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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

1,278 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
11.269websim-explorermcp · browserDiscover WebSim projects, creators, and trending content with powerful search and filters. Inspect project details, screenshots, comments, and…216 installsNo commit datelisted No one-command install · Source
222.557twn39-xiaohongshu-rednotemcp · browserAutomates Xiaohongshu (RedNote) interactions through browser automation for searching posts, extracting content, and analyzing trends.1 starNo commit datelisted No one-command install · Source
322.557pypen-mcpmcp · browserEnables LLM-powered browser automation and security testing with features like browser management, network monitoring, DOM manipulation, and captcha…1 starNo commit datelisted No one-command install · Source
422.557matthewalexong-neo-visionmcp · browserGenerates spatial DOM maps for AI agent browser navigation with anti-bot stealth capabilities.1 starNo commit datelisted No one-command install · Source
522.557pedrodnt-deepwebresearchmcp · browserEnables deep web research through parallel multi-query execution, intelligent content extraction, and screenshot capture using TypeScript and…1 starNo one-command install · Source
622.557kotelberg-playwright-web-browsermcp · browserEnables web browsing capabilities through Playwright automation for navigating websites, extracting content, identifying interactive elements, and…1 starNo one-command install · Source
722.557kilicmu-web-content-pickmcp · browserExtracts structured content from web pages using customizable selectors for crawling, parsing, and analyzing HTML elements without leaving the…1 starNo one-command install · Source
822.557kunihiros-screenshotmcp · browserCapture website screenshots and save them to a file path specified by the user.1 starNo one-command install · Source
922.557desktop-window-screenshot-mcpmcp · browserEnables taking screenshots of the entire desktop or specific windows, with automatic clipboard integration and support for Windows, macOS, and Linux.1 starNo one-command install · Source
1022.557manishamishraacc-playwrightmcp · browserProvides browser automation capabilities through Playwright for web interaction, testing, and content extraction across Chromium, Firefox, and WebKit…1 starNo one-command install · Source
1122.557insitemcp · browserA comprehensive browser automation MCP server using Playwright, offering 50+ tools for page control, element interaction, content extraction, and more…1 starNo one-command install · Source
1222.557claude-browsermcp · browserBrowser automation server built with Playwright that provides web interaction capabilities for navigation, content extraction, form filling…1 starNo one-command install · Source
1322.557spider-web-scrapermcp · browserProvides web scraping capabilities using Puppeteer and Cheerio to search Bing, extract webpage content, and convert pages to Markdown format with…1 starNo one-command install · Source
1422.557brightdata-herokumcp · browserIntegrates with Bright Data's web scraping platform to provide bot detection bypass, browser automation via Playwright, and access to 40+ pre-built…1 starNo one-command install · Source
1522.557mcp-selenium-pythonmcp · browserEnables LLMs to automate browser tasks (navigation, clicks, text input) via Selenium through the Model Context Protocol.1 starNo one-command install · Source
1622.557browseagent-mcpmcp · browserEnables AI agents to control web browsers through the Model Context Protocol, supporting navigation, clicking, typing, and screenshots.1 starNo one-command install · Source
1722.557fayeblade1488-venice-browsermcp · browserProvides web navigation capabilities through Playwright with support for multiple browsers, persistent session state, and configurable timeouts for…1 starNo one-command install · Source
1822.557vishwajeetdabholkar-markdown-web-extractormcp · browserExtracts clean markdown content from web pages using headless Chrome browser, filtering out navigation and advertisements while handling…1 starNo one-command install · Source
1922.557playwright-mcp-2mcp · browserProvides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without…1 starNo one-command install · Source
2022.557autopilot-browsermcp · browserIntegrates with Autopilot Browser's workflow automation platform to search for and execute pre-built browser automation workflows with custom inputs…1 starNo one-command install · Source
2122.557narrator-mcpmcp · browserCaptures screenshots, analyzes changes with Gemini, generates humorous narrations with sound effects, and plays them as speech via ElevenLabs…1 starNo one-command install · Source
2222.557code-alchemist01-development-toolsmcp · browserCombines code analysis tools like ESLint and security scanners with web scraping capabilities using Cheerio and Playwright for automated code reviews…1 starNo one-command install · Source
2322.557andytango-puppeteermcp · browserProvides browser automation capabilities through Puppeteer, enabling web page interaction, content extraction, screenshot capture, PDF generation, and…1 starNo one-command install · Source
