Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 22.557 | kloaktmcp · browseralso listed as kultmember6banger-kloakt | A lightweight, stealthy headless browser for AI agents, providing MCP tools for web extraction, interaction, and snapshotting. | 1 star | No one-command install · Source | |
| 601 | 22.557 | scrapingdogmcp · browser | Wraps Scrapingdog, a proxy-based web scraping service, enabling AI agents to scrape web pages through a simple MCP interface. | 1 star | No one-command install · Source | |
| 601 | 22.557 | runewardmcp · browser | Governed execution cells for AI agents via MCP; provides shell, code, file, and browser tools inside isolated, policy-enforced Citadels with… | 1 star | No one-command install · Source | |
| 601 | 22.557 | chrome-for-aimcp · browser | Enables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection. | 1 star | No one-command install · Source | |
| 601 | 22.557 | svg-annotate-mcpmcp · browser | Enables annotating SVG paper figures in the browser by picking elements or drawing regions, and feeds those annotations back to Claude via MCP so it… | 1 star | No one-command install · Source | |
| 601 | 22.557 | xiaojiou176-open-movi-organizermcp · browser | Review-first local file organizer for photos, screenshots, documents, and audio with AI-assisted drafting. | 1 star | No one-command install · Source | |
| 601 | 22.557 | qa-mcp-learning-labmcp · browser | Showcases principal-level QA architecture using MCP tools and Playwright for validating security, business workflows, contract safety, and cross-layer… | 1 star | No one-command install · Source | |
| 601 | 22.557 | blopmcp · browser | MCP-native release confidence control plane that turns browser execution into auditable go/no-go decisions by combining business-critical journey… | 1 star | No one-command install · Source | |
| 601 | 22.557 | x-mcp-playwrightmcp · browser | A Twitter/X MCP server powered by patchright (stealth Playwright fork) and a persistent Chrome user profile. It enables posting, engaging, searching… | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-gtm-hiring-signal-scrapermcp · browser | Detects hiring intent signals by scanning job boards for specific companies. Returns structured role data for outbound sales targeting. | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-gtm-tech-stack-signal-scrapermcp · browser | Detects a company's technology stack from its public web presence. Returns structured tech signals for sales targeting and competitive analysis. | 1 star | No one-command install · Source | |
| 601 | 22.557 | darwinrelaymcp · browser | Enables MCP agents to control macOS natively with shell, PTY, background Chrome automation, and Accessibility-based desktop control. | 1 star | No one-command install · Source | |
| 601 | 22.557 | webloom-enginemcp · browser | MCP server giving AI agents 86 tools for browser automation via Chrome DevTools Protocol, including navigation, click/fill ladders, network… | 1 star | No one-command install · Source | |
| 601 | 22.557 | browser-firefox-mcpmcp · browser | Security-focused Firefox browser MCP server for penetration testing, built on Playwright, enabling vulnerability scanning, session manipulation… | 1 star | No one-command install · Source | |
| 601 | 22.557 | winpc-mcpmcp · browser | Enables remote control of a Windows PC from an iPad via MCP, providing tools for executing commands, managing files, taking screenshots, controlling… | 1 star | No one-command install · Source | |
| 601 | 22.557 | ericzakariasson-linkedinmcp · browser | Automates LinkedIn posting through browser automation using Playwright, enabling direct content publishing with image attachments by connecting to… | 1 star | No one-command install · Source | |
| 601 | 22.557 | unlimited-agent-2mcp · browser | Enables a private ChatGPT app to remotely control a Windows PC through file operations, PowerShell, screenshots, mouse and keyboard input, clipboard… | 1 star | No one-command install · Source | |
| 601 | 22.557 | grok-chrome-bridgemcp · browser | Enables Grok Build to attach to the user's active Chrome profile via MCP, leveraging the profile's tabs, cookies, and logins instead of launching an… | 1 star | No one-command install · Source | |
| 601 | 22.557 | chatgpt-mac-bridgemcp · browser | Gives ChatGPT Web hands on your Mac — files, git, terminal, browser, and windows via MCP, with outbound-only tunnel and delete protection. | 1 star | No one-command install · Source | |
