Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | Unranked | mcp-incus-vmmcp · browser | Enables AI agents to control and automate Incus/QEMU virtual machines via SSH, supporting mouse/keyboard, screenshots, commands, and lifecycle… | No signals yet | No one-command install · Source | |
| 902 | Unranked | browserbuddymcp · browser | An MCP server that turns your real Chrome or Firefox browser into a shared space with an AI assistant, enabling it to act, observe, wait for you… | No signals yet | No one-command install · Source | |
| 903 | Unranked | qoder-browser-bridgemcp · browser | A standalone MCP server that lets Claude Code, opencode, and other MCP clients control your real browser via the QoderWork browser connector… | No signals yet | No one-command install · Source | |
| 904 | Unranked | crawlcheck-mcp-servermcp · browser | Enables crawling websites in a real Chromium browser to report JavaScript console errors, uncaught exceptions, failed requests, broken links, and… | No signals yet | No one-command install · Source | |
| 905 | Unranked | review-mdmcp · browser | Enables reviewing Markdown files in a browser with inline annotations, submitting or cancelling reviews, and returning structured feedback through the… | No signals yet | No one-command install · Source | |
| 906 | Unranked | humanized-browsermcp · browser | This MCP server enables natural, humanized control of a real Chrome browser from Cursor agents, simulating natural mouse paths, typing cadence, and… | No signals yet | No one-command install · Source | |
| 907 | Unranked | video-qamcp · browser | Records a browser window while Claude drives it and converts the recording into labelled contact sheets, key frames, and an action-correlated timeline… | No signals yet | No one-command install · Source | |
| 908 | Unranked | browser-mcp-4mcp · browser | Provides real browser automation with stealth capabilities for screenshots, page fetching, web search, and data extraction using system browsers. | No signals yet | No one-command install · Source | |
| 909 | Unranked | freecad-mcp-connectormcp · browser | Connects Claude Desktop to a running FreeCAD instance, enabling document management, part creation and editing, direct Python execution, parts library… | No signals yet | No one-command install · Source | |
| 910 | Unranked | chrome-workflowsmcp · browser | MCP server for storing and managing QA workflows, encrypted credentials, and browser test run history. Enables agents to create targets, workflows… | No signals yet | No one-command install · Source | |
| 911 | Unranked | deepseek-qrmcp · browser | A local multimodal recognition workbench that uses your Edge/Chrome session to access DeepSeek Web, exposing MCP tools for recognizing images… | No signals yet | No one-command install · Source | |
| 912 | Unranked | playwright-archive-mcpmcp · browser | MCP server that drives a headless or interactive Playwright browser and records every HTTP request/response into a shared web-archive store, making… | No signals yet | No one-command install · Source | |
| 913 | Unranked | playwright-mcp-quickstartmcp · browser | Enables AI agents to control a local browser via Playwright's accessibility tree, allowing automated web interactions and testing through natural… | No signals yet | No one-command install · Source | |
| 914 | Unranked | stagehand-repl-mcpmcp · browser | Provides LLM agents with a persistent, scriptable browser using Stagehand and Playwright, exposing a single stagehand_eval tool for running JavaScript… | No signals yet | No one-command install · Source | |
| 915 | Unranked | three-js-mcp-trianglemcp · browser | Enables controlling a Three.js triangle rendered in the browser through MCP tools, allowing color changes and transforms (position, rotation, scale)… | No signals yet | No one-command install · Source | |
| 916 | Unranked | envi-classic-remote-sensingmcp · browser | Automates ENVI Classic remote sensing experiments on Windows by executing steps, capturing authentic screenshots, and generating formatted Word/PDF… | No signals yet | No one-command install · Source | |
| 917 | Unranked | ai-qa-agent-mcpmcp · browser | Analyzes Playwright test results to provide structured QA insights, including test metrics, failure analysis, bug report drafts, and release-quality… | No signals yet | No one-command install · Source | |
| 918 | Unranked | nebula-agents-electron-mcpmcp · browser | Embedded MCP server for Electron apps that exposes BrowserWindow surfaces and lets MCP clients drive renderers through Chrome DevTools Protocol. | No signals yet | No one-command install · Source | |
| 919 | Unranked | vetamcp · browser | Turns saved X posts and long-form articles into a private, searchable context base accessible via MCP. Lets coding agents import, search, read, and… | No signals yet | No one-command install · Source | |