2422.557arc-mcpmcp · browserEnables semantic browser automation for the Arc browser, allowing users to perform web tasks like searching, shopping, and data extraction through…1 starNo one-command install · Source
2522.557wjj9868-e2e-playwrightmcp · browserAutomates Playwright test generation and execution for web applications, providing project initialization, intelligent test script creation, and…1 starNo one-command install · Source
2622.557skumarthecoder-appium-mobile-automationmcp · browserEnables mobile app automation through Appium integration, controlling Android and iOS devices with natural language commands for tapping, typing…1 starNo one-command install · Source
2722.557appstore-screenshot-mcpmcp · browserAutomates App Store screenshot capture from iOS Simulator, optimized for 2026 requirements with iPhone 6.9" and iPad 13" buckets.1 starNo one-command install · Source
2822.557chromecpmcp · browserA standalone MCP server for Chrome automation with multi-session support, enabling browser control and page interaction through MCP clients.1 starNo one-command install · Source
2922.557hotelzeromcp · browserMCP server that searches hotels on Booking.com with 80+ filter options using Playwright browser automation.1 starNo one-command install · Source
3022.557krngd2-monkeymcp · browserBridges AI coding agents to Chrome browser tabs via WebSocket, enabling custom JavaScript execution in authenticated sessions for scraping, testing…1 starNo one-command install · Source
3122.557tkoyama010-screenstreammcp · browserCaptures screenshots from ScreenStream Android screen mirroring app via MJPEG feed for visual analysis.1 starNo one-command install · Source
3222.557surya-fireworkhq-seleniummcp · browserProvides browser automation capabilities including navigation, element interaction, form filling, file uploads, and screenshot capture using Selenium…1 starNo one-command install · Source
3322.557hughedward-agent-browsermcp · browserWraps Vercel's agent-browser CLI for Playwright-based browser automation with 44 tools, token-efficient element referencing, and session persistence.1 starNo one-command install · Source
3422.557pinchtab-mcpmcp · browserMCP server that wraps PinchTab's HTTP API for browser automation, enabling AI agents to control Chrome via actions like navigation, clicking, typing…1 starNo one-command install · Source
3522.557ai-firelab-pinchtabmcp · browserBridges browser automation through PinchTab's accessibility-tree snapshots and element references for web navigation, form filling, clicking…1 starNo one-command install · Source
3622.557mario-playwright-mcpmcp · browserMCP server for browser automation with AI agents, enabling network payload capture and QA workflows.1 starNo one-command install · Source
3722.557nstbrowser-playwright-mcpmcp · browserCombines NSTBrowser profile management with Playwright browser automation via CDP, enabling browser automation through NSTBrowser profiles.1 starNo one-command install · Source
3822.557mcp-snapshot-filtermcp · browserA proxy server that intercepts and filters content-heavy responses from chrome-devtools-mcp, reducing token consumption by 40-60% for browser…1 starNo one-command install · Source
3922.557markmircea-selenixmcp · browserBridges Claude Desktop to Selenix for browser automation test creation, execution, debugging, and management.1 starNo one-command install · Source
4022.557electron-dev-bridgemcp · browserMaps Electron app IPC handlers to MCP tools and provides 33 built-in CDP tools for DOM automation, screenshots, interaction, and debugging, enabling…1 starNo one-command install · Source
4122.557dazzlemcp · browserCloud stages for live streaming and AI agents with browser rendering, content sync, and broadcast management.1 starNo one-command install · Source
4222.557gh-gautamk1512-tradingview-morning-briefmcp · browserConnects to TradingView Desktop via Chrome DevTools Protocol for automated watchlist scanning and trading bias analysis.1 starNo one-command install · Source
4322.557superior-browser-mcpmcp · browserEnables AI-powered browser automation with real profiles, supporting interaction, navigation, form filling, and advanced features like visual overlays…1 starNo one-command install · Source
4422.557air-sdkmcp · browserCollective intelligence for browser automation agents with resilient selectors and site capability awareness.1 starNo one-command install · Source
4522.557spectattymcp · browserEnables AI agents to spawn and interact with real terminal sessions, capturing screenshots of rendered TUI output and sharing live sessions for…1 starNo one-command install · Source
4622.557ykshah1309-stealth-agent-browsermcp · browserStealth Chromium browser automation with hybrid AOM and Set-of-Mark vision for AI agents.1 starNo one-command install · Source
4722.557chromium-qrcodemcp · browserGenerates QR codes with circular dot modules and rounded corners in Google Chrome's visual style.1 starNo one-command install · Source
4822.557playwright-mcp-parallelmcp · browserEnables running multiple isolated browser instances in parallel, each with independent state and auth cloning, for concurrent task execution.1 starNo one-command install · Source
4922.557prodpoke-mcp-servermcp · browserEnables AI to perform real-browser QA testing on websites via Playwright, finding bugs, accessibility, SEO, and performance issues through natural…1 starNo one-command install · Source
