Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | Unranked | chrome-mcp-bridgemcp · browser | An ungated reimplementation of the 'Claude in Chrome' MCP bridge that exposes 22 browser-automation tools to any MCP client, driving the official… | No signals yet | No one-command install · Source | |
| 1002 | Unranked | microlinkmcp · browser | It turns natural-language requests into Microlink calls: take screenshots, generate PDFs, extract metadata or readable text, detect video/audio… | No signals yet | No one-command install · Source | |
| 1003 | Unranked | fitwiki-mcpmcp · browser | Scrapes course materials, exam variants, and notes from Fit-Wiki, converting them to Markdown and PDF for integration with LLM clients. | No signals yet | No one-command install · Source | |
| 1004 | Unranked | looker-studio-mcpmcp · browser | Automates Looker Studio dashboards using Playwright, enabling creation, modification, screenshots, and exports. | No signals yet | No one-command install · Source | |
| 1005 | Unranked | mcp-weather-assistantmcp · browser | Enables users to query weather information for Israel via Playwright browser automation and for the USA via a weather API, allowing an LLM to access… | No signals yet | No one-command install · Source | |
| 1006 | Unranked | planchettemcp · browser | Enables coding agents to control other application windows by providing primitives for clicking, typing, capturing screenshots, and window management… | No signals yet | No one-command install · Source | |
| 1007 | Unranked | apexapi-mcpmcp · browser | Enables calling 120+ AI models and reading live web pages (scrape, crawl, structured extract) from any MCP client using one API key. | No signals yet | No one-command install · Source | |
| 1008 | Unranked | foxbridge-mcpmcp · browser | Enables AI assistants to read and drive a real, logged-in Firefox browser, including tabs, cookies, history, and site interactions, all through the… | No signals yet | No one-command install · Source | |
| 1009 | Unranked | human-intervention-mcpmcp · browser | Enables AI agents to request human actions or decisions by opening a local browser page for input, allowing the agent to pause and wait for human… | No signals yet | No one-command install · Source | |
| 1010 | Unranked | claude-preview-mcpmcp · browser | Provides dev-server lifecycle management and Chrome browser automation tools (14 preview_* tools) for MCP-compatible agents like Claude Code… | No signals yet | No one-command install · Source | |
| 1011 | Unranked | pixel-forge-mcpmcp · browser | Enables creating and editing pixel art through an MCP interface, with a live browser editor and WebSocket bridge for real-time updates. | No signals yet | No one-command install · Source | |
| 1012 | Unranked | metalift-mcpmcp · browser | Enables AI agents to scrape, crawl, and map websites into LLM-ready markdown via the Metalift API | No signals yet | No one-command install · Source | |
| 1013 | Unranked | mcp-playwright-weather-israelmcp · browser | MCP server enabling LLMs to fetch Israeli weather forecasts by automating a browser with Playwright to scrape weather2day.co.il. | No signals yet | No one-command install · Source | |
| 1014 | Unranked | weather-mcp-playwrightmcp · browser | An MCP server that fetches US weather forecasts via API and Israel weather forecasts by automating a browser with Playwright to scrape a weather… | No signals yet | No one-command install · Source | |
| 1015 | Unranked | proxy-browser-mcp-servermcp · browser | Enables Claude to browse the web and make GET/POST/PUT requests with a real Chrome TLS/HTTP2 fingerprint to avoid anti-bot detection, supporting… | No signals yet | No one-command install · Source | |
| 1016 | Unranked | simple-qqdocs-mcpmcp · browser | Operates Tencent Docs spreadsheet cells by reading boundaries, clicking, and inputting text via Playwright MCP, with caching options for efficiency. | No signals yet | No one-command install · Source | |
| 1017 | Unranked | amazon-in-mcp-servermcp · browser | Enables searching products, viewing orders, and analyzing order trends on Amazon.in via a persistent Playwright browser session. | No signals yet | No one-command install · Source | |
| 1018 | Unranked | agentic-browser-mcp-servermcp · browser | A local MCP server that connects to a Chrome extension to enable AI agents to control browser tabs, execute automation, and interact with web pages… | No signals yet | No one-command install · Source | |
| 1019 | Unranked | ohos-playwright-mcpmcp · browser | MCP server for HarmonyOS/OpenHarmony ArkWeb that enables browser automation using playwright-core over CDP, providing tools for navigation, input… | No signals yet | No one-command install · Source | |
| 1020 | Unranked | codeinklingon-browser-mcpmcp · browser | MCP server for headless browser automation via Puppeteer, with stealth anti-detection and Playwright-format ARIA snapshots. | No signals yet | No one-command install · Source | |
