Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 22.557 | mcp-selenium-pythonmcp · browser | Enables LLMs to automate browser tasks (navigation, clicks, text input) via Selenium through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 2 | 22.557 | playwright-mcp-2mcp · browser | Provides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without… | 1 star | No one-command install · Source | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 22.557 | slimatlas-aimcp · browser | An MCP server for lightweight browser automation using Lightpanda with Chrome fallback, providing LLM-optimized accessibility tree snapshots for… | 1 star | No one-command install · Source | |
| 6 | 23.374 | israeli-weather-mcp-agentmcp · browser | Enables LLMs to retrieve Israeli weather forecasts by controlling a browser via Playwright and scraping data from an Israeli weather website. | 1 fork | No one-command install · Source | |
| 7 | 23.374 | opportunity-party-mcpmcp · browser | Scrapes the Opportunity Party website and converts policy PDFs to structured markdown for LLM consumption. | 1 fork | No one-command install · Source | |
| 8 | 29.013 | misanthropic-ai-playwrightmcp · browser | Enables LLM-powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive… | 1 star · 1 fork | No one-command install · Source | |
| 9 | 29.013 | wavexismcpmcp · browser | A comprehensive browser automation MCP server providing 149 tools across 13 capability tiers, enabling LLMs to control Chrome/Edge via CDP or BiDi… | 1 star · 1 fork | No one-command install · Source | |
| 10 | 32.223 | zhangkaigod2000-bing-searchmcp · browser | Performs Bing web searches using Playwright scraping with optional LLM-powered query rewriting and content summarization. | 2 stars | No one-command install · Source | |
| 11 | 32.223 | toolpipermcp · browser | 300+ MCP tools for macOS, all on-device — local AI inference (llama.cpp on Metal), voice, vision OCR, local RAG, browser automation, and ~140 system… | 2 stars | No one-command install · Source | |
| 12 | 32.223 | manchittlab-the-crawlermcp · browser | Universal web scraper returning LLM-ready markdown with RAG chunking and PDF/DOCX support. | 2 stars | No one-command install · Source | |
| 13 | 32.223 | firecrawl-lite-mcp-servermcp · browser | Enables privacy-first web scraping and structured data extraction using a local headless browser and your own LLM key. Supports tools for scraping… | 2 stars | No one-command install · Source | |
| 14 | 32.223 | llm-wiki-chromemcp · browser | MCP server for the LLM Wiki Chrome extension that exposes bounded browser automation tools (shared tabs, accessibility snapshots, screenshots, clicks… | 2 stars | No one-command install · Source | |
| 15 | 38.412 | joshuavial-browserplexmcp · browser | Manages multiple named browser instances with support for Chromium and stealth Camoufox browsers, providing session management, navigation, screenshot… | 3 stars | No one-command install · Source | |
| 16 | 41.082 | firecrawl-simple-mcpmcp · browser | Empowers LLMs to scrape web pages and generate sitemaps through the Firecrawl Simple API, with support for JavaScript rendering and configurable… | 1 star · 2 forks | No one-command install · Source | |
| 17 | 43.275 | webembeddingmcp · browser | webEmbedding is a source-first website cloning engine for AI coding agents that captures live pages with Playwright, replays network evidence, and… | 4 stars | No one-command install · Source | |
| 18 | 43.275 | opal-emu-mcpmcp · browser | An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools… | 4 stars | No one-command install · Source | |
| 19 | 44.256 | lmorg-web-scrapermcp · browser | Provides web scraping capabilities using Chrome's headless browser with automatic HTTP fallback, handling JavaScript-heavy sites and single-page… | 3 stars · 1 fork | No one-command install · Source | |
| 20 | 47.273 | mcp-page-capturemcp · browser | An MCP server that uses headless Chromium (Puppeteer) to capture pixel-perfect screenshots and extract DOM from URLs, with LLM-friendly step-based… | 3 stars · 2 forks | No one-command install · Source | |
| 21 | 49.118 | ragingwind-web-llm-playwrightmcp · browser | Provides browser-based local LLM inference by running Web-LLM models entirely in a headless Chromium browser without external API dependencies… | 4 stars · 1 fork | No one-command install · Source | |
| 22 | 52.498 | pietrozullo-browser-usemcp · browser | Enables AI to automate web browsing tasks through a unified interface that accepts natural language instructions for navigation, searching, and data… | 5 stars · 1 fork | No one-command install · Source | |
| 23 | 52.498 | kc23go-anybrowsemcp · browser | Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP… | 5 stars · 1 fork | No one-command install · Source | |
| 24 | 60.035 | e2llm-sifrmcp · browser | E2LLM — structured browser perception for AI | 6 stars · 3 forks | No one-command install · Source | |
