Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | Unranked | pigeonmcp · browser | Forwards browser console errors, warnings, and unhandled rejections to Claude Code via MCP, enabling natural language debugging. | No signals yet | No one-command install · Source | |
| 1102 | Unranked | mcp-browsermcp · browser | Exposes Playwright browser automation as MCP tools, enabling AI assistants to control a real browser tab-by-tab for form filling, navigation, and… | No signals yet | No one-command install · Source | |
| 1103 | Unranked | playwright-mcp-servermcp · browser | Enables browser automation using Playwright, allowing LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and… | No signals yet | No one-command install · Source | |
| 1104 | Unranked | scottconfusedgorilla-sncromcp · browser | Live browser inspection for AI coding assistants — DOM, console logs, and network activity via MCP. | No signals yet | No one-command install · Source | |
| 1105 | Unranked | yeshellomcp · browser | Digital business cards, lead capture forms, and service listings - built and managed by AI. 63 tools with live browser editing, stock photos, web… | No signals yet | No one-command install · Source | |
| 1106 | Unranked | autobrowser-approval-cloudmcp · browser | Hosted remote MCP for AI agent browser approval. Provides structured tools for page approval workflows, session management, and audit receipts. | No signals yet | No one-command install · Source | |
| 1107 | Unranked | playwriter-session-cloudmcp · browser | Paid remote MCP for browser session management, enabling AI agents to open sessions, run stateful snippets, read page state, and export session logs. | No signals yet | No one-command install · Source | |
| 1108 | Unranked | chrome-devtools-session-mcpmcp · browser | Paid hosted MCP endpoint for AI agent browser DevTools. It exposes structured JSON tools for inspecting page state, reading console errors… | No signals yet | No one-command install · Source | |
| 1109 | Unranked | hurleysk-can-seemcp · browser | Lets AI agents visualize and control terminal and CLI apps via PNG screenshots, keystrokes, and text input. | No signals yet | No one-command install · Source | |
| 1110 | Unranked | sessemi-mcpmcp · browser | Enables AI agents to scrape websites protected by Cloudflare, DataDome, and Akamai, bypassing anti-bot measures to retrieve page content. | No signals yet | No one-command install · Source | |
| 1111 | Unranked | jayquan-mccleary-zenlinkmcp · browser | Browser automation bridge for Zen Browser and Firefox through the ZenLink companion extension. | No signals yet | No one-command install · Source | |
| 1112 | Unranked | zenlink-mcpmcp · browser | Enables browser automation and control through ZenLink, allowing Claude Desktop and other MCP clients to drive a Zen Browser with 75+ tools for… | No signals yet | No one-command install · Source | |
| 1113 | Unranked | playwright-selector-guardmcp · browser | Playwright test selector fragility analysis with healing suggestions, approval routing, and action receipts. | No signals yet | No one-command install · Source | |
| 1114 | Unranked | playwright-selector-guard-mcpmcp · browser | Detects brittle Playwright selectors and provides healing suggestions, action receipts, human approvals, and failure exports. | No signals yet | No one-command install · Source | |
| 1115 | Unranked | browser-spend-guardmcp · browser | Approval receipts and budget alerts for AI agent browser purchases. | No signals yet | No one-command install · Source | |
| 1116 | Unranked | browserspend-guard-mcpmcp · browser | Approval receipts for AI browser purchases. Enables purchase evaluation, approval recording, budget alerts, and receipt export. | No signals yet | No one-command install · Source | |
| 1117 | Unranked | vola-trebla-playwright-spatial-layoutmcp · browser | Gives AI agents geometric spatial awareness of web page layouts using Playwright. | No signals yet | No one-command install · Source | |
| 1118 | Unranked | chrome-devtools-mcpmcp · browser | Lets coding agents control and inspect a live Chrome browser via the Model-Context-Protocol, providing advanced browser debugging, performance… | No signals yet | No one-command install · Source | |
| 1119 | Unranked | smartbrowsermcpmcp · browser | A Model Context Protocol server for web automation that enables browser control, element interaction, content extraction, and monitoring using… | No signals yet | No one-command install · Source | |
| 1120 | Unranked | fetch-crawl-mcpmcp · browser | Enables fetching, crawling, and analyzing web pages with 29 tools for SEO audits, content extraction, and more. | No signals yet | No one-command install · Source | |
| 1121 | Unranked | jscsatoshi-searxng-browsermcp · browser | Docker-based web search and headless browser combining SearXNG with Playwright. | No signals yet | No one-command install · Source | |