| 1021 | Unranked | ai-bookmark-mcpmcp · browser | A local-first MCP server that turns browser bookmark exports into a searchable knowledge base with classification, merging, full-text indexing, and… | No signals yet | No one-command install · Source | |
| 1022 | Unranked | stealth-browser-mcpmcp · browser | Undetectable browser automation for AI agents that bypasses Cloudflare, antibot systems, and social media blocks using real browser instances with 97… | No signals yet | No one-command install · Source | |
| 1023 | Unranked | mcp-with-playwrightmcp · browser | An MCP server that enables LLMs to automate browser interactions using Playwright to fetch real-time Israeli weather data. | No signals yet | No one-command install · Source | |
| 1024 | Unranked | godot-ui-feedback-mcpmcp · browser | Captures real Godot UI screenshots and node metadata to enable a browser-annotatable workflow for game UI development. | No signals yet | No one-command install · Source | |
| 1025 | Unranked | chrome-devtools-for-agents-chrome-devtools-mcpmcp · browser | Lets AI coding assistants control and inspect a live Chrome browser through MCP, enabling reliable automation, debugging, and performance analysis… | No signals yet | No one-command install · Source | |
| 1026 | Unranked | linkedin-job-scraper-mcp-servermcp · browser | Enables AI assistants to search, filter, and extract job listings from LinkedIn using an automated headless browser with semantic AI filtering and… | No signals yet | No one-command install · Source | |
| 1027 | Unranked | linkedin-scraper-mcp-servermcp · browser | Enables AI assistants to search, filter, and extract job listings from LinkedIn using an automated headless browser, returning structured data such as… | No signals yet | No one-command install · Source | |
| 1028 | Unranked | renderly-mcpmcp · browser | Enables AI agents to capture clean web screenshots and extract main article content from any web page, with automatic removal of cookie banners, ads… | No signals yet | No one-command install · Source | |
| 1029 | Unranked | browser-mcp-3mcp · browser | Enables MCP clients to control a real local browser window for web automation tasks such as clicking, typing, scrolling, and taking screenshots. | No signals yet | No one-command install · Source | |
| 1030 | Unranked | qa-browser-mcp-agentmcp · browser | An MCP server that enables browser-based QA testing of web applications using Playwright, with support for manual and AI-driven test execution and… | No signals yet | No one-command install · Source | |
| 1031 | Unranked | mcp-ai-playwright-templatemcp · browser | A template for building a custom Playwright MCP server that enables AI-driven browser automation, translating high-level test intentions into dynamic… | No signals yet | No one-command install · Source | |
| 1032 | Unranked | claude-vision-mcpmcp · browser | Enables Claude to capture screenshots of the screen, windows, regions, and web pages, and compare screenshots for visual regression testing. | No signals yet | No one-command install · Source | |
| 1033 | Unranked | slipstreammcp · browser | A shared distillation cache for AI agents — clean-crawl a URL once, distill it to token-optimal markdown, and serve it content-addressed across every… | No signals yet | No one-command install · Source | |
| 1034 | Unranked | mcp-browser-agentmcp · browser | Enables AI agents to control a browser with 30 tools for navigation, interaction, extraction, and tab management, supporting human-like browser… | No signals yet | No one-command install · Source | |
| 1035 | Unranked | weatherforcast-mcp-using-playwrightmcp · browser | Enables fetching weather forecasts for the USA via NWS API and for Israel via browser automation using Playwright. | No signals yet | No one-command install · Source | |
| 1036 | Unranked | tldraw-mcpmcp · browser | Enables reading, writing, and validating .tldr files for tldraw, a headless implementation without browser dependencies. | No signals yet | No one-command install · Source | |
| 1037 | Unranked | fire-fodexmcp · browser | A local Firefox bridge for MCP agents that enables tab control, DOM interaction, mouse/keyboard actions, and screenshots. | No signals yet | No one-command install · Source | |
| 1038 | Unranked | chrome-bridge-mcpmcp · browser | Bridges AI agents (Codex, Claude Code) with a real Chrome session via CDP, enabling Google Search and Google AI interactions through the browser. | No signals yet | No one-command install · Source | |
| 1039 | Unranked | israel-weather-mcp-agentmcp · browser | Provides MCP tools to fetch weather forecasts for Israeli cities using browser automation with Playwright, without relying on external APIs. | No signals yet | No one-command install · Source | |
