Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 57.245 | x-monk-webshiftmcp · browser | Provides web browsing, navigation, and screenshot capture for automating browser interactions. | 7 stars · 1 fork | No one-command install · Source | |
| 302 | 56.206 | pinkpixel-prysm-web-scrapermcp · browser | Provides web scraping capabilities with three specialized tools (scrapeFocused, scrapeBalanced, scrapeDeep) for efficient content extraction, image… | 2 stars · 4 forks | No one-command install · Source | |
| 303 | 55.515 | chatgpt-sol-local-bridgemcp · browser | Enables ChatGPT to securely control a local workstation via an MCP tunnel, exposing 44 tools for file/project editing, git, process supervision… | 5 stars · 2 forks | No one-command install · Source | |
| 303 | 55.515 | web-scraper-servermcp · browser | Provides browser automation and web scraping as MCP tools, enabling autonomous URL ingestion, crawling, extraction, and anti-bot handling with… | 5 stars · 2 forks | No one-command install · Source | |
| 303 | 55.515 | lisberndt-zapmcp · browser | Integrates with OWASP ZAP to provide comprehensive web application security testing through active vulnerability scanning, passive analysis… | 5 stars · 2 forks | No one-command install · Source | |
| 306 | 55.168 | kamiazya-whiteboard-mcpmcp · browser | Enables AI agents to collaboratively draw and annotate Excalidraw diagrams in real-time via MCP tools, synced to a browser canvas. | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | joshfng-cruciblemcp · browser | Browser automation server using Ferrum and headless Chrome for navigation, screenshots, form interaction, JavaScript evaluation, cookies, file… | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | dikshitrj-quickfillmcp · browser | Render interactive browser-based UIs instantly for rapid prototyping and data visualization. | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | wzh4464-mermaid-diagram-editormcp · browser | Interactive visual Mermaid diagram editing with browser-based drag-and-drop canvas, live preview, and multi-round iteration. | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | imnotdev25-browserlessmcp · browser | Browser automation via Browserless.io for PDF generation, screenshots, content extraction, scraping, performance audits, and bot detection bypass. | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | liranyoffe-serpmcp · browser | Scrapes Google search results with automatic browser fingerprint rotation using Camoufox, offering lite mode for organic results or full mode for… | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | katlis-layout-detectormcp · browser | Analyzes webpage screenshots using OpenCV template matching to extract pixel-perfect layout coordinates and detect spatial patterns like grids and… | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | adtac-domshotmcp · browser | Captures screenshots of specific DOM elements through an interactive browser overlay that allows users to hover and click on webpage elements to… | 6 stars · 1 fork | No one-command install · Source | |
| 306 | 55.168 | dlwjdtn535-chrome-integrationmcp · browser | Enables AI-driven web automation through Chrome browser integration for tasks like navigation, interaction, form filling, and content extraction via… | 6 stars · 1 fork | No one-command install · Source | |
| 315 | 53.790 | rogerheykoop-safari-screenshotmcp · browser | Integrates with Safari on macOS to capture web page screenshots, enabling automated visual testing and web archiving workflows. | 1 star · 4 forks | No one-command install · Source | |
| 316 | 53.186 | gh-silbercue-silbercueswiftmcp · browser | Native Swift iOS development tools with xcresult parsing, WebDriverAgent automation, and fast screenshots. | 8 stars | No one-command install · Source | |
| 316 | 53.186 | electron-stagewrightmcp · browser | Drive, inspect, and assert on real Electron desktop apps from an AI agent — agent-native, Playwright-style automation with accessibility refs, stable… | 8 stars | No one-command install · Source | |
| 316 | 53.186 | amaralkaff-unknowncheatsmcp · browser | Scrapes and searches the UnknownCheats security forum with Cloudflare bypass using 6 tools. | 8 stars | No commit datelisted | No one-command install · Source |
| 319 | 52.498 | vibatchiummcp · browser | MCP server for agent-piloted browser automation that clears Cloudflare, providing multi-session parallel Chromes, persistent profiles, stealth… | 5 stars · 1 fork | No one-command install · Source | |
| 319 | 52.498 | logslim-mcpmcp · browser | Compacts noisy test, build, and cloud-log output before an AI agent reads it — dedupes repeats, collapses stack frames, folds Playwright retries, and… | 5 stars · 1 fork | armory install logslim-mcp --cli claude | |
| 319 | 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 | |
| 319 | 52.498 | tabrixmcp · browser | Enables MCP clients to control and interact with the user's real Chrome browser session, leveraging existing logins, cookies, and extensions for… | 5 stars · 1 fork | No one-command install · Source | |
| 319 | 52.498 | superyuser-linkedin-scrapermcp · browser | Automates LinkedIn profile data extraction using Selenium WebDriver with anti-detection measures and progressive scrolling to scrape personal details… | 5 stars · 1 fork | No one-command install · Source | |