| 25 | 61.934 | novamcp · browser | Gives an LLM agent control of the macOS desktop from a single self-contained Rust binary: Set-of-Mark numbered screenshots, Accessibility-tree clicks… | 17 stars | No one-command install · Source | |
| 26 | 66.893 | mcp-playwrightmcp · browser | Provides browser automation capabilities for LLM applications, enabling web page interaction and data extraction via Playwright. | 10 stars · 3 forks | No one-command install · Source | |
| 27 | 70.060 | browsercatmcp · browser | Enables LLMs to interact with web pages through cloud-based browser automation for navigation, screenshot capture, element interaction, and JavaScript… | 6 stars · 7 forks | No one-command install · Source | |
| 28 | 78.629 | mcp-web-toolsmcp · browser | Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots. | 46 stars · 2 forks | No one-command install · Source | |
| 29 | 79.636 | patchright-mcpmcp · browser | Provides browser automation capabilities using Patchright, enabling LLMs to interact with web pages through structured accessibility snapshots without… | 23 stars · 8 forks | No one-command install · Source | |
| 30 | 82.832 | monteslu-vibe-eyesmcp · browser | Enables LLMs to visualize and debug browser-based games and applications by capturing canvas content, console logs, and errors, then processing visual… | 54 stars · 4 forks | No one-command install · Source | |
| 31 | 94.286 | apify-rag-web-browsermcp · browser | Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. | 208 stars · 30 forks | No one-command install · Source | |
| 32 | 95.303 | cdp-bridgemcp · browser | Connects MCP clients to real browser sessions via a Chromium plugin, enabling LLMs to read, scan, automate, and navigate web pages using the user's… | 296 stars · 37 forks | No one-command install · Source | |
| 33 | 95.670 | mcp-server-playwrightmcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages, take… | 299 stars · 51 forks | No one-command install · Source | |
| 34 | 99.513 | skyverninfra · browser | Open-source agent platform that automates browser-based workflows using LLMs and computer vision. It identifies interactive elements via screenshots… | 22,907 stars · 2,152 forks | No one-command install · Source | |
| 35 | 99.869 | crawl4aicli · browser | Open-source async web crawling library optimised for LLM data extraction: Playwright-backed, outputs clean Markdown, supports CSS/XPath selectors and… | 84,297 stars · 8,717 forks | No one-command install · Source | |
| 36 | 99.987 | browser-useinfra · browser | Python library that makes web browsers accessible to AI agents; built on Playwright and LangChain. Supports multi-tab, vision + accessibility-tree… | 111,989 stars · 12,312 forks · 11 mentions · passed install test | No one-command install · Source | |
| 37 | Unranked | nexus-browser-mcpmcp · browser | A browser-automation MCP server built on Playwright that provides deterministic snapshots via MutationObserver/requestAnimationFrame, HITL governance… | No signals yet | No one-command install · Source | |
| 38 | Unranked | specularis-ai-visibility-auditmcp · browser | Runs AI visibility (GEO/AEO) audits on websites, checking AI crawler access, schema markup, llms.txt, and content signals, with optional full PDF… | No signals yet | No one-command install · Source | |
| 39 | Unranked | reapfieldmcp · browser | Extracts structured JSON from any URL using plain-language field specs, with caching and LLM-based selector discovery. Exposes scrape… | No signals yet | No one-command install · Source | |
| 40 | Unranked | easy-ui-mcpmcp · browser | Enables AI agents to drive Playwright-based browser automation for UI testing, returning JSON/HTML reports with screenshots without server-side LLM or… | No signals yet | No one-command install · Source | |
| 41 | Unranked | videre-mcpmcp · browser | Bridges vision models to text-only coding models using Florence-2, enabling non-vision LLMs to describe images, extract text, and analyze screenshots… | No signals yet | No one-command install · Source | |
| 42 | 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 | |
| 43 | 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 | |
| 44 | 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 | |
| 45 | 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 | |
| 46 | 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 | |
| 47 | Unranked | hybrid-vision-mcp-servermcp · browser | Bridges local vision engines (Tesseract.js OCR and Sharp preprocessing) with Ollama vision models for image analysis, comparison, text localization… | No signals yet | No one-command install · Source | |
| 48 | Unranked | weather-chat-mcpmcp · browser | Enables LLMs to fetch Israeli weather forecasts by controlling a real browser via Playwright, simulating human interactions like typing and clicking… | No signals yet | No one-command install · Source | |