| 1122 | Unranked | cowork-qa-mcpmcp · browser | Provides an LLM with a real Chromium browser to perform web tasks, recording every action into a structured trace for later verification of goal… | No signals yet | No one-command install · Source | |
| 1123 | Unranked | insideos-cowork-qamcp · browser | Goal-driven Playwright browser sessions for AI agents with full action traces and automated QA workflows. | No signals yet | No one-command install · Source | |
| 1124 | Unranked | browser-mcp-cdpmcp · browser | Drives your real local Chrome with profile isolation, allowing LLMs to interact with your logged-in sessions without modifying your actual profile. | No signals yet | No one-command install · Source | |
| 1125 | Unranked | zhiqi-li-browser-cdpmcp · browser | Local Chrome automation via CDP with profile-snapshot isolation and shared-broker multi-client support. | No signals yet | No one-command install · Source | |
| 1126 | Unranked | chaoyinghua680-browsermcp · browser | Chrome extension bridge for AI access to browser-authenticated web data. | No signals yet | No one-command install · Source | |
| 1127 | Unranked | quartzunit-browsegrabmcp · browser | Token-efficient browser automation agent using Playwright accessibility tree and markdown extraction. | No signals yet | No one-command install · Source | |
| 1128 | Unranked | qutebrowser-mcpmcp · browser | MCP server for automating qutebrowser browser via CDP and IPC. Enables tab management, navigation, screenshots, JavaScript execution, and… | No signals yet | No one-command install · Source | |
| 1129 | Unranked | covidence-mcpmcp · browser | Enables Claude to screen studies in Covidence by reading the live page and casting votes based on stored criteria, with all browser navigation handled… | No signals yet | No one-command install · Source | |
| 1130 | Unranked | nimbus21-ai-chrome-devtools-mcpmcp · browser | Lets AI coding agents control and inspect a live Chrome browser via MCP, providing Chrome DevTools capabilities for automation, debugging, and… | No signals yet | No one-command install · Source | |
| 1131 | Unranked | gh-kiwamust-electron-cdp-bridgemcp · browser | Bridge Chrome DevTools Protocol to MCP for controlling Electron applications. | No signals yet | No one-command install · Source | |
| 1132 | Unranked | terryhank-markdown-crawlermcp · browser | Detects and recursively downloads markdown files from Docsify documentation sites. | No signals yet | No one-command install · Source | |
| 1133 | Unranked | poojasharmaari-partsmartmcp · browser | Automates PartSmart industrial parts web application using Playwright browser automation. | No signals yet | No one-command install · Source | |
| 1134 | Unranked | form-auto-mcpmcp · browser | Automates internal system form submissions by reading data from Excel/CSV or Google Sheets and using Playwright to navigate menus and fill form… | No signals yet | No one-command install · Source | |
| 1135 | Unranked | zhandos717-macos-screenshotmcp · browser | Capture macOS screen content as fullscreen or region screenshots via native screencapture CLI. | No signals yet | No one-command install · Source | |
| 1136 | Unranked | steel-mcp-servermcp · browser | Exposes Steel Browser automation over HTTP, providing MCP clients with tools for browser control, page interaction, screenshots, and session… | No signals yet | No one-command install · Source | |
| 1137 | Unranked | openclaw-tools-mcpmcp · browser | Exposes OpenClaw tools (web search, page fetching, browser automation, PDF analysis, messaging, inter-agent communication, Canvas) as MCP tools for… | No signals yet | No one-command install · Source | |
| 1138 | Unranked | kaushik-linkedin-mcpmcp · browser | Enables Claude AI to interact with LinkedIn through browser automation, including profile reading, people and job search, company research, post… | No signals yet | No one-command install · Source | |
| 1139 | Unranked | mcp-browser-parallelmcp · browser | Multi-instance parallel browser MCP server that manages multiple isolated browser instances in a single Chrome process with automatic login state… | No signals yet | No one-command install · Source | |
| 1140 | Unranked | myleshorton-wickmcp · browser | Browser-grade web access that fetches webpages with authentic browser requests and returns clean markdown. | No signals yet | No one-command install · Source | |
| 1141 | Unranked | mcp-cache-toolsmcp · browser | Analyzes, generates, simulates, and optimizes caching strategies across HTTP, CDN, and browser layers for AI agents. | No signals yet | No one-command install · Source | |
| 1142 | Unranked | qq-bot-sender-mcpmcp · browser | Enables sending text, Markdown, images, and files to individual QQ contacts via MCP protocol, suitable for pushing task results, screenshots, or… | No signals yet | No one-command install · Source | |
