Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | Unranked | quark-mcpmcp · browser | Enables zero-API-cost visual understanding, text Q&A, image generation, and video analysis by driving the Quark browser's built-in AI chat page via… | No signals yet | No one-command install · Source | |
| 802 | Unranked | pw-mcpmcp · browser | It enables each agent session to have its own isolated Chrome browser with a persistent profile, avoiding profile-lock conflicts and shared tab… | No signals yet | No one-command install · Source | |
| 803 | Unranked | escalatormcp · browser | Enables fetching web pages as clean Markdown with automatic escalation from direct requests to residential proxies and headless browsers to overcome… | No signals yet | No one-command install · Source | |
| 804 | Unranked | wozmcp64mcp · browser | Enables controlling and interacting with a Commodore 64 emulator running in the browser via MCP. | No signals yet | No one-command install · Source | |
| 805 | Unranked | evidencelens-mcpmcp · browser | Enables deterministic, read-only multimodal evidence review by normalizing text, tables, PDFs, images, and screenshots into provenance metadata, with… | No signals yet | No one-command install · Source | |
| 806 | Unranked | holoscrape-mcpmcp · browser | This MCP server lets AI agents read and extract data from your own logged-in Chrome browser via the HoloScrape extension, enabling private, local… | No signals yet | No one-command install · Source | |
| 807 | Unranked | browserlemonmcp · browser | Enables AI to control your existing logged-in Chrome session via MCP, supporting social media drafting and explicit user-confirmed publishing. | No signals yet | No one-command install · Source | |
| 808 | Unranked | building-a-browser-harness-mcp-for-ai-agentsmcp · browser | Enables AI agents to control a Playwright-driven browser through natural-language instructions, including page interaction and live browser task… | No signals yet | No one-command install · Source | |
| 809 | Unranked | mobile-claude-connectmcp · browser | Enables Claude Code sessions on a PC to access iPhone data such as photos, video, location, contacts, calendar, and clipboard over Tailscale, and… | No signals yet | No one-command install · Source | |
| 810 | Unranked | newton-browsermcp · browser | MCP server for local browser control via Chrome/Edge extension, enabling agents to open isolated tabs, observe pages, take screenshots, and interact… | No signals yet | No one-command install · Source | |
| 811 | Unranked | cliquejamcp · browser | Enables fast browser automation on a real Chrome tab via a local hub, providing MCP tools for clicking, filling, snapshotting, and navigating without… | No signals yet | No one-command install · Source | |
| 812 | Unranked | shipcheckmcp · browser | Enables coding agents to submit a public preview URL and acceptance stories for independent QA, returning pass/fail evidence packs with screenshots… | No signals yet | No one-command install · Source | |
| 813 | Unranked | curtismcp · browser | Automates LinkedIn outreach from a local browser session, pacing invitations to work like a human and adjusting activity based on acceptance rates. | No signals yet | No one-command install · Source | |
| 814 | Unranked | axd-browser-mcpmcp · browser | A high-performance MCP server for browser automation via Chrome DevTools Protocol, enabling fast, low-cost, and anti-bot web interactions. | No signals yet | No one-command install · Source | |
| 815 | Unranked | visualwebscrapermcp · browser | MCP server for web scraping using Playwright headless Chromium. It provides tools to fetch webpage screenshots, search article listings, and generate… | No signals yet | No one-command install · Source | |
| 816 | Unranked | lens-mcpmcp · browser | Provides browser-grade web access by rendering pages to markdown, taking screenshots, and fetching images using headless Chromium/Firefox (Playwright)… | No signals yet | No one-command install · Source | |
| 817 | Unranked | docpulsemcp · browser | DocPulse enables users to distill large documentation into compact, LLM-ready summaries by crawling web, PDF, and local sources, augmented with… | No signals yet | No one-command install · Source | |