| 319 | 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 | |
| 325 | 52.443 | markswendsen-code-walmartmcp · browseralso listed as mcp-walmart | Automates Walmart.com shopping through browser automation for product search, cart management, and order tracking. | 3 stars · 3 forks | No one-command install · Source | |
| 325 | 52.443 | ultimate-playwright-mcpmcp · browser | Multi-agent Playwright MCP server with tab isolation via targetId, enabling multiple agents to share a single Chrome browser while maintaining… | 3 stars · 3 forks | No one-command install · Source | |
| 328 | 52.288 | webdev-mcpmcp · browser | Provides web development tools including taking screenshots and listing screens via MCP. | 5 forks | No one-command install · Source | |
| 329 | 52.135 | hypernmnesia-mcp-vizmcp · browser | A read-only, cross-platform visualization layer for Cortex that renders memory, sessions, and code into six live reading angles (graph galaxy, 3D… | 4 stars · 2 forks | No one-command install · Source | |
| 329 | 52.135 | mcp-chrome-servermcp · browser | Enables browser automation, including navigation, form filling, login with CAPTCHA handling, and element manipulation, using a Chrome-based MCP… | 4 stars · 2 forks | No one-command install · Source | |
| 331 | 51.401 | customaisemcp · browser | Connects AI coding agents to the Customaise Chrome extension, enabling management of UserScripts and AgentScripts, visual DOM selection, tab control… | 7 stars | No one-command install · Source | |
| 331 | 51.401 | rendexmcp · browser | Capture webpage screenshots with configurable format, viewport, dark mode, and ad blocking options. | 7 stars | No one-command install · Source | |
| 331 | 51.401 | mercy719-goofishmcp · browser | Enables browsing and monitoring of Goofish (Xianyu), China's largest secondhand marketplace, via Playwright browser automation. | 7 stars | No one-command install · Source | |
| 334 | 49.325 | chrome-mcpmcp · browser | Enables controlling a real Chrome browser from MCP hosts like Claude, with extension-based or CDP fallback, supporting tabs, navigation, interaction… | 6 stars | No one-command install · Source | |
| 334 | 49.325 | crawlio-browsermcp · browser | MCP server that gives AI full control of a live Chrome browser via CDP, with 145 tools for framework-aware intelligence, evidence analysis, and SEO… | 6 stars | No one-command install · Source | |
| 334 | 49.325 | supasidebar-mcpmcp · browser | Access and organize your open browser tabs, bookmarks, and recently visited links across every macOS browser from your AI client. Powered by the free… | 6 stars | No one-command install · Source | |
| 337 | 49.118 | dimpagk92-cellarmcp · browser | Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP… | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 49.118 | feedthroughmcp · browser | Debug bridge inside your web app: an agent reads the DOM, console and network. Any browser. | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 49.118 | hougelangley-firefoxmcp · browser | Automates Firefox browser actions including navigation, clicking, typing, scrolling, tab management, content extraction, and JavaScript execution via… | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 49.118 | gh-neverl805-ruyipage-browser-automationmcp · browser | Firefox BiDi browser automation server exposing 34 tools for navigation, DOM manipulation, screenshots, and JavaScript execution. | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 49.118 | console-bridgemcp · browser | Captures and queries browser console logs from all tabs, enabling AI assistants to debug web applications with search, filtering, and custom debugging… | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 49.118 | mcp-webscrapermcp · browser | Enables Claude Desktop to perform advanced web scraping and crawling operations, extracting structured data, analyzing website architectures, and… | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 49.118 | graspmcp · browser | Self-hosted agentic browser with built-in MCP, A2A support | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 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 | |
| 337 | 49.118 | mermaidermcp · browser | Validates Mermaid diagram syntax using a persistent browser for fast, reliable checks. | 4 stars · 1 fork | No one-command install · Source | |
| 337 | 49.118 | stonega-element-selectormcp · browser | Chrome extension that enables developers to interactively select, capture, and store web page DOM elements with their HTML structure, computed styles… | 4 stars · 1 fork | No one-command install · Source | |
| 347 | 47.273 | browser-agentmcp · browseralso listed as runbook-ai-mcp-server | Browser automation with AI agent. | 3 stars · 2 forks | No one-command install · Source | |
| 347 | 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 | |
| 347 | 47.273 | wladastic-browser-automationmcp · browser | Provides browser automation capabilities using Playwright, enabling web page navigation, element interaction, screenshot capture, JavaScript… | 3 stars · 2 forks | No one-command install · Source | |