| 601 | 22.557 | writ-mcpmcp · browser | Connects MCP clients to Writ, turning saved browser workflows into callable tools. Allows running workflows, retrieving data, scheduling, and more. | 1 star | No one-command install · Source | |
| 601 | 22.557 | pydoll-mcp-servermcp · browser | Browser automation MCP server using Pydoll, enabling agents to navigate, observe, and interact with web pages via tools like page navigation, element… | 1 star | No one-command install · Source | |
| 601 | 22.557 | cursor-browser-mcpmcp · browser | Enables AI agents to control Cursor IDE's built-in Browser Tab through a stdio MCP interface, providing accessibility snapshots with refs… | 1 star | No one-command install · Source | |
| 601 | 22.557 | linkedin-analyzermcp · browser | MCP server that lets you analyze your own LinkedIn profile with a local LLM (LM Studio). It uses Playwright to reuse your browser session, fetch… | 1 star | No one-command install · Source | |
| 601 | 22.557 | seekbridgemcp · browser | Enables DeepSeek-powered agents to control real Chrome tabs with semantic snapshots, tab groups, and local safety controls. | 1 star | No one-command install · Source | |
| 601 | 22.557 | macos-computer-use-mcpmcp · browser | Provides 146 MCP tools for AI agents to control macOS, including screenshots, mouse, keyboard, window management, app automation, file system, OCR… | 1 star | No one-command install · Source | |
| 601 | 22.557 | arc-devtools-mcpmcp · browser | MCP server enabling AI agents to control and inspect Chrome/Arc browsers via DevTools, with Arc-specific tab reuse. | 1 star | No one-command install · Source | |
| 601 | 22.557 | webmcp-guardmcp · browser | Drop-in replacement for Playwright MCP that adds WebMCP support, exposing page-defined tools as gated webmcp:* tools with provenance tracking… | 1 star | No one-command install · Source | |
| 601 | 22.557 | perceivemcp · browser | Reachability-filtered browser perception and actions for AI agents. Filters snapshots to elements a user could actually reach (removes modal-occluded… | 1 star | No one-command install · Source | |
| 601 | 22.557 | browsertrace-mcpmcp · browser | A Chrome extension MCP server for browser automation, providing screenshots, mouse/keyboard input, network request tracing, and continuous recording… | 1 star | No one-command install · Source | |
| 601 | 22.557 | tabbridgemcp · browser | Enables MCP clients to operate Chrome tabs with semantic snapshots, policy approvals, and deterministic workflow replay. | 1 star | No one-command install · Source | |
| 601 | 22.557 | playwright-react-debug-mcpmcp · browser | Enables AI-assisted debugging of React applications by providing browser control, DOM inspection, network monitoring, React DevTools, and error… | 1 star | No one-command install · Source | |
| 601 | 22.557 | ai-process-managermcp · browser | Enables AI agents to query Windows process, window, and console information via structured JSON instead of screenshots, reducing token usage by… | 1 star | No one-command install · Source | |
| 601 | 22.557 | eyeshot-mcpmcp · browser | Provides screenshot capture and vision analysis tools that enable AI to see and analyze screen content on Windows, forming an automated… | 1 star | No one-command install · Source | |
| 601 | 22.557 | gandermcp · browser | Enables AI agents to fetch and extract clean, readable content from web pages, and search within pages for specific queries, without needing a full… | 1 star | No one-command install · Source | |
| 601 | 22.557 | douyin-controlled-mcpmcp · browser | An MCP adapter for reading and carefully operating Douyin and Creator Center through structured IDs and verified browser state, with safety… | 1 star | No one-command install · Source | |
| 601 | 22.557 | antigravity-browser-bridgemcp · browser | Enables MCP-compatible agents to securely control the user's already authenticated Chrome browser via explicit tab authorization and DOM-based… | 1 star | No one-command install · Source | |
| 601 | 22.557 | google-maps-scrapermcp · browser | Give your AI agent live Google Maps search, review, and photo data through one secure MCP connection. | 1 star | No one-command install · Source | |
| 601 | 22.557 | rawtrace-mcpmcp · browser | Records raw DOM mutations and network events during AI agent browser interactions, enabling detailed debugging and analysis of Playwright automations. | 1 star | No one-command install · Source | |