| 818 | Unranked | pyramid-solver-mcpmcp · browser | Interactive 4x4 sliding puzzle solver with MCP tools to open the widget and solve puzzles via A* or IDA*, plus a browser mode. | No signals yet | No one-command install · Source | |
| 819 | Unranked | haden-browsermcp · browser | Enables AI assistants to browse the web efficiently via compact goal-based views, lazy image loading, and low-latency interactions. | No signals yet | No one-command install · Source | |
| 820 | Unranked | pente-mcpmcp · browser | Enables AI to play Pente live against a human via MCP, using ChanBlake's browser game as a shared board. Provides create, join, move, and view tools… | No signals yet | No one-command install · Source | |
| 821 | Unranked | agent-web-combomcp · browser | MCP server for the Agent Web Combo toolkit, enabling AI agents to perform multi-source web search, page content extraction, and JavaScript-rendered… | No signals yet | No one-command install · Source | |
| 822 | Unranked | nodriver-mcpmcp · browser | A local MCP server that keeps a dedicated Chromium browser profile for authenticated web research and runs hot-reloadable Python scrapers via… | No signals yet | No one-command install · Source | |
| 823 | Unranked | mcp-weather-israel-playwrightmcp · browser | Enables LLMs to fetch live weather forecasts for Israeli cities by controlling a Chromium browser to scrape weather data from weather2day.co.il. | No signals yet | No one-command install · Source | |
| 824 | Unranked | nik-browser-mcpmcp · browser | Локальный MCP-сервер, который предоставляет LLM собственный независимый Chromium для управления браузером, включая открытие сайтов, чтение страниц… | No signals yet | No one-command install · Source | |
| 825 | Unranked | firefox-tab-management-agent-mcpmcp · browser | Enables AI agents to manage live Firefox tabs and native tab groups via MCP tools over stdio, with exact-match verification and safety constraints. It… | No signals yet | No one-command install · Source | |
| 826 | Unranked | excalidraw-aimcp · browser | Enables AI agents to read, watch, and edit live Excalidraw rooms by joining as a socket bot over a self-hosted relay, bypassing browser automation. | No signals yet | No one-command install · Source | |
| 827 | Unranked | ie-mode-mcpmcp · browser | Enables AI agents to control legacy web applications running in Microsoft Edge's IE Mode via MCP, using Selenium WebDriver and IEDriverServer for… | No signals yet | No one-command install · Source | |
| 828 | Unranked | crawlee-mcpmcp · browser | Enables AI clients to fetch, crawl, and screenshot web pages using Crawlee, supporting multiple URLs and stealth mode for JavaScript-rendered sites. | No signals yet | No one-command install · Source | |
| 829 | Unranked | cdp-mcp-gatewaymcp · browser | A local Python daemon that connects your Chrome browser to an MCP server, allowing AI agents to control the browser via natural language commands. | No signals yet | No one-command install · Source | |
| 830 | Unranked | chrome-actuatormcp · browser | Enables agents to drive an existing Chrome window by creating tabs, taking snapshots, pressing keys, and filling form fields via native messaging… | No signals yet | No one-command install · Source | |
| 831 | Unranked | webshot-mcpmcp · browser | Enables agents to take screenshots and extract text from web pages using a persistent Chrome browser via CDP, with built-in SSRF protection. | No signals yet | No one-command install · Source | |
| 832 | Unranked | serial-web-terminal-mcpmcp · browser | Enables AI assistants to interact with serial port devices by sending commands, capturing output, and managing connections, with real-time… | No signals yet | No one-command install · Source | |
| 833 | Unranked | dev-browser-mcpmcp · browser | Enables AI agents to control a persistent Chromium browser or attach to an existing Chrome with sandboxed JavaScript and structured tools for web… | No signals yet | No one-command install · Source | |
| 834 | Unranked | playwright-mcp-on-rendermcp · browser | Deploys Microsoft's Playwright MCP server to Render, providing a public MCP URL for streamable HTTP or SSE connections. Enables browser automation and… | No signals yet | No one-command install · Source | |