| 1040 | Unranked | tradingview-mcp-bridge-4mcp · browser | Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for chart analysis, Pine Script development, and workflow automation. | No signals yet | No one-command install · Source | |
| 1041 | Unranked | mizukaizen-nightglassmcp · browser | Captures website screenshots in multiple formats with customizable viewport dimensions and dark mode support. | No signals yet | No one-command install · Source | |
| 1042 | Unranked | ai-bridgemcp · browser | Enables terminal AI coding assistants to interact with web AI chat services through browser automation, supporting multiple platforms like Doubao and… | No signals yet | No one-command install · Source | |
| 1043 | Unranked | marginaliamcp · browser | Renders Markdown into a browser-based, click-to-comment thread; comments are returned to Claude as tool results. | No signals yet | No one-command install · Source | |
| 1044 | Unranked | unstop-mcpmcp · browser | Search competitions, hackathons, jobs, internships, and scholarships on Unstop.com directly from Claude — no browser tab switching needed. | No signals yet | No one-command install · Source | |
| 1045 | Unranked | tmdb-mediamcp · browser | Provides tools for AI clients to scan, match, and scrape TMDB metadata for local media files, with safe sidecar writing or full Jellyfin-style… | No signals yet | No one-command install · Source | |
| 1046 | Unranked | playwright-poolmcp · browser | MCP server for browser automation with shared authentication and built-in UI auditing. | No signals yet | No one-command install · Source | |
| 1047 | Unranked | screenslickmcp · browser | Enables AI agents to control the ScreenSlick browser video editor, supporting tasks like voiceover generation, transcript creation, and video export… | No signals yet | No one-command install · Source | |
| 1048 | Unranked | cloudflare-playwright-mcp-2mcp · browser | An MCP server that enables AI agents to automate browser interactions using Playwright and Cloudflare Workers, supporting tasks like navigation… | No signals yet | No one-command install · Source | |
| 1049 | Unranked | xengager-mcpmcp · browser | Provides programmatic X (Twitter) engagement via MCP, offering 24 tools for search, timelines, notifications, bookmarks, profiles, and tweet actions… | No signals yet | No one-command install · Source | |
| 1050 | Unranked | scrapeapi-mcp-servermcp · browser | Enables web scraping of URLs, including extracting text, links, images, metadata, taking screenshots, and using CSS selectors for structured data… | No signals yet | No one-command install · Source | |
| 1051 | Unranked | real-browser-mcpmcp · browser | Enables browser automation over MCP using a real Chrome browser with existing profile, supporting real tabs, downloads, cookies, and RPA workflows. | No signals yet | No one-command install · Source | |
| 1052 | Unranked | npcmcp · browser | A browser automation MCP server that lets your IDE control your real browser (Chrome/Brave) through natural language commands, handling side quests… | No signals yet | No one-command install · Source | |
| 1053 | Unranked | mcp-tmobilemcp · browser | Automates T-Mobile account interactions such as viewing usage, paying bills, and checking upgrade eligibility using Playwright browser automation. | No signals yet | No one-command install · Source | |
| 1054 | Unranked | striderlabs-mcp-pinterestmcp · browser | MCP server connector for Pinterest — search pins, manage boards, save pins, and follow users via Playwright browser automation. | No signals yet | No one-command install · Source | |
| 1055 | Unranked | mcp-audiblemcp · browser | Enables searching, managing library, wishlist, and credits on Audible through browser automation. | No signals yet | No one-command install · Source | |
| 1056 | Unranked | carmax-mcp-servermcp · browser | An MCP server that integrates with CarMax to search inventory, get vehicle details, schedule test drives, and get instant offers using Playwright and… | No signals yet | No one-command install · Source | |
| 1057 | Unranked | markswendsen-code-venmomcp · browser | Automates Venmo payment interactions through browser automation for sending money, checking balances, and managing transactions. | No signals yet | No one-command install · Source | |
| 1058 | Unranked | markswendsen-code-taskrabbitmcp · browser | Automates TaskRabbit interactions through browser automation for booking home services and managing tasker assignments. | No signals yet | No one-command install · Source | |
| 1059 | Unranked | markswendsen-code-tacobellmcp · browser | Automates Taco Bell ordering through browser automation for menu browsing, order customization, and pickup checkout. | No signals yet | No one-command install · Source | |
| 1060 | Unranked | markswendsen-code-paneramcp · browser | Automates Panera Bread ordering through browser automation for menu browsing, order customization, and pickup checkout. | No signals yet | No one-command install · Source | |