| 601 | 22.557 | visual-inspector-mcpmcp · browser | An MCP server that enables AI assistants to visually inspect and interact with rendered web pages via a persistent headless Chromium browser… | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-textbrowsermcp · browser | A text-first headless browser MCP server that extracts DOM and OCR text from web pages, offering a cheaper alternative to screenshot-based browsing by… | 1 star | No one-command install · Source | |
| 601 | 22.557 | web-scrapemcp · browser | Enables scraping and fetching websites with protection handling like Cloudflare and captchas, via an MCP interface. | 1 star | No one-command install · Source | |
| 601 | 22.557 | agentic-browsermcp · browser | Enables agents to control a real Chromium browser with semantic tools, providing compact observations and outcome-verified actions for web interaction… | 1 star | No one-command install · Source | |
| 601 | 22.557 | neko-browsermcp · browser | Headed Playwright browser MCP server with persistent profile, providing 23 tools for full browser automation while masking PII data. | 1 star | No one-command install · Source | |
| 601 | 22.557 | spidexlab-s-multi-tenant-browser-mcpmcp · browser | Enables multiple autonomous agents to concurrently control separate tabs in a single Chrome instance, with features like semantic search and network… | 1 star | No one-command install · Source | |
| 601 | 22.557 | chrome-devtools-mcp-forkmcp · browser | Enables debugging of web applications by connecting Claude to Chrome's developer tools through MCP, allowing network monitoring, console inspection… | 1 star | No one-command install · Source | |
| 601 | 22.557 | handshake-mcpmcp · browser | Enables AI assistants to search and apply for jobs on Handshake, track applications, and research employers using your browser session. | 1 star | No one-command install · Source | |
| 601 | 22.557 | phantomhandmcp · browser | A minimalist browser control engine that allows LLM agents to visually perceive and interact with web pages through the Chrome DevTools Protocol and… | 1 star | No one-command install · Source | |
| 601 | 22.557 | flowcastmcp · browser | Turn your AI coding agent into a producer of interactive, narrated walkthroughs — code, whiteboard, and 3D casts, each a single self-contained HTML… | 1 star | No one-command install · Source | |
| 601 | 22.557 | navable-mcpmcp · browser | Enables AI coding agents to perform real-browser accessibility scanning of localhost pages using Playwright and axe-core, returning WCAG 2.1… | 1 star | No one-command install · Source | |
| 601 | 22.557 | browser-mcp-2mcp · browser | Unified MCP server for browser automation (Playwright + CDP + CLI) and bookmark management across Chrome, Firefox, Edge, and Brave, including… | 1 star | No one-command install · Source | |
| 601 | 22.557 | scrapeer-mcp-servermcp · browser | Allows AI agents to run, inspect, and create Scrapeer visual web-scraping flows, bridging human-designed browser automation with agent-driven… | 1 star | No one-command install · Source | |
| 601 | 22.557 | runpay-marketplacemcp · browser | Stripe-native marketplace where AI agents autonomously discover and purchase API services via MCP. Pay-per-call, no accounts needed. 6 live services… | 1 star | No one-command install · Source | |
| 601 | 22.557 | pincushion-mcpmcp · browser | Visual feedback as agent work packets: stakeholders pin on your live app and your AI coding agent reads each pin (selector, screenshot, DOM, thread… | 1 star | No one-command install · Source | |
| 601 | 22.557 | zxkolmcp · browser | ZXKOL transforms tasks like "finding Douyin beauty influencers with 100k–500k followers" into simple tool calls—eliminating the need to write web… | 1 star | No one-command install · Source | |
| 601 | 22.557 | vision-mcp-2mcp · browser | Gives text-only coding agents the ability to 'see' images, videos, and screenshots by routing them to a vision model and returning structured text. | 1 star | No one-command install · Source | |
| 601 | 22.557 | sky-windows-remote-executormcp · browser | Enables remote execution of commands, file operations, screenshots, and clipboard access on Windows machines through MCP tools. | 1 star | No one-command install · Source | |
| 601 | 22.557 | skywardmcp · browser | Enables AI agents to connect to a shared browser-based open world, where they can perceive, move, speak, emote, act, and claim land. | 1 star | No one-command install · Source | |
| 601 | 22.557 | letgo-mcpmcp · browser | Enables searching, viewing details, and filtering listings on Letgo.com by using Playwright to bypass Akamai anti-bot protection. | 1 star | No one-command install · Source | |