| 1143 | Unranked | octo-mcpmcp · browser | Controls Octo Browser antidetect profiles and automates browser tasks through natural language, enabling profile lifecycle management, web scraping… | No signals yet | No one-command install · Source | |
| 1144 | Unranked | applitoolsmcp · browser | Create, update, and analyze visual tests using Applitools Eyes with Playwright integration. | No signals yet | No one-command install · Source | |
| 1145 | Unranked | playwright-slim-mcpmcp · browser | A proxy MCP server that summarizes Playwright accessibility snapshots using Claude Haiku, reducing context usage for efficient browser automation. | No signals yet | No one-command install · Source | |
| 1146 | Unranked | markswendsen-code-krogermcp · browser | Automates Kroger grocery shopping through browser automation for product search, cart management, and order placement. | No signals yet | No one-command install · Source | |
| 1147 | Unranked | human-loop-mcpmcp · browser | Enables AI agents to ask human operators questions through polished browser dialogs, supporting text/choice/confirmation inputs and file attachments. | No signals yet | No one-command install · Source | |
| 1148 | Unranked | striderlabs-mcp-poshmarkmcp · browser | MCP server for automating Poshmark fashion resale marketplace using Playwright and Browserbase. | No signals yet | No one-command install · Source | |
| 1149 | Unranked | striderlabs-mcp-maxmcp · browser | Enables AI agents to interact with Max (HBO Max) streaming service, supporting search, content details, watchlist management, continue watching, and… | No signals yet | No one-command install · Source | |
| 1150 | Unranked | better-playwright-mcpmcp · browser | Token-efficient browser automation MCP server using Playwright, with getOutline and searchSnapshot to save ~95% tokens compared to full snapshots. | No signals yet | No one-command install · Source | |
| 1151 | Unranked | alexalexalex222-petamindmcp · browser | Agentic coding loop with multi-candidate patch generation, deterministic quality gates, and vision-based UI evaluation using Playwright screenshots. | No signals yet | No one-command install · Source | |
| 1152 | Unranked | deploytest-mcp-servermcp · browser | Enables AI agents to run reusable Playwright test fixtures against live deployments, providing structured test results, screenshots, and assertions. | No signals yet | No one-command install · Source | |
| 1153 | Unranked | mcp-browser-servermcp · browser | A MCP server that gives AI assistants full browser control, enabling navigation, clicking, form filling, and screenshots via any MCP client. | No signals yet | No one-command install · Source | |
| 1154 | Unranked | cx-assistant-mcpmcp · browser | Enables querying Cisco CX Assistant (production and stage) directly from Cursor using natural language, with browser-based authentication via Google… | No signals yet | No one-command install · Source | |
| 1155 | Unranked | wsl-chrome-mcp-bridgemcp · browser | A bridge to launch Chrome on Windows from WSL2 and proxy Chrome DevTools MCP tools. It enables browser automation via Claude Code in WSL2 by managing… | No signals yet | No one-command install · Source | |
| 1156 | Unranked | chromium-mcpmcp · browser | MCP server for web fetching and automation using Chromium headless browser. Enables fetching pages as markdown, taking screenshots, automating… | No signals yet | No one-command install · Source | |
| 1157 | Unranked | effective-potatomcp · browser | Provides a sandboxed Ubuntu 24.04 container for secure command execution, with tools for git operations, background tasks, and GUI automation… | No signals yet | No one-command install · Source | |
| 1158 | Unranked | cloudflare-playwright-mcp-workermcp · browser | Enables AI assistants to control a browser for web automation tasks like navigation, typing, clicking, and taking screenshots, with optional API key… | No signals yet | No one-command install · Source | |
| 1159 | Unranked | browser-streammcp · browser | Collapses browser act-then-observe into single tool calls, returning immediate consequences like DOM changes, layout shifts, and network activity to… | No signals yet | No one-command install · Source | |
| 1160 | Unranked | claude-dj-mcpmcp · browser | Enables Claude to act as an autonomous radio DJ, generating live-coded music with Strudel, making text-to-speech announcements, and responding to… | No signals yet | No one-command install · Source | |
| 1161 | Unranked | cloudflare-playwright-mcpmcp · browser | Enables AI assistants to control a browser through a set of tools, allowing them to perform web automation tasks like navigation, typing, clicking… | No signals yet | No one-command install · Source | |
