemcp · browser | Integrates with Brave browser to enable web automation tasks like opening tabs, navigating pages, and extracting content. | 2 stars · 2 forks | No one-command install · Source | |
| 408 | 43.275 | fouradata-mcpmcp · browser | Provides MCP tools for web scraping, including smart fetching, proxy rotation, and browser rendering to bypass anti-bot challenges and render… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | chrome-devtools-advanced-mcpmcp · browser | Enables AI assistants to control Chrome using real user profiles, providing undetectable automation with over 40 tools for navigation, data… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | opal-emu-mcpmcp · browser | An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | local-browser-mcpmcp · browser | A headless, agent-controllable real browser as an MCP server that enables AI agents to navigate, click, fill, eval JavaScript, and take screenshots on… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | chromiumfish-mcpmcp · browser | Enables MCP clients to control a ChromiumFish browser for web automation, including page management, navigation, interaction, and content extraction. | 4 stars | No one-command install · Source | |
| 408 | 43.275 | webembeddingmcp · browser | webEmbedding is a source-first website cloning engine for AI coding agents that captures live pages with Playwright, replays network evidence, and… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | agentscoinmcp · browser | Give your AI agent its own money. AgentsCoin MCP lets an agent create a wallet, mine the native coin $AGENT in-browser (no stake, no captcha, no… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | brunonxu-stride28-searchmcp · browser | MCP server providing aggregated search across Xiaohongshu and Zhihu using Playwright browser automation via stdio transport. | 4 stars | No one-command install · Source | |
| 408 | 43.275 | dirforgemcp · browser | DirForge is a lightweight, self-hosted file tree browser with integrated MCP that lets you share directory structures with anyone. It packs various… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | agent-evidence-mcpmcp · browseralso listed as xiexie-qiuligao-agent-evidence | A local evidence recorder that captures screenshots, recordings, notes, and summaries during long-running agent tasks, enabling reviewable task… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | abrasiomcp · browser | MCP server exposing Abrasio's anti-detection browser automation SDK, with 15 tools for navigation, screenshots, and interaction in local or cloud… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | chromectxmcp · browser | Search and retrieve content from all open Chrome tabs, and provide them as context for AI tools via MCP. | 4 stars | No one-command install · Source | |
| 408 | 43.275 | markswendsen-code-deltamcp · browser | Automates Delta Airlines interactions through browser automation for flight search, status checking, and trip management. | 4 stars | No one-command install · Source | |
| 408 | 43.275 | rishab87-clawdpaymcp · browser | Enables secure autonomous purchasing by creating single-use Privacy.com virtual cards with spending limits and automatically filling payment forms… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | barhamagha1-bridge-windows-pc-controlmcp · browser | Provides universal Windows PC control through a cloud relay architecture that connects to a local agent for desktop automation, browser control, and… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | pyautogui-mcpmcp · browser | Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse control, keyboard input, and screenshot capture. | 4 stars | No one-command install · Source | |
| 408 | 43.275 | aoprisan-markdown-mermaid-pdfmcp · browser | Converts Markdown files containing Mermaid diagrams into PDF documents and exports standalone Mermaid diagrams to PNG or PDF formats using headless… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | yixiaowang2001-bilibilimcp · browser | Integrates with Bilibili video platform using async HTTP operations and browser automation to provide video content analysis, user data access, and… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | uspto-crawler-mcpmcp · browser | A specialized web crawler and scraper for the US Patent and Trademark Office (USPTO) website, built with Crawl4AI and MCP integration, enabling patent… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | untitledmcp · browser | 根据关键词获取小红书的热帖数据，需要钉钉扫码登录，配合 Chrome 使用。 | 4 stars | No one-command install · Source | |