| 920 | Unranked | cinevva-game-enginemcp · browser | Turn the AI you already use into a game studio. Describe a game and Claude or Cursor builds it as a real 3D browser game: playable immediately, hosted… | No signals yet | No one-command install · Source | |
| 921 | Unranked | amazon-business-mcp-browsermcp · browser | MCP server that uses a visible Playwright browser to search products and manage an Amazon Business cart, requiring manual login for security, and… | No signals yet | No one-command install · Source | |
| 922 | Unranked | brave-mcpmcp · browser | Wraps chrome-devtools-mcp to control Brave/Chrome/Edge browsers with real user profiles, supporting multi-browser management, hot switching, and… | No signals yet | No one-command install · Source | |
| 923 | Unranked | glasswarpmcp · browser | Allow AI agents to see and control a real Windows PC you own: observe (UIA + screenshots), click/type/drag/scroll, launch apps, owner Live View. BYOH… | No signals yet | No one-command install · Source | |
| 924 | Unranked | ssig-mcpmcp · browser | Local MCP-to-browser signing bridge for EVM, Solana, and Sui, letting agents prepare and simulate transactions while users approve and sign in a… | No signals yet | No one-command install · Source | |
| 925 | Unranked | openbrowser-2mcp · browser | An enhanced MCP Playwright browser server that enables robust web automation with persistent locator caching, multi-level click fallbacks… | No signals yet | No one-command install · Source | |
| 926 | Unranked | crawler-mcpmcp · browser | Web-crawler MCP server that fetches web pages with static parsing or headless browser fallback, enabling Claude to fetch, extract links, crawl sites… | No signals yet | No one-command install · Source | |
| 927 | Unranked | chrome-devtools-mcp-wrappermcp · browser | A multi-browser wrapper for chrome-devtools-mcp that lets AI agents connect to and switch between multiple Chrome instances at runtime, proxying all… | No signals yet | No one-command install · Source | |
| 928 | Unranked | chrome-devtools-mcp-wrapper-2mcp · browser | A wrapper around chrome-devtools-mcp that adds dynamic multi-browser routing, allowing connection to and switching between multiple Chrome instances… | No signals yet | No one-command install · Source | |
| 929 | Unranked | chromeplaymcpmcp · browser | A policy-aware Meta-MCP server that orchestrates Playwright and Chrome DevTools for secure, high-level browser automation with origin whitelists and… | No signals yet | No one-command install · Source | |
| 930 | Unranked | mcp-playwright-servermcp · browser | Enables Claude Code to control a browser via Playwright for web scraping, automation, and research, with features like navigation, screenshots, form… | No signals yet | No one-command install · Source | |
| 931 | Unranked | seleniumbase-mcpmcp · browser | Enables undetected Chrome automation and JavaScript reverse engineering through SeleniumBase's CDP Mode, allowing MCP clients to control browsers and… | No signals yet | No one-command install · Source | |
| 932 | Unranked | slimsnap-mcpmcp · browser | Connects to SlimSnap to provide recent screen captures as structured JSON data (text and annotations) for AI to read, avoiding screenshot limitations. | No signals yet | No one-command install · Source | |
| 933 | Unranked | ragify-docs-mcpmcp · browser | Scrapes documentation sites, chunks and embeds content locally, then retrieves relevant passages for queries. Enables agents to ask questions grounded… | No signals yet | No one-command install · Source | |
| 934 | Unranked | job-agentmcp · browser | An AI-powered job search and application assistant that enables multi-source job hunting, OpenAI matching, cover letter generation, and hybrid… | No signals yet | No one-command install · Source | |
| 935 | Unranked | ultrastealthmcp · browser | Enables Claude to perform stealth browser automation with anti-detection, including navigation, clicking, typing, screenshots, and network monitoring… | No signals yet | No one-command install · Source | |
| 936 | Unranked | browser-dvr-mcpmcp · browser | Records every browser session (screen, DOM, network, console, storage) and enables time-travel debugging to rewind and analyze failures. | No signals yet | No one-command install · Source | |
| 937 | Unranked | mcp-x-publishermcp · browser | Enables posting single tweets, threads, and saving drafts to X (Twitter) automatically using Playwright. | No signals yet | No one-command install · Source | |
| 938 | Unranked | camcors-mcpmcp · browser | An unofficial MCP server for Cambridge's CamCORS system, enabling supervision report management through a Chrome browser. | No signals yet | No one-command install · Source | |
| 939 | Unranked | librewolf-agent-bridgemcp · browser | Local-first browser automation for LibreWolf, enabling controlled profile browsing with status, navigation, screenshots, console/network inspection… | No signals yet | No one-command install · Source | |