| 347 | 47.273 | screenshotmcp · browser | Enables AI to capture and analyze screenshots from a user's desktop on demand, providing visual context for troubleshooting or interacting with… | 3 stars · 2 forks | No one-command install · Source | |
| 352 | 46.654 | snapdiff-mcpmcp · browser | Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline… | 5 stars | No one-command install · Source | |
| 352 | 46.654 | nekoro-browser-mcpmcp · browser | MCP server for browser automation that drives Chrome via an extension, preserving login state and offering 45 tools for navigation, interaction… | 5 stars | No one-command install · Source | |
| 352 | 46.654 | bonsai-mcpmcp · browser | Connects MCP clients to a local Blender + Bonsai (BlenderBIM) session for scene inspection, IFC project querying, viewport screenshots, and executing… | 5 stars | No one-command install · Source | |
| 352 | 46.654 | vision-graft-mcpmcp · browser | Enables blind AI coding models to debug visual bugs by capturing screenshots, analyzing them with a vision-capable model, and returning a written… | 5 stars | No one-command install · Source | |
| 352 | 46.654 | chromium-bridgemcp · browser | MCP bridge between Chromium browsers (Arc, Vivaldi, Brave) and Claude Code. 18 browser automation tools (navigate, click, forms, screenshots, GIF… | 5 stars | No one-command install · Source | |
| 352 | 46.654 | gh-xidik12-oculomcp · browser | AI-powered native browser built on Chromium that enables agents to see and interact with websites using 12 tools. | 5 stars | No one-command install · Source | |
| 352 | 46.654 | lunarmcp · browser | Browser-based geometry processing server that enables AI agents to create geometry, run analysis and operators, inspect results, and take screenshots… | 5 stars | No one-command install · Source | |
| 352 | 46.654 | ochen1-chrome-devtools-muxmcp · browser | Multiplex multiple MCP clients over a single shared Chrome instance with per-client tab isolation. | 5 stars | No one-command install · Source | |
| 352 | 46.654 | gh-anthonybono21-cloud-leapfrogmcp · browser | Multi-session browser automation with 15 parallel isolated browser instances. | 5 stars | No one-command install · Source | |
| 352 | 46.654 | somethingforheheda-macos-computer-usemcp · browser | Enables AI agents to control a macOS desktop via screenshots, mouse, and keyboard automation. | 5 stars | No one-command install · Source | |
| 352 | 46.654 | html2md-mcpmcp · browser | Converts HTML webpages to clean Markdown format, reducing size by ~90-95% while preserving tables, images, and important content. Supports both simple… | 5 stars | No one-command install · Source | |
| 363 | 44.256 | chrome-agent-bridgemcp · browser | MCP server for agent interaction with user-approved Google Chrome tabs, enabling tab listing/control, navigation, clicking, filling, snapshots, and… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | mikusnuz-cwsmcp · browser | Manage Chrome extensions through Chrome Web Store operations including upload, publish, and staged rollouts. | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | anakinmcp · browser | Web data for AI agents: scrape, crawl, search, deep research, site monitoring, browser automation | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | aioproductos-studiomcp · browser | Turns your AI host into a product videographer — scripted screen recordings of your own web app with a gliding cursor, camera zooms, highlight… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 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 | |
| 363 | 44.256 | dsbissett-office-addinmcp · browser | Control Microsoft Office add-ins via WebView2 and Chrome DevTools Protocol with excel, page, and addin tools. | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | jack1590-rokumcp · browser | Automates Roku devices through app deployment, remote control commands, screenshot capture, SceneGraph inspection, and debug console access. | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | draw2agentmcp · browseralso listed as zero-abd-draw2agent | Enables drawing annotations directly on local web pages and sending screenshots, DOM data, and annotation context to your IDE agent for precise code… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | linux-computer-usemcp · browser | Enables AI agents to control Linux/X11 desktops by providing tools for taking screenshots, clicking, typing, and managing windows via AT-SPI and… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | hermes-computer-usemcp · browser | Pixel-level browser automation MCP server that drives a real Chrome browser using screenshots as vision input and OS-level mouse/keyboard as output… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | nodriver-proxy-mcpmcp · browser | Gives AI agents a browser that bypasses bot detection, a MITM proxy for traffic interception, and a Python sandbox to autonomously write and execute… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | gh-heydryft-neo-browser-bridgemcp · browser | Accesses authenticated browser sessions for LinkedIn, Twitter/X, and WhatsApp through a companion Chrome extension. | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | gh-iakov-gan-edge-browsermcp · browser | Automate Microsoft Edge browser via Selenium. | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | mrkhachaturov-yandex-maps-reviewsmcp · browser | Scrapes Yandex Maps business reviews, ratings, and company metadata using headless browser automation with multiple backend support. | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | kartik-2239-pokemon-nds-desmumemcp · browser | Controls Nintendo DS emulation through DeSmuME, enabling button presses, touchscreen input, screenshot capture, save state management, and persistent… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | quantmew-patchrightmcp · browser | Provides browser automation with session inheritance, enabling seamless web automation that maintains user authentication states and preferences from… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | huchundong-baidu-ai-searchmcp · browser | Integrates with Baidu's search engine through browser automation to extract search results, titles, URLs, and content snippets for accessing Chinese… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | hihuzhen-browser-automationmcp · browser | Provides browser automation through a Chrome extension and WebSocket server, enabling navigation, element interaction, form filling, screenshot… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | selenium-webdrivermcp · browser | Enables automated web interactions through Selenium WebDriver operations for navigation, element manipulation, screenshot capture, and local storage… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | bigsweetpotatostudio-browser-automationmcp · browser | Enables web browsing capabilities through Puppeteer and Chrome, allowing navigation, content extraction, and interaction with websites for scraping… | 3 stars · 1 fork | No one-command install · Source | |
| 363 | 44.256 | gpaul-faldin-puppeteer-extra-stealthmcp · browser | Enables stealthy web automation with Puppeteer-Extra and Stealth Plugin for navigating websites, capturing screenshots, interacting with elements, and… | 3 stars · 1 fork | No one-command install · Source | |
| 385 | 43.498 | nikicat-mcp-wallet-signermcp · browser | Route EVM transactions to browser wallets for signing. | 2 stars · 2 forks | No one-command install · Source | |
| 385 | 43.498 | comet-mcp-servermcp · browser | Gives Claude a browser that thinks by connecting to Perplexity's Comet browser via Chrome DevTools Protocol, enabling AI-powered web search… | 2 stars · 2 forks | No one-command install · Source | |
| 385 | 43.498 | mcp-eto-travelmcp · browser | Enables searching tours on eto.travel using browser automation via Playwright. Supports finding a single tour or a categorized selection (budget… | 2 stars · 2 forks | No one-command install · Source | |
| 385 | 43.498 | gdanksanchor-browsermcp · browser | Integrates Anchor Browser's cloud infrastructure with Playwright automation tools to provide remote browser execution with residential proxy rotation… | 2 stars · 2 forks | No one-command install · Source | |
| 385 | 43.498 | mcp2everything-bravemcp · browser | Integrates with Brave browser to enable web automation tasks like opening tabs, navigating pages, and extracting content. | 2 stars · 2 forks | No one-command install · Source | |
| 390 | 43.275 | fouradata-mcpmcp · browser | Provides MCP tools for web scraping, including smart fetching, proxy rotation, and browser rendering to bypass anti-bot challenges and render… | 4 stars | No one-command install · Source | |
| 390 | 43.275 | chrome-devtools-advanced-mcpmcp · browser | Enables AI assistants to control Chrome using real user profiles, providing undetectable automation with over 40 tools for navigation, data… | 4 stars | No one-command install · Source | |
| 390 | 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 | |
| 390 | 43.275 | local-browser-mcpmcp · browser | A headless, agent-controllable real browser as an MCP server that enables AI agents to navigate, click, fill, eval JavaScript, and take screenshots on… | 4 stars | No one-command install · Source | |
| 390 | 43.275 | chromiumfish-mcpmcp · browser | Enables MCP clients to control a ChromiumFish browser for web automation, including page management, navigation, interaction, and content extraction. | 4 stars | No one-command install · Source | |
| 390 | 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 | |
| 390 | 43.275 | agentscoinmcp · browser | Give your AI agent its own money. AgentsCoin MCP lets an agent create a wallet, mine the native coin $AGENT in-browser (no stake, no captcha, no… | 4 stars | No one-command install · Source | |
| 390 | 43.275 | brunonxu-stride28-searchmcp · browser | MCP server providing aggregated search across Xiaohongshu and Zhihu using Playwright browser automation via stdio transport. | 4 stars | No one-command install · Source | |
| 390 | 43.275 | dirforgemcp · browser | DirForge is a lightweight, self-hosted file tree browser with integrated MCP that lets you share directory structures with anyone. It packs various… | 4 stars | No one-command install · Source | |
| 390 | 43.275 | agent-evidence-mcpmcp · browseralso listed as xiexie-qiuligao-agent-evidence | A local evidence recorder that captures screenshots, recordings, notes, and summaries during long-running agent tasks, enabling reviewable task… | 4 stars | 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.