| 1061 | Unranked | markswendsen-code-chipotlemcp · browser | Automates Chipotle ordering through browser automation for location search, menu browsing, custom order building, and pickup or delivery checkout. | No signals yet | No one-command install · Source | |
| 1062 | Unranked | mcp-robinhoodmcp · browser | Enables AI agents to interact with Robinhood brokerage accounts via browser automation, supporting portfolio viewing, quotes, trading, and account… | No signals yet | No one-command install · Source | |
| 1063 | Unranked | fast-browser-mcpmcp · browser | Adds persistent QA state to browser automation, enabling AI agents to maintain session-scoped artifacts and generate reports across multiple steps. | No signals yet | No one-command install · Source | |
| 1064 | Unranked | mcp-internetmcp · browser | Enables local LLMs to search the web, scrape pages, and extract structured data (tables, metadata) from sources like Wikipedia and IMDb, with caching… | No signals yet | No one-command install · Source | |
| 1065 | Unranked | wafle-scrapermcp · browser | Enables AI agents to scrape web pages safely with incognito browsing, rate limiting, and ethical CAPTCHA handling. | No signals yet | No one-command install · Source | |
| 1066 | Unranked | weather-israel-mcpmcp · browser | Enables fetching current weather forecast for cities in Israel by scraping weather2day.co.il using Playwright. | No signals yet | No one-command install · Source | |
| 1067 | Unranked | notebooklm-mcp-server-2mcp · browser | Enables interaction with Google NotebookLM through a real Chrome browser, allowing natural language queries, source ingestion, and audio overview… | No signals yet | No one-command install · Source | |
| 1068 | Unranked | r2-uploader-mcpmcp · browser | Enables uploading PR screenshots to Cloudflare R2 via presigned URLs, allowing Claude to attach images to PR descriptions without binary data passing… | No signals yet | No one-command install · Source | |
| 1069 | Unranked | web-performance-mcpmcp · browser | Enables web performance analysis using Google PageSpeed Insights and Chrome UX Report APIs, providing compact metrics and diagnostics without local… | No signals yet | No one-command install · Source | |
| 1070 | Unranked | canvas3d-mcpmcp · browser | Enables AI agents to create, render, and validate 3D scenes, 2D art, and games in HTML canvas using Three.js, WebGL, or Canvas 2D, with multi-angle… | No signals yet | No one-command install · Source | |
| 1071 | Unranked | tradingview-mcp-bridge-2mcp · browser | Connects Claude Code to your locally running TradingView app via Chrome DevTools Protocol for AI-assisted chart analysis, Pine Script development, and… | No signals yet | No one-command install · Source | |
| 1072 | Unranked | playwright-browsermcp · browser | Enables AI agents to control a web browser using Playwright, supporting navigation, interaction, and data extraction through natural language. | No signals yet | No one-command install · Source | |
| 1073 | Unranked | geo-auditmcp · browser | Evaluates any website's AI visibility with 15 checks across crawlability, structure, content, and connectivity, and provides actionable fixes. | No signals yet | No one-command install · Source | |
| 1074 | Unranked | local-video-scenes-mcpmcp · browser | Extracts timestamped screenshots from local videos, enabling Claude to produce visual walkthroughs without audio analysis or cloud processing. | No signals yet | No one-command install · Source | |
| 1075 | Unranked | chrome-course-mcp-2mcp · browser | Enables browsing and collecting course materials from Brightspace through Chrome DevTools Protocol, allowing snapshotting, downloading media, and… | No signals yet | No one-command install · Source | |
| 1076 | Unranked | touchdesigner-ai-companionmcp · browser | Enables users to capture TouchDesigner node network screenshots and ask Claude for context-aware analysis, diagnosis, and suggestions via MCP tools. | No signals yet | No one-command install · Source | |
| 1077 | Unranked | mcp-chrome-bridgemcp · browser | Enables AI agents to control Chrome browser actions like navigation, clicking, form filling, screenshots, and console/network logging via an MCP… | No signals yet | No one-command install · Source | |
| 1078 | Unranked | opencode-browser-controlmcp · browser | A Playwright-powered MCP server for browser automation using ARIA snapshots and element refs, enabling LLMs to control Chrome/Edge without CSS… | No signals yet | No one-command install · Source | |
| 1079 | Unranked | scrapy-mcpmcp · browser | A headless web-scraping MCP server built on Scrapy, providing tools for polite fetching, CSS/XPath extraction, link/table extraction, sitemap and… | No signals yet | No one-command install · Source | |