| 429 | 41.082 | k-ruoka-mcpmcp · browser | MCP server that manages a K-Ruoka (Finnish grocery) shopping cart: read cart, add/update/remove items, clear cart, search products and stores. It uses… | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | markswendsen-code-targetmcp · browser | Automates Target.com shopping through browser automation for product search, cart management, and order tracking. | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | preflight-iosmcp · browser | 82-tool suite for AI-powered iOS Simulator automation — tap, swipe, type, screenshots, accessibility inspection, and more. | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | preetrajdeo-autoapplymcp · browser | Automates job applications using a real browser to fill forms on Greenhouse, Lever, Workday, and LinkedIn. | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | sugatraj-browser-toolsmcp · browser | Integrates with Chrome DevTools to provide browser debugging capabilities including console logs, network requests, screenshots, DOM inspection, and… | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | playwright-mcp-herokumcp · browser | Enables AI models to interact with web pages through structured accessibility snapshots using Playwright. Deployable on Heroku for easy cloud hosting. | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | jayarrowz-xpathmcp · browser | Enables Claude to execute XPath queries on XML and HTML content, supporting both direct parsing and web scraping through Puppeteer for structured data… | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | firecrawl-simple-mcpmcp · browser | Empowers LLMs to scrape web pages and generate sitemaps through the Firecrawl Simple API, with support for JavaScript rendering and configurable… | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | anthropic-puppeteer-scrape-copilotmcp · browser | Integrates Puppeteer-based browser automation for web scraping, testing, and AI model interaction with live web content. | 1 star · 2 forks | No one-command install · Source | |
| 429 | 41.082 | jitsmaster-web-crawlermcp · browser | Configurable web crawler that extracts structured content from websites while respecting robots.txt rules and offering customizable settings for… | 1 star · 2 forks | No one-command install · Source | |
| 439 | 38.412 | elementor-mcp-agentmcp · browser | Agency-grade MCP server for WordPress Elementor — multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write… | 3 stars | No one-command install · Source | |
| 439 | 38.412 | chrischall-redfinmcp · browseralso listed as redfin-mcp | Search Redfin property listings, view property details, market reports, and saved homes using your browser session. | 3 stars | No one-command install · Source | |
| 439 | 38.412 | chuprinadaria-ua-slangmcp · browser | Daily-updated dictionary of contemporary Ukrainian internet slang and memes scraped from Threads. | 3 stars | No one-command install · Source | |
| 439 | 38.412 | screenshot-feedback-hook-mcpmcp · browser | A cross-platform screenshot tool that lets coding agents capture and view their output, enabling self-correction through visual feedback. | 3 stars | No one-command install · Source | |
| 439 | 38.412 | novada-mcpmcp · browser | One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — in a single npx command. | 3 stars | No one-command install · Source | |
| 439 | 38.412 | public-browsermcp · browser | A token-efficient MCP server for Chrome browser automation that uses direct CDP and accessibility-tree-based references for stable element selection… | 3 stars | No one-command install · Source | |
| 439 | 38.412 | nodriver-mcp-servermcp · browser | An undetected browser automation MCP server powered by nodriver, enabling AI agents to browse, scrape, and automate Chrome while evading anti-bot… | 3 stars | No one-command install · Source | |
| 439 | 38.412 | enreign-pagerunnermcp · browseralso listed as pagerunner | Chrome browser automation using existing user profiles with cookies, saved passwords, and history via CDP. | 3 stars | No one-command install · Source | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 38.412 | bituq-zendrivermcp · browseralso listed as zendriver-mcp | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 38.412 | whypuss-socialmcp · browser | Social media automation for Facebook, Instagram, and Threads via Chrome DevTools Protocol. | 3 stars | No one-command install · Source | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 | |
| 439 | 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 |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 38.066 | xishandong-instagrammcp · browser | Access Instagram public data using browser automation with Cloudflare bypass. | 2 stars · 1 fork | No one-command install · Source | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 470 | 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 | |
| 487 | 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 |
| 488 | 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 | |
| 488 | 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 | |
| 490 | 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 | |
| 490 | 32.223 | shotsmcp · browser | AI App Store Screenshot Generator | 2 stars | No one-command install · Source | |
| 490 | 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 | |
| 490 | 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 | |
| 490 | 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 | |
| 490 | 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 | |
| 490 | 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 | |
| 490 | 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 | |
| 490 | 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 | |
| 490 | 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 | |
| 490 | 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 |
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.