| 835 | Unranked | python-crawling-mcpmcp · browser | An MCP server for safe web crawling and scraping of public and authenticated sites using Playwright and Crawlee. It provides tools for scraping single… | No signals yet | No one-command install · Source | |
| 836 | Unranked | hypercrawlmcp · browser | Self-hosted, cookie-aware web-automation engine that turns any website into callable MCP tools, with stateful browser sessions, web search, and… | No signals yet | No one-command install · Source | |
| 837 | Unranked | optiqra-mcpmcp · browser | Exposes OptiQra's full SEO/GEO/AEO audit and AI-fix/insight tools as MCP tools for AI clients like Claude, Cursor, and Windsurf. Use natural language… | No signals yet | No one-command install · Source | |
| 838 | Unranked | glm-vision-mcp-3mcp · browser | Enables AI assistants to recognize and extract information from images via GLM-4V, supporting automatic screenshot recognition and MCP-based local… | No signals yet | No one-command install · Source | |
| 839 | Unranked | mcp-web-agentmcp · browser | A token-efficient web browsing, scraping, and crawling MCP server that provides tools for fetching pages as clean markdown or schema-based JSON… | No signals yet | No one-command install · Source | |
| 840 | Unranked | omnibrowse-agentmcp · browser | A browser research MCP server that emphasizes evidence-centric workflows, secure browser automation, and deterministic data extraction, with… | No signals yet | No one-command install · Source | |
| 841 | Unranked | deeporax-browser-mcpmcp · browser | MCP server to control a real Chrome browser from Claude, enabling navigation, DOM snapshots, clicks, typing, screenshots, and JS execution via a… | No signals yet | No one-command install · Source | |
| 842 | Unranked | spidra-mcp-servermcp · browser | Enables AI assistants to scrape pages, batch-process URLs, and crawl entire websites with AI-powered extraction. | No signals yet | No one-command install · Source | |
| 843 | Unranked | kilogent-browsermcp · browser | MCP server that lets agents drive your real Chrome browser with existing logins and sessions via an outbound-only WebSocket extension. It exposes… | No signals yet | No one-command install · Source | |
| 844 | Unranked | doubao-mcpmcp · browser | MCP server providing zero-cost visual analysis and Q&A through Doubao web (web.doubao.com), using Playwright/CDP to control Chrome and extract AI… | No signals yet | No one-command install · Source | |
| 845 | Unranked | mcp-mcp-locksmcp · browser | Wraps the mcp-locks CLI to expose coordination primitives as MCP tools, enabling multiple AI agents to claim, release, and list exclusive OS resources… | No signals yet | No one-command install · Source | |
| 846 | Unranked | scraper-health-mcpmcp · browser | Enables autonomous self-healing scraper fleet management for Bright Data Scraper Studio, with health checking, anomaly detection, and automated… | No signals yet | No one-command install · Source | |
| 847 | Unranked | browser-storemcp · browser | MCP server for managing and controlling multiple isolated Chrome/Edge browser instances, exposing tools for navigation, screenshots, clicking, form… | No signals yet | No one-command install · Source | |
| 848 | Unranked | devcdpmcp · browser | Provides AI assistants with full browser DevTools access for debugging, including console, network, DOM, breakpoints, and step-through debugging, with… | No signals yet | No one-command install · Source | |
| 849 | Unranked | qa-automation-mcp-pluginmcp · browser | Enterprise web automation testing MCP server that controls local Chrome via Playwright CDP, providing tools for page element analysis, interaction… | No signals yet | No one-command install · Source | |
| 850 | Unranked | scriptblox-mcpmcp · browser | Bridges Cursor with ScriptBlox via a Chrome extension, enabling search, read, upload, edit, and delete of Roblox scripts. | No signals yet | No one-command install · Source | |
| 851 | Unranked | game-of-life-mcpmcp · browser | Enables AI agents to control a shared Conway's Game of Life world via MCP tools, with a live browser viewer and WebSocket updates. | No signals yet | No one-command install · Source | |
| 852 | Unranked | io-github-d4vinci-scraplingmcp · browser | Enables web scraping through Scrapling's adaptive parsers, fetchers that bypass anti-bot systems, and scalable spider framework, allowing users to… | No signals yet | No one-command install · Source | |