| 601 | 22.557 | opencode-browser-mcpmcp · browser | Enables AI agents to browse the web, interact with pages, fill forms, and extract data using Playwright, with 30 tools across 7 categories. | 1 star | No one-command install · Source | |
| 601 | 22.557 | mercari-mcp-servermcp · browser | Automates Mercari resale marketplace operations, enabling AI assistants to search listings, manage selling inventory, view purchase/sales history, and… | 1 star | No one-command install · Source | |
| 601 | 22.557 | striderlabs-mcp-ihgmcp · browser | Enables hotel search, booking, reservation management, and rewards tracking for IHG hotels via browser automation. | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-playwright-toolsmcp · browser | Playwright browser automation tools for MCP enabling navigation, interaction, content extraction, and semantic locators. | 1 star | No one-command install · Source | |
| 601 | 22.557 | snapstack-servermcp · browser | Enables MCP-capable LLM clients to read browser screenshots captured by the SnapStack extension, stored locally and served over Streamable HTTP. | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-firefoxmcp · browser | Connects to Firefox's Remote Debugging Protocol over TCP, exposing browser DevTools capabilities (JS evaluation, navigation, screenshots, network… | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-linux-desktopmcp · browser | Enables full Linux desktop control including windows, mouse, keyboard, clipboard, audio, screenshots, OCR, accessibility, and system management… | 1 star | No one-command install · Source | |
| 601 | 22.557 | socials-mcpmcp · browser | Enables Claude to perform actions on X, LinkedIn, and Reddit via a Chrome extension, such as connecting with recruiters, finding threads, and replying… | 1 star | No one-command install · Source | |
| 601 | 22.557 | sgasser-draft-reviewmcp · browser | Opens a local browser-based review window for editing, approving, or rejecting AI-generated drafts before they are sent to their destination. | 1 star | No one-command install · Source | |
| 601 | 22.557 | monomyth-development-la-forgemcp · browser | Provides pixel-perfect visual debugging for CSS development by capturing screenshots, comparing against baselines, detecting visual differences, and… | 1 star | No one-command install · Source | |
| 601 | 22.557 | playwright-screenshotmcp · browser | Enables webpage screenshot capture using Playwright and CDP to connect with remote Chrome instances for visual testing and content analysis | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-console-hubmcp · browser | Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis. | 1 star | No one-command install · Source | |
| 601 | 22.557 | windowspc-mcpmcp · browser | Gives AI agents their own virtual display on Windows, enabling isolated clicking, typing, and screenshots without interfering with the user's desktop. | 1 star | No one-command install · Source | |
| 601 | 22.557 | vola-trebla-playwright-trace-decodermcp · browser | Unpacks and analyzes Playwright trace.zip archives for AI agent test diagnosis. | 1 star | No one-command install · Source | |
| 601 | 22.557 | cloudscraper-mcpmcp · browser | Enables AI agents to bypass Cloudflare protection and scrape web content, returning clean Markdown with smart chunking and file export. | 1 star | No one-command install · Source | |
| 601 | 22.557 | vibebrowser-chrome-devtools-mcpmcp · browser | A fork of Chrome DevTools MCP that adds Streamable HTTP transport for multiple AI agents to concurrently control and inspect a live Chrome browser via… | 1 star | No one-command install · Source | |
| 601 | 22.557 | justinthevoid-xcforgemcp · browser | 95 MCP tools for iOS development — build, test, simulate, automate UI, capture screenshots, and diagnose. | 1 star | No one-command install · Source | |
| 601 | 22.557 | playwright-network-chaos-mcpmcp · browseralso listed as vola-trebla-playwright-network-chaos | Enables AI agents to simulate network failures and test application resilience in Playwright browser sessions. | 1 star | No one-command install · Source | |
| 601 | 22.557 | maango-mcpmcp · browser | Maango is the pre-flight check for AI agents on the web. Before an agent scrapes, summarises, trains on, or searches a site, it calls Maango and gets… | 1 star | No one-command install · Source | |
| 601 | 22.557 | cdp-mcp-servermcp · browser | Wraps Chrome DevTools Protocol to provide AI agents with low-level browser debugging tools including breakpoints, stack traces, stepping, network… | 1 star | No one-command install · Source | |