| 940 | Unranked | tabrynmcp · browser | Connects AI agents to your Chrome browser via MCP, enabling real-time control of existing tabs, sessions, and application state for development… | No signals yet | No one-command install · Source | |
| 941 | Unranked | omniscrape-mcpmcp · browser | A free, open-source point-and-click web scraper that connects your browser to Claude over the Model Context Protocol, allowing you to highlight… | No signals yet | No one-command install · Source | |
| 942 | Unranked | tradingview-chrome-mcpmcp · browser | Enables AI assistants to remotely control TradingView charts in Chrome, including reading charts, writing and fixing Pine Script, managing watchlists… | No signals yet | No one-command install · Source | |
| 943 | Unranked | exnosmcp · browser | Live browser-state verification for AI coding agents. Provides real-time state of Chrome tabs including URL, title, form fields, buttons, console… | No signals yet | No one-command install · Source | |
| 944 | Unranked | hybrid-vision-mcp-servermcp · browser | Bridges local vision engines (Tesseract.js OCR and Sharp preprocessing) with Ollama vision models for image analysis, comparison, text localization… | No signals yet | No one-command install · Source | |
| 945 | Unranked | researchermcp · browser | Fast AI research agent in Rust that plans sub-questions, searches the web, scrapes sources in parallel, and writes comprehensive markdown reports. | No signals yet | No one-command install · Source | |
| 946 | Unranked | arachne-mcpmcp · browser | Self-hosted web-intelligence server for Hermes Agent and other MCP clients, featuring hybrid HTTP+browser crawling, document parsing, search… | No signals yet | No one-command install · Source | |
| 947 | Unranked | mac-usemcp · browser | Provides an MCP server for macOS that allows agents to control a managed browser with accessibility-first actions, visible cursor, and screenshot… | No signals yet | No one-command install · Source | |
| 948 | Unranked | oculus-scoped-observationmcp · browser | Provides read-only MCP tools for AI agents to observe user-selected regions of a Chrome browser, including region info, text/UI semantics, cropped… | No signals yet | No one-command install · Source | |
| 949 | Unranked | mcp-selenium-servermcp · browser | Enables AI agents to automate browser interactions using Selenium WebDriver, supporting multiple browsers and tools for navigation, clicking, typing… | No signals yet | No one-command install · Source | |
| 950 | Unranked | debugtron-mcpmcp · browser | MCP server for debugging Electron apps: discover, launch, and control apps via Chrome DevTools Protocol and Node inspector, enabling JavaScript… | No signals yet | No one-command install · Source | |
| 951 | Unranked | lightpanda-mcp-servermcp · browser | MCP server for Lightpanda headless browser enabling ultra-fast HTML extraction, markdown conversion, and JavaScript execution with 16x lower memory… | No signals yet | No one-command install · Source | |
| 952 | Unranked | browser-for-claudemcp · browser | Gives Claude control of a real, headed Chromium browser via Playwright, enabling web navigation, clicking, typing, screenshots, and JavaScript… | No signals yet | No one-command install · Source | |
| 953 | Unranked | pagewatchmcp · browser | Gives an agent a real browser. Turns any url into clean markdown, takes a screenshot of a url, and converts a url or raw html to pdf. It runs… | No signals yet | No one-command install · Source | |
| 954 | Unranked | founden-mcpmcp · browser | Enables building and iterating on a software company through natural language, returning live preview URLs, without needing a browser. | No signals yet | No one-command install · Source | |
| 955 | Unranked | pagewatch-mcpmcp · browser | MCP server that provides read_page, screenshot, and pdf tools using a real browser, enabling agents to fetch clean markdown, screenshots, and PDFs… | No signals yet | No one-command install · Source | |
| 956 | Unranked | tabductmcp · browser | Enables CLI coding agents to interact with your live browser tabs via MCP, using your real sessions and cookies without a sandbox. | No signals yet | No one-command install · Source | |
| 957 | Unranked | mrrscopemcp · browser | Enables querying MRRscope analytics (visitors, revenue, MRR, traffic sources, AI crawlers, realtime) via 6 read-only tools for AI agents. | No signals yet | No one-command install · Source | |
| 958 | Unranked | codex-2-0-mcp-gatewaymcp · browser | Turns a Mac into an MCP host exposing terminal, filesystem, browser automation, and macOS controls to approved AI clients via OpenAI's Secure MCP… | No signals yet | No one-command install · Source | |
| 959 | Unranked | playwright-spa-mcpmcp · browser | Playwright browser automation tuned for single-page apps (React/Vue/Angular) — screenshots, form filling, action chains, persistent sessions and 140+… | No signals yet | No one-command install · Source | |