| 853 | Unranked | ai-browsermcp · browser | Enables AI agents to fully control a terminal browser via MCP, navigating pages, filling forms, logging in, and managing cookies with deterministic… | No signals yet | No one-command install · Source | |
| 854 | Unranked | google-ai-modemcp · browser | Provides OpenAI-compatible API, MCP, and CLI for Google AI Mode, with automatic fallback to a real Chrome browser to bypass TLS fingerprint detection. | No signals yet | No one-command install · Source | |
| 855 | Unranked | perfectmcp · browser | Unofficial open-source MCP bridge that gives Cursor agents hands in your real Chrome browser. Enables navigation, clicking, filling, screenshots, and… | No signals yet | No one-command install · Source | |
| 856 | Unranked | hike-findermcp · browser | Finds marked hiking routes from OpenStreetMap filtered by locally-computed elevation gain, distance, loop shape, and car/chairlift access, providing… | No signals yet | No one-command install · Source | |
| 857 | Unranked | codex-chrome-mcpmcp · browser | Exposes Codex's Chrome plugin as an MCP server, enabling MCP clients to drive a real, logged-in Chrome browser by navigating, snapshotting the DOM… | No signals yet | No one-command install · Source | |
| 858 | Unranked | mcp-spa-pmtmcp · browser | Enables natural language, read-only access to the SPA system of the Prefeitura Municipal de Teresina, allowing users to query process boxes, urgent… | No signals yet | No one-command install · Source | |
| 859 | Unranked | operagx-connector-plusmcp · browser | Adds real browser interaction (click, type, form fill, drag, scroll) to Opera GX via CDP, complementing the read-only OperaGX connector. | No signals yet | No one-command install · Source | |
| 860 | Unranked | shade-browser-security-mcpmcp · browser | Standalone MCP server exposing only the security-classified tools from Shade Browser, enabling Brave CDP browser automation across 20 isolated profile… | No signals yet | No one-command install · Source | |
| 861 | Unranked | yakit-mcpmcp · browser | Enables AI agents to drive the local Yakit engine for HTTP packet replay, GUI visualization, and screenshotting via CDP. Supports automatic protocol… | No signals yet | No one-command install · Source | |
| 862 | Unranked | browser-relaymcp · browser | MCP server that drives a user's real Chrome browser via a WebSocket-connected MV3 extension, enabling tab management, navigation, page interaction… | No signals yet | No one-command install · Source | |
| 863 | Unranked | fmg-mcpmcp · browser | MCP server that drives Azgaar's Fantasy Map Generator in a real browser via Playwright, enabling map generation, inspection, and exporting… | No signals yet | No one-command install · Source | |
| 864 | Unranked | layout-doctor-mcpmcp · browser | Renders HTML in a headless browser and detects layout defects numerically, such as text overlaps, placeholder leftovers, and element overflow, without… | No signals yet | No one-command install · Source | |
| 865 | Unranked | macos-mcp-automationmcp · browser | Enables macOS system automation, window management, and productivity tools for AI agents, including running AppleScripts, opening apps, retrieving… | No signals yet | No one-command install · Source | |
| 866 | Unranked | yet-another-web-scraper-mcpmcp · browser | An MCP server that enables LLMs to drive a Chromium browser for web scraping, collecting structured data, and exporting to CSV. | No signals yet | No one-command install · Source | |
| 867 | Unranked | mshegolev-prometheusmcp · browser | Query Prometheus metrics, inspect alerts, and explore scrape targets with read-only PromQL access. | No signals yet | No one-command install · Source | |
| 868 | Unranked | browser-test-mcpmcp · browser | An MCP server that fuses Playwright and browser-use for browser automation testing, offering 59 tools for AI-driven exploration and precise assertions… | No signals yet | No one-command install · Source | |
| 869 | Unranked | mcp-jobsmcp · browser | MCP server for job search that crawls job listings using Playwright, with a fix for stdout pollution on Windows/WorkBuddy. | No signals yet | No one-command install · Source | |