| 49 | Unranked | spectra-mcpmcp · browser | An MCP server that provides LLMs with a fingerprint-randomized Firefox browser for web browsing, clicking, typing, and taking screenshots, using… | No signals yet | No one-command install · Source | |
| 50 | Unranked | mcp-playwright-weather-israel-2mcp · browser | An MCP server that uses Playwright to scrape Israeli weather forecasts from weather2day.co.il by automating a real browser, enabling an LLM to answer… | No signals yet | No one-command install · Source | |
| 51 | Unranked | web-recordermcp · browser | Records Chrome network requests and responses for LLM knowledge bases, and exposes query and browser control capabilities via MCP tools like… | No signals yet | No one-command install · Source | |
| 52 | Unranked | mcp-playwright-weather-israel-3mcp · browser | An MCP server that uses Playwright to browse Israeli weather forecasts from weather2day.co.il, allowing LLMs to control a browser to fetch real-time… | No signals yet | No one-command install · Source | |
| 53 | Unranked | israel-weather-mcp-servermcp · browser | Provides LLMs with real-time weather forecasts for Israeli cities using browser automation with Playwright to scrape live data from a weather website. | No signals yet | No one-command install · Source | |
| 54 | Unranked | rtk-mcpmcp · browser | MCP proxy that filters oversized tool responses, downscaling screenshots and pruning accessibility snapshots to reduce token usage in LLM… | No signals yet | No one-command install · Source | |
| 55 | Unranked | fitwiki-mcpmcp · browser | Scrapes course materials, exam variants, and notes from Fit-Wiki, converting them to Markdown and PDF for integration with LLM clients. | No signals yet | No one-command install · Source | |
| 56 | Unranked | mcp-weather-assistantmcp · browser | Enables users to query weather information for Israel via Playwright browser automation and for the USA via a weather API, allowing an LLM to access… | No signals yet | No one-command install · Source | |
| 57 | Unranked | metalift-mcpmcp · browser | Enables AI agents to scrape, crawl, and map websites into LLM-ready markdown via the Metalift API | No signals yet | No one-command install · Source | |
| 58 | Unranked | mcp-playwright-weather-israelmcp · browser | MCP server enabling LLMs to fetch Israeli weather forecasts by automating a browser with Playwright to scrape weather2day.co.il. | No signals yet | No one-command install · Source | |
| 59 | Unranked | mcp-with-playwrightmcp · browser | An MCP server that enables LLMs to automate browser interactions using Playwright to fetch real-time Israeli weather data. | No signals yet | No one-command install · Source | |
| 60 | Unranked | mcp-internetmcp · browser | Enables local LLMs to search the web, scrape pages, and extract structured data (tables, metadata) from sources like Wikipedia and IMDb, with caching… | No signals yet | No one-command install · Source | |
| 61 | Unranked | opencode-browser-controlmcp · browser | A Playwright-powered MCP server for browser automation using ARIA snapshots and element refs, enabling LLMs to control Chrome/Edge without CSS… | No signals yet | No one-command install · Source | |
| 62 | Unranked | qa-automation-mcp-servermcp · browser | An AI-powered QA automation tool that crawls web pages, generates Playwright-based pytest tests using an LLM, runs them, and automatically heals… | No signals yet | No one-command install · Source | |
| 63 | 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 | |
| 64 | 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 | |
| 65 | 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 | |
| 66 | Unranked | browserbasemcp · browser | This server provides cloud browser automation capabilities using Browserbase and Stagehand. It enables LLMs to interact with web pages, take… | No signals yet | No commit datelisted | No one-command install · Source |
| 67 | Unranked | chrome-mcp-control-centermcp · browser | Enables safe automation of Chrome browser through a local MCP server and Chrome extension, allowing LLMs to control browser tabs, pages, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 68 | Unranked | executeautomation-playwright-servermcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages… | No signals yet | No commit datelisted | No one-command install · Source |
| 69 | Unranked | invisible-playwright-mcpmcp · browser | This MCP server exposes an anti-detect Firefox browser that passes bot-detection tests, allowing LLMs to automate web interactions with humanized… | No signals yet | No commit datelisted | No one-command install · Source |
| 70 | Unranked | playwright-servermcp · browser | A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web… | No signals yet | No commit datelisted | 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.