| 1162 | Unranked | webscraper-mcp-servermcp · browser | An MCP server for advanced web scraping with automatic JavaScript rendering support using Playwright. It enables scraping pages, extracting links and… | No signals yet | No one-command install · Source | |
| 1163 | Unranked | servo-mcpmcp · browser | Enables AI agents to see and control your desktop with tools for screenshots, clicks, typing, and more, all locally on macOS and Windows. | No signals yet | No one-command install · Source | |
| 1164 | Unranked | chromium-sync-mcpmcp · browser | Enables access to browser data (tabs, history, bookmarks) from Chromium-based browsers including Chrome, Brave, and Chromium, directly from local… | No signals yet | No one-command install · Source | |
| 1165 | Unranked | hj1003862396-draw-flowmcp · browser | Generates and edits draw.io diagrams with real-time browser preview and version history. | No signals yet | No one-command install · Source | |
| 1166 | Unranked | googlebot-simulator-mcpmcp · browser | Simulates Googlebot crawling to verify bot detection and analytics tracking by capturing events and providing detailed reports. | No signals yet | No one-command install · Source | |
| 1167 | Unranked | vision-inputmcp · browser | Enables AI to capture screenshots and control mouse and keyboard for automated desktop interaction. | No signals yet | No one-command install · Source | |
| 1168 | Unranked | bach-walmart-scraper4mcp · browser | Enables scraping Walmart product data, including product details, top products by category, and monitoring scraping tasks. | No signals yet | No one-command install · Source | |
| 1169 | Unranked | tradingview-chart-mcpmcp · browser | Enables fetching TradingView chart images by ticker and interval with browser pooling for high concurrency. | No signals yet | No one-command install · Source | |
| 1170 | Unranked | browser-console-mcp-toolsmcp · browser | Captures browser console messages (log, warn, error, etc.) and makes them available to AI language models like Claude Code and Gemini CLI for seamless… | No signals yet | No one-command install · Source | |
| 1171 | Unranked | puppeteer-real-browser-mcp-servermcp · browser | Provides AI assistants with powerful, detection-resistant browser automation capabilities, allowing them to control a real web browser to navigate… | No signals yet | No one-command install · Source | |
| 1172 | Unranked | docs-scrapermcp · browser | Enables scraping and searching documentation websites using semantic or keyword search, with support for multiple deployment modes. | No signals yet | No one-command install · Source | |
| 1173 | Unranked | selenium-recorder-mcpmcp · browser | Records browser interactions (clicks, DOM mutations, console logs, JS errors) via Chrome DevTools Protocol while you manually navigate, and provides… | No signals yet | No one-command install · Source | |
| 1174 | Unranked | cloudflare-playwright-mcp-3mcp · browser | Enables AI assistants to control a browser for web automation tasks like navigation, typing, clicking, and taking screenshots. | No signals yet | No one-command install · Source | |
| 1175 | Unranked | scraper-maintenance-mcpmcp · browser | MCP server for automating web scraper maintenance via browser inspection, selector generation, and code updates. | No signals yet | No one-command install · Source | |
| 1176 | Unranked | legacy-web-mcpmcp · browser | Automatically crawl and analyze legacy web applications to generate documentation and modernization plans. | No signals yet | No one-command install · Source | |
| 1177 | Unranked | cloudflare-playwright-mcp-servermcp · browser | Enables AI assistants to control a browser for web automation tasks, including navigation, typing, clicking, and taking screenshots, deployable to… | No signals yet | No one-command install · Source | |
| 1178 | Unranked | browser-agent-mcp-servermcp · browser | Provides browser automation capabilities through Claude Desktop and other MCP clients, enabling navigation, screenshot capture, content extraction… | No signals yet | No one-command install · Source | |
| 1179 | Unranked | a2a-docu-scrapermcp · browser | Script that scrapes Google's A2A protocol documentation | No signals yet | No one-command install · Source | |
| 1180 | Unranked | halityurttas-cimri-price-investigatormcp · browser | Scrapes real-time product pricing data from Cimri.com, a Turkish price comparison website, enabling users to find current market rates without leaving… | No signals yet | No one-command install · Source | |
| 1181 | Unranked | agentdeskai-browser-tools123mcp · browser | Provides a bridge between web browsers and assistants through a Chrome extension, enabling real-time access to console logs, network requests… | No signals yet | No one-command install · Source | |