| 870 | Unranked | browser-runtime-mcpmcp · browser | Enables AI agents to monitor and debug browser runtime errors, console logs, and page diagnostics in real time via a Chrome extension and local MCP… | No signals yet | No one-command install · Source | |
| 871 | Unranked | aperturemcp · browser | Enables AI agents to drive a privacy-first browser via MCP, using diff-based page observation to reduce token consumption, and offering secure… | No signals yet | No one-command install · Source | |
| 872 | Unranked | br0ski777-web-scrapermcp · browser | Extract clean Markdown from any URL, removing boilerplate for use in RAG pipelines. | No signals yet | No one-command install · Source | |
| 873 | Unranked | br0ski777-user-agent-parsermcp · browser | Parse user agents to extract browser, OS, device, and bot detection. | No signals yet | No one-command install · Source | |
| 874 | Unranked | expert-answer-mcpmcp · browser | Enables users to ask any question and receive expert-verified answers backed by Gemini. The tool is accessible via Claude Desktop, MCP SDK clients… | No signals yet | No one-command install · Source | |
| 875 | Unranked | mcp-chrome-scalemakermcp · browser | Enables AI assistants to control Chrome via MCP with automatic site permissions, force reconnect, and diagnostics. Uses stdio native messaging for… | No signals yet | No one-command install · Source | |
| 876 | Unranked | visual-regression-mcpmcp · browser | Enables AI-assisted visual regression testing by capturing baselines, comparing screenshots, and using AI to judge whether visual differences are bugs… | No signals yet | No one-command install · Source | |
| 877 | Unranked | savia-mcpmcp · browser | MCP server that exposes SAVIA, a legacy travel-industry ERP with no public API, as tools an AI assistant can use. It uses Playwright to operate the… | No signals yet | No one-command install · Source | |
| 878 | Unranked | web-content-scraper-mcp-workermcp · browser | Scrapes dynamic web pages via headless Chrome, stripping clutter and ads, and returns clean Markdown or JSON content. It integrates with Cloudflare… | No signals yet | No one-command install · Source | |
| 879 | Unranked | cdt-smart-snapshotmcp · browser | A token-efficient MCP server for Chrome DevTools Protocol that provides smart snapshots, diffing, and screenshot-to-disk tools, reducing token usage… | No signals yet | No one-command install · Source | |
| 880 | Unranked | bindaliasplus-mcpmcp · browser | MCP bridge for the BindAliasPlus Minecraft mod that lets AI agents control Minecraft by querying game state, taking screenshots, executing aliases… | No signals yet | No one-command install · Source | |
| 881 | Unranked | sansan-chrome-mcpmcp · browser | Enables AI assistants to control Chrome browser operations such as navigation, reading pages, taking screenshots, managing tabs, and more via a Chrome… | No signals yet | No one-command install · Source | |
| 882 | Unranked | app-screenshot-mcpmcp · browser | MCP server for capturing real UI screenshots using Playwright. Provides tools to capture a URL or capture with login and selectors. | No signals yet | No one-command install · Source | |
| 883 | 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 | |
| 884 | 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 | |
| 885 | 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 | |
| 886 | 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 | |
| 887 | 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 | |
| 888 | 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 | |
| 889 | 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 | |
| 890 | 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 | |
| 891 | 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 | |
| 892 | 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 | |
| 893 | 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 | |
| 894 | 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 | |
| 895 | 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 | |
| 896 | 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 | |
| 897 | 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 | |
| 898 | 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 | |
| 899 | 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 | |
| 900 | 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 |
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.