| 960 | Unranked | shotpipe-mcpmcp · browser | Hosted, SSRF-safe, cached screenshots and Open Graph images for AI agents - no headless Chrome to run. | No signals yet | No one-command install · Source | |
| 961 | Unranked | a11y-mcpmcp · browser | Enables web accessibility audits using axe-core, allowing users to scan URLs, check WCAG compliance levels, and export reports. It uses an anti-detect… | No signals yet | No one-command install · Source | |
| 962 | Unranked | bugscout-mcp-servermcp · browser | Enables autonomous web QA by exposing Playwright browser control as MCP tools for navigation, accessibility snapshotting, interaction, and bug… | No signals yet | No one-command install · Source | |
| 963 | Unranked | blok-berichtsheftmcp · browser | An MCP server that automates filling out BLok Berichtsheft (training reports) via browser automation using Playwright. | No signals yet | No one-command install · Source | |
| 964 | Unranked | seoclimcp · browser | Enables AI agents to crawl and audit websites for SEO issues, returning structured JSON reports with errors, warnings, and key statistics. | No signals yet | No one-command install · Source | |
| 965 | Unranked | israel-weather-mcpmcp · browser | MCP server that provides Israeli weather forecasts using browser automation with Playwright. | No signals yet | No one-command install · Source | |
| 966 | Unranked | loop-mcpmcp · browser | Enables reading, listing, creating, and editing Microsoft Loop pages as Markdown through browser automation. | No signals yet | No one-command install · Source | |
| 967 | Unranked | luma-tabsmcp · browser | MCP server for managing Chrome tabs and tasks, enabling AI agents to search, recall, and organize browser sessions by preventing duplicate tabs, fuzzy… | No signals yet | No one-command install · Source | |
| 968 | Unranked | voyager-browsermcp · browser | Read-only observation of a single live URL: parses static HTML to report security posture, forms, links, accessibility signals, and leaks, with… | No signals yet | No one-command install · Source | |
| 969 | Unranked | pw-browser-mcpmcp · browser | Enables browser automation with Playwright, offering 17 tools for navigation, session management, Chrome profile selection, and action recording. | No signals yet | No one-command install · Source | |
| 970 | Unranked | desktop-touch-mcpmcp · browser | Allows AI clients to see and control Windows 10/11 desktops via MCP, with screenshots, UI Automation, Chrome CDP, keyboard/mouse, and terminal using… | No signals yet | No one-command install · Source | |
| 971 | Unranked | oculr-mcpmcp · browser | Enables AI agents to create and control real, isolated browser profiles with engine-level fingerprinting and per-profile proxies, providing antidetect… | No signals yet | No one-command install · Source | |
| 972 | Unranked | cloud-to-localmcp · browser | Enables cloud agents to securely operate local machine resources (files, commands, screenshots) via standard MCP protocol. | No signals yet | No one-command install · Source | |
| 973 | Unranked | steel-testermcp · browser | Enables AI assistants to control an internal Steel Browser via CLI or MCP, allowing URL navigation, session management, and screenshot capture. | No signals yet | No one-command install · Source | |
| 974 | Unranked | lmstudio-connectorsmcp · browser | Local MCP server providing web search, web scraping, YouTube metadata/subtitles/downloads, image generation (MFLUX on macOS), and Playwright CLI… | No signals yet | No one-command install · Source | |
| 975 | Unranked | s22-web-agent-mcp-servermcp · browser | Provides MCP tools for web page scanning, data extraction, local storage, markdown report generation, and browser inspection using Playwright on a… | No signals yet | No one-command install · Source | |
| 976 | Unranked | nabo-mcp-litemcp · browser | A local MCP browser control bridge that enables control of Chrome browser via 14 tools for tabs, navigation, page reading, and interaction. | No signals yet | No one-command install · Source | |
| 977 | Unranked | gemini-notebook-mcpmcp · browser | MCP server for Google NotebookLM that lets AI agents chat with notebooks, add sources, generate audio overviews, and extract citations via a real… | No signals yet | No one-command install · Source | |
| 978 | Unranked | favorites-mcpmcp · browser | Enables AI agents to organize and manage Chrome/Edge bookmarks through natural language, with user-controlled permissions, privacy filters, and safety… | No signals yet | No one-command install · Source | |
| 979 | Unranked | br0ski777-screenshot-pdfmcp · browser | Capture screenshots in PNG, JPEG, or WebP and generate PDFs from any URL. | No signals yet | No one-command install · Source | |