| 1182 | Unranked | mike-pete-starbucksmcp · browser | Provides programmatic access to Starbucks menu and ordering data by leveraging Playwright for web interactions, Zod for type validation, and the MCP… | No signals yet | No one-command install · Source | |
| 1183 | Unranked | devalexandre-pyppeteer-browser-automationmcp · browser | Enables AI assistants to control headless browsers for web automation tasks including navigation, screenshot capture, element interaction, and dynamic… | No signals yet | No one-command install · Source | |
| 1184 | Unranked | jevy-webresearchmcp · browser | Enables web browsing capabilities through a Playwright-powered browser with tools for Google searching, visiting webpages, and capturing screenshots… | No signals yet | No one-command install · Source | |
| 1185 | Unranked | browserbase-browser-automationmcp · browser | Provides browser automation through dual servers: Browserbase for direct browser control and Stagehand for natural language-driven workflows, enabling… | No signals yet | No one-command install · Source | |
| 1186 | Unranked | a11ydriver-mcpmcp · browser | MCP server that enables AI agents to control Chrome via DevTools CDP and accessibility trees, providing 21 tools for browser automation including tab… | No signals yet | No commit datelisted | No one-command install · Source |
| 1187 | Unranked | ableton-mcp-extendedmcp · browser | Enables natural language control of Ableton Live through Claude, including session management, track and clip creation, device parameter adjustment… | No signals yet | No commit datelisted | No one-command install · Source |
| 1188 | Unranked | adextractmcp · browser | Ad libraries are public but fragmented. Every platform is a silo - different UI, different filters, different quirks. If you want to see what… | No signals yet | No commit datelisted | No one-command install · Source |
| 1189 | Unranked | agent-infra-mcp-server-browsermcp · browser | Browser automation capabilities using Puppeteer, both support local and remote browser connection. | No signals yet | No commit datelisted | No one-command install · Source |
| 1190 | Unranked | aiqarambamcp · browser | Browser-based QA testing for AI-built software using real browsers. | No signals yet | No commit datelisted | No one-command install · Source |
| 1191 | Unranked | almoutmag-1-1mcp · browser | Enables cloud AI agents to securely connect to a local Windows machine and execute tools such as system info, file operations, browser automation, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1192 | Unranked | anthropic-chrome-applescriptmcp · browser | Control Chrome browser through AppleScript automation on macOS | No signals yet | No commit datelisted | No one-command install · Source |
| 1193 | Unranked | antidetect-browser-mcpmcp · browser | MCP server for remotely controlling BitBrowser antidetect profiles via Playwright with built-in behavioral stealth, enabling automated browser tasks… | No signals yet | No commit datelisted | No one-command install · Source |
| 1194 | Unranked | automatalabs-playwright-servermcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright | No signals yet | No commit datelisted | No one-command install · Source |
| 1195 | Unranked | bgsuyu-prts-gaming-crawlermcp · browser | Provides agent messaging and web crawling capabilities for PRTS gaming platform data extraction using Puppeteer browser automation and Cheerio HTML… | No signals yet | No commit datelisted | No one-command install · Source |
| 1196 | Unranked | blackmount-mcpmcp · browser | Enables AI assistants to access and search local browser history, bookmarks, open tabs, and downloads for personalized context. | No signals yet | No commit datelisted | No one-command install · Source |
| 1197 | Unranked | bookmarks-mcpmcp · browser | Enables AI assistants to search, browse, add, and delete Chrome and Edge bookmarks through the MCP protocol, using a local FastMCP server that… | No signals yet | No commit datelisted | No one-command install · Source |
| 1198 | Unranked | bright-data-best-practicesskill · browser | Build production-ready Bright Data integrations with best practices baked in. Reference documentation for developers using coding assistants (Claude… | No signals yet | No commit datelisted | armory install bright-data-best-practices --cli claude |
| 1199 | Unranked | bronommcp · browser | Exposes a persistent, visible multi-tab Electron browser to AI clients through MCP, enabling tab management, navigation, interaction, screenshots, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1200 | Unranked | browser-automationskill · browser | Browser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to… | No signals yet | No commit datelisted | armory install browser-automation --cli claude |
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.