5022.557cdp-mcp-servermcp · browserWraps Chrome DevTools Protocol to provide AI agents with low-level browser debugging tools including breakpoints, stack traces, stepping, network…1 starNo one-command install · Source
5122.557maango-mcpmcp · browserMaango 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 starNo one-command install · Source
5222.557vola-trebla-playwright-network-chaosmcp · browserGives AI agents dynamic network chaos control over Playwright browser sessions.1 starNo one-command install · Source
5322.557playwright-network-chaos-mcpmcp · browserEnables AI agents to simulate network failures and test application resilience in Playwright browser sessions.1 starNo one-command install · Source
5422.557justinthevoid-xcforgemcp · browser95 MCP tools for iOS development — build, test, simulate, automate UI, capture screenshots, and diagnose.1 starNo one-command install · Source
5522.557vibebrowser-chrome-devtools-mcpmcp · browserA 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 starNo one-command install · Source
5622.557cloudscraper-mcpmcp · browserEnables AI agents to bypass Cloudflare protection and scrape web content, returning clean Markdown with smart chunking and file export.1 starNo one-command install · Source
5722.557vola-trebla-playwright-trace-decodermcp · browserUnpacks and analyzes Playwright trace.zip archives for AI agent test diagnosis.1 starNo one-command install · Source
5822.557windowspc-mcpmcp · browserGives AI agents their own virtual display on Windows, enabling isolated clicking, typing, and screenshots without interfering with the user's desktop.1 starNo one-command install · Source
5922.557mcp-console-hubmcp · browserStreams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.1 starNo one-command install · Source
6022.557playwright-screenshotmcp · browserEnables webpage screenshot capture using Playwright and CDP to connect with remote Chrome instances for visual testing and content analysis1 starNo one-command install · Source
6122.557monomyth-development-la-forgemcp · browserProvides pixel-perfect visual debugging for CSS development by capturing screenshots, comparing against baselines, detecting visual differences, and…1 starNo one-command install · Source
6222.557sgasser-draft-reviewmcp · browserOpens a local browser-based review window for editing, approving, or rejecting AI-generated drafts before they are sent to their destination.1 starNo one-command install · Source
6322.557socials-mcpmcp · browserEnables Claude to perform actions on X, LinkedIn, and Reddit via a Chrome extension, such as connecting with recruiters, finding threads, and replying…1 starNo one-command install · Source
6422.557mcp-linux-desktopmcp · browserEnables full Linux desktop control including windows, mouse, keyboard, clipboard, audio, screenshots, OCR, accessibility, and system management…1 starNo one-command install · Source
6522.557mcp-firefoxmcp · browserConnects to Firefox's Remote Debugging Protocol over TCP, exposing browser DevTools capabilities (JS evaluation, navigation, screenshots, network…1 starNo one-command install · Source
6622.557snapstack-servermcp · browserEnables MCP-capable LLM clients to read browser screenshots captured by the SnapStack extension, stored locally and served over Streamable HTTP.1 starNo one-command install · Source
6722.557mcp-playwright-toolsmcp · browserPlaywright browser automation tools for MCP enabling navigation, interaction, content extraction, and semantic locators.1 starNo one-command install · Source
6822.557striderlabs-mcp-ihgmcp · browserEnables hotel search, booking, reservation management, and rewards tracking for IHG hotels via browser automation.1 starNo one-command install · Source
6922.557mercari-mcp-servermcp · browserAutomates Mercari resale marketplace operations, enabling AI assistants to search listings, manage selling inventory, view purchase/sales history, and…1 starNo one-command install · Source
7022.557opencode-browser-mcpmcp · browserEnables AI agents to browse the web, interact with pages, fill forms, and extract data using Playwright, with 30 tools across 7 categories.1 starNo one-command install · Source
7122.557letgo-mcpmcp · browserEnables searching, viewing details, and filtering listings on Letgo.com by using Playwright to bypass Akamai anti-bot protection.1 starNo one-command install · Source
7222.557skywardmcp · browserEnables AI agents to connect to a shared browser-based open world, where they can perceive, move, speak, emote, act, and claim land.1 starNo one-command install · Source
7322.557sky-windows-remote-executormcp · browserEnables remote execution of commands, file operations, screenshots, and clipboard access on Windows machines through MCP tools.1 starNo one-command install · Source
7422.557vision-mcp-2mcp · browserGives text-only coding agents the ability to 'see' images, videos, and screenshots by routing them to a vision model and returning structured text.1 starNo one-command install · Source
7522.557zxkolmcp · browserZXKOL transforms tasks like "finding Douyin beauty influencers with 100k–500k followers" into simple tool calls—eliminating the need to write web…1 starNo one-command install · Source