| 980 | Unranked | afo-visual-browser-subagent-mcpmcp · browser | Cloudflare-native MCP server for visual evidence and browser investigation, providing deterministic screenshot capture, snapshot generation, and… | No signals yet | No one-command install · Source | |
| 981 | Unranked | mcp-browser-bridgemcp · browser | MCP server that bridges Model Context Protocol with browser automation, offering 37 tools across three modes (Playwright, CDP, Chrome Extension) and… | No signals yet | No one-command install · Source | |
| 982 | Unranked | aiagentmcpmcp · browser | Enables browser automation and testing using Playwright through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 983 | Unranked | universal-browser-bridgemcp · browser | Enables MCP-compatible AI agents to securely control Chrome tabs via a local bridge, with explicit per-tab sharing and human approval for… | No signals yet | No one-command install · Source | |
| 984 | Unranked | opencli-mcpmcp · browser | MCP server wrapping OpenCLI to let agents control a real Windows Chrome browser, reusing existing login sessions and extensions, with DOM/AX snapshot… | No signals yet | No one-command install · Source | |
| 985 | Unranked | actablesite-mcpmcp · browser | Audits public websites for AI crawler access, public technical signals, and deployment readiness. Includes a focused path to the full readiness report… | No signals yet | No one-command install · Source | |
| 986 | Unranked | chrome-remote-debugging-mcpmcp · browser | Controls a running Chrome/Chromium browser via the Chrome DevTools Protocol, enabling navigation, JavaScript evaluation, tab management, and raw CDP… | No signals yet | No one-command install · Source | |
| 987 | Unranked | discourse-mcpmcp · browser | Enables interaction with Discourse forums, especially those behind Cloudflare, using browser impersonation and rate limiting. | No signals yet | No one-command install · Source | |
| 988 | Unranked | video-agentmcp · browser | Enables probing, ingesting, transcribing, and searching Bilibili videos with timestamped evidence and frame extraction, without reading browser… | No signals yet | No one-command install · Source | |
| 989 | Unranked | weather-chat-mcpmcp · browser | Enables LLMs to fetch Israeli weather forecasts by controlling a real browser via Playwright, simulating human interactions like typing and clicking… | No signals yet | No one-command install · Source | |
| 990 | Unranked | basecrawl-mcpmcp · browser | Provides tools to scrape, crawl, and map web pages via the Basecrawl SaaS API. | No signals yet | No one-command install · Source | |
| 991 | Unranked | metadockmcp · browser | Control the MetaDock desktop workspace over MCP: browsers, layouts, bookmarks, downloads, and more. | No signals yet | No one-command install · Source | |
| 992 | Unranked | playwright-debug-mcp-servermcp · browser | Supercharges AI-assisted debugging of Playwright tests by parsing trace files to extract failures, action history, network logs, screenshots, and… | No signals yet | No one-command install · Source | |
| 993 | Unranked | pbi-webview2mcp · browser | Enables AI agents to interact with live Power BI Desktop report canvas via Chrome DevTools Protocol, performing actions like page navigation, clicking… | No signals yet | No one-command install · Source | |
| 994 | Unranked | rubber-duck-scrapermcp · browser | Python MCP server that scrapes web pages with JS rendering, structured metadata, tables, PDFs, screenshots, and multi-page crawling. | No signals yet | No one-command install · Source | |
| 995 | Unranked | mcp-browser-toolmcp · browser | A Playwright-based browser automation tool for AI agents, enabling web search, navigation, scraping, and page interaction through the Model Context… | No signals yet | No one-command install · Source | |
| 996 | Unranked | ateliermcp · browser | Converts spoken descriptions into standards-compliant floor plans and furnished 3D models, enabling real-time collaborative editing through a live… | No signals yet | No one-command install · Source | |
| 997 | Unranked | mcp-evidencemcp · browser | Drives a real Chromium browser via Playwright to capture evidence (screenshots, video, trace) of feature verification sessions. | No signals yet | No one-command install · Source | |
| 998 | Unranked | safari-mcp-servermcp · browser | Enables visual web access and browser automation through Safari, with tools for navigation, screenshots, element interaction, and tab management. | No signals yet | No one-command install · Source | |
| 999 | Unranked | wat-ai-brokermcp · browser | Acts as a bridge between an AI assistant and a WebApp Tinkerer instance, enabling live inspection and manipulation of applets in the browser. | No signals yet | No one-command install · Source | |
| 1000 | Unranked | spectra-mcpmcp · browser | An MCP server that provides LLMs with a fingerprint-randomized Firefox browser for web browsing, clicking, typing, and taking screenshots, using… | 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.