| 601 | 22.557 | prodpoke-mcp-servermcp · browser | Enables AI to perform real-browser QA testing on websites via Playwright, finding bugs, accessibility, SEO, and performance issues through natural… | 1 star | No one-command install · Source | |
| 601 | 22.557 | playwright-mcp-parallelmcp · browser | Enables running multiple isolated browser instances in parallel, each with independent state and auth cloning, for concurrent task execution. | 1 star | No one-command install · Source | |
| 601 | 22.557 | chromium-qrcodemcp · browser | Generates QR codes with circular dot modules and rounded corners in Google Chrome's visual style. | 1 star | No one-command install · Source | |
| 601 | 22.557 | ykshah1309-stealth-agent-browsermcp · browser | Stealth Chromium browser automation with hybrid AOM and Set-of-Mark vision for AI agents. | 1 star | No one-command install · Source | |
| 601 | 22.557 | spectattymcp · browser | Enables AI agents to spawn and interact with real terminal sessions, capturing screenshots of rendered TUI output and sharing live sessions for… | 1 star | No one-command install · Source | |
| 601 | 22.557 | air-sdkmcp · browser | Collective intelligence for browser automation agents with resilient selectors and site capability awareness. | 1 star | No one-command install · Source | |
| 601 | 22.557 | superior-browser-mcpmcp · browser | Enables AI-powered browser automation with real profiles, supporting interaction, navigation, form filling, and advanced features like visual overlays… | 1 star | No one-command install · Source | |
| 601 | 22.557 | gh-gautamk1512-tradingview-morning-briefmcp · browser | Connects to TradingView Desktop via Chrome DevTools Protocol for automated watchlist scanning and trading bias analysis. | 1 star | No one-command install · Source | |
| 601 | 22.557 | dazzlemcp · browser | Cloud stages for live streaming and AI agents with browser rendering, content sync, and broadcast management. | 1 star | No one-command install · Source | |
| 601 | 22.557 | electron-dev-bridgemcp · browser | Maps Electron app IPC handlers to MCP tools and provides 33 built-in CDP tools for DOM automation, screenshots, interaction, and debugging, enabling… | 1 star | No one-command install · Source | |
| 601 | 22.557 | markmircea-selenixmcp · browser | Bridges Claude Desktop to Selenix for browser automation test creation, execution, debugging, and management. | 1 star | No one-command install · Source | |
| 601 | 22.557 | mcp-snapshot-filtermcp · browser | A proxy server that intercepts and filters content-heavy responses from chrome-devtools-mcp, reducing token consumption by 40-60% for browser… | 1 star | No one-command install · Source | |
| 601 | 22.557 | nstbrowser-playwright-mcpmcp · browser | Combines NSTBrowser profile management with Playwright browser automation via CDP, enabling browser automation through NSTBrowser profiles. | 1 star | No one-command install · Source | |
| 601 | 22.557 | mario-playwright-mcpmcp · browser | MCP server for browser automation with AI agents, enabling network payload capture and QA workflows. | 1 star | No one-command install · Source | |
| 601 | 22.557 | ai-firelab-pinchtabmcp · browser | Bridges browser automation through PinchTab's accessibility-tree snapshots and element references for web navigation, form filling, clicking… | 1 star | No one-command install · Source | |
| 601 | 22.557 | pinchtab-mcpmcp · browser | MCP server that wraps PinchTab's HTTP API for browser automation, enabling AI agents to control Chrome via actions like navigation, clicking, typing… | 1 star | No one-command install · Source | |
| 601 | 22.557 | hughedward-agent-browsermcp · browser | Wraps Vercel's agent-browser CLI for Playwright-based browser automation with 44 tools, token-efficient element referencing, and session persistence. | 1 star | No one-command install · Source | |
| 601 | 22.557 | surya-fireworkhq-seleniummcp · browser | Provides browser automation capabilities including navigation, element interaction, form filling, file uploads, and screenshot capture using Selenium… | 1 star | No one-command install · Source | |
| 601 | 22.557 | tkoyama010-screenstreammcp · browser | Captures screenshots from ScreenStream Android screen mirroring app via MJPEG feed for visual analysis. | 1 star | No one-command install · Source | |
| 601 | 22.557 | krngd2-monkeymcp · browser | Bridges AI coding agents to Chrome browser tabs via WebSocket, enabling custom JavaScript execution in authenticated sessions for scraping, testing… | 1 star | 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.