7622.557pincushion-mcpmcp · browserVisual feedback as agent work packets: stakeholders pin on your live app and your AI coding agent reads each pin (selector, screenshot, DOM, thread…1 starNo one-command install · Source
7722.557runpay-marketplacemcp · browserStripe-native marketplace where AI agents autonomously discover and purchase API services via MCP. Pay-per-call, no accounts needed. 6 live services…1 starNo one-command install · Source
7822.557scrapeer-mcp-servermcp · browserAllows AI agents to run, inspect, and create Scrapeer visual web-scraping flows, bridging human-designed browser automation with agent-driven…1 starNo one-command install · Source
7922.557browser-mcp-2mcp · browserUnified MCP server for browser automation (Playwright + CDP + CLI) and bookmark management across Chrome, Firefox, Edge, and Brave, including…1 starNo one-command install · Source
8022.557navable-mcpmcp · browserEnables AI coding agents to perform real-browser accessibility scanning of localhost pages using Playwright and axe-core, returning WCAG 2.1…1 starNo one-command install · Source
8122.557flowcastmcp · browserTurn your AI coding agent into a producer of interactive, narrated walkthroughs — code, whiteboard, and 3D casts, each a single self-contained HTML…1 starNo one-command install · Source
8222.557phantomhandmcp · browserA minimalist browser control engine that allows LLM agents to visually perceive and interact with web pages through the Chrome DevTools Protocol and…1 starNo one-command install · Source
8322.557handshake-mcpmcp · browserEnables AI assistants to search and apply for jobs on Handshake, track applications, and research employers using your browser session.1 starNo one-command install · Source
8422.557chrome-devtools-mcp-forkmcp · browserEnables debugging of web applications by connecting Claude to Chrome's developer tools through MCP, allowing network monitoring, console inspection…1 starNo one-command install · Source
8522.557spidexlab-s-multi-tenant-browser-mcpmcp · browserEnables multiple autonomous agents to concurrently control separate tabs in a single Chrome instance, with features like semantic search and network…1 starNo one-command install · Source
8622.557neko-browsermcp · browserHeaded Playwright browser MCP server with persistent profile, providing 23 tools for full browser automation while masking PII data.1 starNo one-command install · Source
8722.557agentic-browsermcp · browserEnables agents to control a real Chromium browser with semantic tools, providing compact observations and outcome-verified actions for web interaction…1 starNo one-command install · Source
8822.557web-scrapemcp · browserEnables scraping and fetching websites with protection handling like Cloudflare and captchas, via an MCP interface.1 starNo one-command install · Source
8922.557mcp-textbrowsermcp · browserA 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 starNo one-command install · Source
9022.557visual-inspector-mcpmcp · browserAn MCP server that enables AI assistants to visually inspect and interact with rendered web pages via a persistent headless Chromium browser…1 starNo one-command install · Source
9122.557rawtrace-mcpmcp · browserRecords raw DOM mutations and network events during AI agent browser interactions, enabling detailed debugging and analysis of Playwright automations.1 starNo one-command install · Source
9222.557google-maps-scrapermcp · browserGive your AI agent live Google Maps search, review, and photo data through one secure MCP connection.1 starNo one-command install · Source
9322.557antigravity-browser-bridgemcp · browserEnables MCP-compatible agents to securely control the user's already authenticated Chrome browser via explicit tab authorization and DOM-based…1 starNo one-command install · Source
9422.557douyin-controlled-mcpmcp · browserAn MCP adapter for reading and carefully operating Douyin and Creator Center through structured IDs and verified browser state, with safety…1 starNo one-command install · Source
9522.557gandermcp · browserEnables AI agents to fetch and extract clean, readable content from web pages, and search within pages for specific queries, without needing a full…1 starNo one-command install · Source
9622.557eyeshot-mcpmcp · browserProvides screenshot capture and vision analysis tools that enable AI to see and analyze screen content on Windows, forming an automated…1 starNo one-command install · Source
9722.557ai-process-managermcp · browserEnables AI agents to query Windows process, window, and console information via structured JSON instead of screenshots, reducing token usage by…1 starNo one-command install · Source
9822.557playwright-react-debug-mcpmcp · browserEnables AI-assisted debugging of React applications by providing browser control, DOM inspection, network monitoring, React DevTools, and error…1 starNo one-command install · Source
9922.557tabbridgemcp · browserEnables MCP clients to operate Chrome tabs with semantic snapshots, policy approvals, and deterministic workflow replay.1 starNo one-command install · Source
10022.557browsertrace-mcpmcp · browserA Chrome extension MCP server for browser automation, providing screenshots, mouse/keyboard input, network request tracing, and continuous recording…1 starNo 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.

Leaderboard · Armory