| 1080 | Unranked | browserpilot-mcpmcp · browser | A local browser automation bridge that connects AI agents like Claude to Chromium-based browsers, enabling web navigation, clicking, input… | No signals yet | No one-command install · Source | |
| 1081 | Unranked | qa-automation-mcp-servermcp · browser | An AI-powered QA automation tool that crawls web pages, generates Playwright-based pytest tests using an LLM, runs them, and automatically heals… | No signals yet | No one-command install · Source | |
| 1082 | Unranked | browsemcp · browser | Headless browser automation via MCP using Playwright WebKit. | No signals yet | No one-command install · Source | |
| 1083 | Unranked | pigeonmcp · browser | Forwards browser console errors, warnings, and unhandled rejections to Claude Code via MCP, enabling natural language debugging. | No signals yet | No one-command install · Source | |
| 1084 | Unranked | mcp-browsermcp · browser | Exposes Playwright browser automation as MCP tools, enabling AI assistants to control a real browser tab-by-tab for form filling, navigation, and… | No signals yet | No one-command install · Source | |
| 1085 | Unranked | playwright-mcp-servermcp · browser | Enables browser automation using Playwright, allowing LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and… | No signals yet | No one-command install · Source | |
| 1086 | Unranked | scottconfusedgorilla-sncromcp · browser | Live browser inspection for AI coding assistants — DOM, console logs, and network activity via MCP. | No signals yet | No one-command install · Source | |
| 1087 | Unranked | yeshellomcp · browser | Digital business cards, lead capture forms, and service listings - built and managed by AI. 63 tools with live browser editing, stock photos, web… | No signals yet | No one-command install · Source | |
| 1088 | Unranked | autobrowser-approval-cloudmcp · browser | Hosted remote MCP for AI agent browser approval. Provides structured tools for page approval workflows, session management, and audit receipts. | No signals yet | No one-command install · Source | |
| 1089 | Unranked | playwriter-session-cloudmcp · browser | Paid remote MCP for browser session management, enabling AI agents to open sessions, run stateful snippets, read page state, and export session logs. | No signals yet | No one-command install · Source | |
| 1090 | Unranked | chrome-devtools-session-mcpmcp · browser | Paid hosted MCP endpoint for AI agent browser DevTools. It exposes structured JSON tools for inspecting page state, reading console errors… | No signals yet | No one-command install · Source | |
| 1091 | Unranked | hurleysk-can-seemcp · browser | Lets AI agents visualize and control terminal and CLI apps via PNG screenshots, keystrokes, and text input. | No signals yet | No one-command install · Source | |
| 1092 | Unranked | sessemi-mcpmcp · browser | Enables AI agents to scrape websites protected by Cloudflare, DataDome, and Akamai, bypassing anti-bot measures to retrieve page content. | No signals yet | No one-command install · Source | |
| 1093 | Unranked | jayquan-mccleary-zenlinkmcp · browser | Browser automation bridge for Zen Browser and Firefox through the ZenLink companion extension. | No signals yet | No one-command install · Source | |
| 1094 | Unranked | zenlink-mcpmcp · browser | Enables browser automation and control through ZenLink, allowing Claude Desktop and other MCP clients to drive a Zen Browser with 75+ tools for… | No signals yet | No one-command install · Source | |
| 1095 | Unranked | playwright-selector-guardmcp · browser | Playwright test selector fragility analysis with healing suggestions, approval routing, and action receipts. | No signals yet | No one-command install · Source | |
| 1096 | Unranked | playwright-selector-guard-mcpmcp · browser | Detects brittle Playwright selectors and provides healing suggestions, action receipts, human approvals, and failure exports. | No signals yet | No one-command install · Source | |
| 1097 | Unranked | browser-spend-guardmcp · browser | Approval receipts and budget alerts for AI agent browser purchases. | No signals yet | No one-command install · Source | |
| 1098 | Unranked | browserspend-guard-mcpmcp · browser | Approval receipts for AI browser purchases. Enables purchase evaluation, approval recording, budget alerts, and receipt export. | No signals yet | No one-command install · Source | |
| 1099 | Unranked | vola-trebla-playwright-spatial-layoutmcp · browser | Gives AI agents geometric spatial awareness of web page layouts using Playwright. | No signals yet | No one-command install · Source | |
| 1100 | Unranked | chrome-devtools-mcpmcp · browser | Lets coding agents control and inspect a live Chrome browser via the Model-Context-Protocol, providing advanced browser debugging, performance… | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.