Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 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 | |
| 402 | 52.288 | webdev-mcpmcp · browser | Provides web development tools including taking screenshots and listing screens via MCP. | 5 forks | No one-command install · Source | |
| 403 | 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 | |
| 404 | 52.443 | mcp-walmartmcp · browser | Enables AI agents to search products, manage cart, and track orders on Walmart.com via browser automation. | 3 stars · 3 forks | No one-command install · Source | |
| 405 | 52.443 | markswendsen-code-walmartmcp · browser | Automates Walmart.com shopping through browser automation for product search, cart management, and order tracking. | 3 stars · 3 forks | No one-command install · Source | |
| 406 | 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 | |
| 407 | 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 | |
| 408 | 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 | |
| 409 | 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 | |
| 410 | 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 | |
| 411 | 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 | |
| 412 | 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 |
| 413 | 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 | |
| 414 | 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 | |
| 415 | 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 | |
| 416 | 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 | |
| 417 | 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 | |
| 418 | 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 | |
| 419 | 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 | |
| 420 | 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 | |
| 421 | 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 | |
| 422 | 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 | |
| 423 | 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 | |
| 424 | 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 | |
| 425 | 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 | |
| 426 | 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 | |
| 427 | 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 | |
| 428 | 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 | |
| 429 | 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 | |
| 430 | 57.245 | unblinkmcp · browser | Turns any web page into clean, token-budgeted Markdown for AI agents, with no browser installation required. | 7 stars · 1 fork | No one-command install · Source | |
| 431 | 57.364 | puppeteer-martechmcp · browser | Extends Puppeteer to enable digital marketing and SEO analysis, including detection of analytics tools, advertising pixels, tag managers, and SEO… | 5 stars · 3 forks | No one-command install · Source | |
| 432 | 57.364 | alexrwilliam-playwrightmcp · browser | Provides browser automation capabilities through Playwright with 33 tools for web navigation, DOM manipulation, form handling, content extraction, and… | 5 stars · 3 forks | No one-command install · Source | |
| 433 | 57.364 | ofershap-web-scrapermcp · browser | Extract clean markdown, links, and metadata from any URL using Mozilla Readability. | 5 stars · 3 forks | No one-command install · Source | |
| 434 | 57.364 | gameface-devtools-mcpmcp · browser | An MCP server that lets AI models drive any Coherent Gameface UI over Chrome DevTools Protocol, enabling JavaScript evaluation, screenshots, DOM… | 5 stars · 3 forks | No one-command install · Source | |
| 435 | 57.927 | daedalusmcp · browser | Enables driving a real Chrome instance remotely through MCP, including per-tab control, JavaScript evaluation, screenshots, cookie and network… | 1 star · 5 forks | No one-command install · Source | |
| 436 | 58.185 | canadaduane-browse-togethermcp · browser | A co-browser controlled by both you and your AI assistant | 6 stars · 2 forks | No one-command install · Source | |
| 437 | 58.185 | lcbro-browser-automationmcp · browser | Provides browser automation and web scraping through Playwright with Chrome DevTools Protocol support, featuring content extraction, form interaction… | 6 stars · 2 forks | No one-command install · Source | |
| 438 | 58.185 | antbotlab-mac-usemcp · browser | Zero-dependency macOS desktop automation providing screenshots, clicks, keystrokes, window management, accessibility inspection, and clipboard control… | 6 stars · 2 forks | No one-command install · Source | |
| 439 | 58.185 | web-mcpmcp · browser | Worker that turns any URL into agent-callable MCP tools, plus a Chrome extension, open-source adapters, and SDKs. On top of that sits an independent… | 6 stars · 2 forks | No one-command install · Source | |
| 440 | 58.185 | catallo-misterclawmcp · browser | MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers… | 6 stars · 2 forks | No one-command install · Source | |
| 441 | 59.029 | claude-chrome-mcpmcp · browser | Enables MCP clients like Claude Desktop to automate and interact with claude.ai via a Chrome extension and WebSocket relay. | 8 stars · 1 fork | No one-command install · Source | |
| 442 | 59.029 | aparajithn-agent-scraper-mcpmcp · browser | Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via… | 8 stars · 1 fork | No one-command install · Source | |
| 443 | 59.029 | brocognimcp · browser | semantic browser observation for AI agents via MCP, 100% local, zero telemetry | 8 stars · 1 fork | No one-command install · Source | |
| 444 | 59.029 | cherchyk-browsermcp · browser | Load authenticated web pages using Chrome DevTools Protocol | 8 stars · 1 fork | No one-command install · Source | |
| 445 | 59.029 | chromeboostmcp · browser | Lets Claude Code drive your own Chrome browser with human-like clicks, drags, and typing. It uses your real sessions and logins, and pauses for your… | 8 stars · 1 fork | No one-command install · Source | |
| 446 | 59.029 | browser-gatewaymcp · browser | Browser infrastructure gateway with multi-provider failover, load balancing, and built-in Chrome CDP tools. | 8 stars · 1 fork | No one-command install · Source | |
| 447 | 59.814 | runautomation-mcp-servermcp · browser | Enables AI assistants to execute browser automation, perform QA tasks, and generate test code through natural language commands using Playwright. | 5 stars · 4 forks | No one-command install · Source | |
| 448 | 59.854 | zukai-screenshot-capturemcp · browser | Enables AI to capture screenshots of computer screens for analyzing visual interfaces, debugging, or assisting with web development tasks without… | 14 stars | No one-command install · Source | |
| 449 | 59.854 | chaixueyuan-weapp-agentmcp · browser | Automate and test WeChat Mini Programs via DevTools with navigation, screenshots, element interaction, and DOM inspection. | 14 stars | No one-command install · Source | |
| 450 | 60.035 | hushaudio-puppeteermcp · browser | Captures full-page screenshots at multiple viewport breakpoints using Puppeteer with error monitoring, responsive design testing, and image… | 6 stars · 3 forks | No one-command install · Source | |
| 451 | 60.035 | rubinsh-windows-screenshotsmcp · browser | Provides access to Windows screenshots from WSL2 environments by automatically detecting screenshot directories and offering tools to list recent… | 6 stars · 3 forks | No one-command install · Source | |
| 452 | 60.035 | mcp-linkedin-sales-navigatormcp · browser | Enables AI assistants to search leads, view profiles, manage lists, send InMails, and export data from LinkedIn Sales Navigator through browser… | 6 stars · 3 forks | No one-command install · Source | |
| 453 | 60.035 | e2llm-sifrmcp · browser | E2LLM — structured browser perception for AI | 6 stars · 3 forks | No one-command install · Source | |
| 454 | 60.262 | playwright-browser-automationmcp · browser | Enables AI models to perform web automation tasks by controlling headless browsers through a server-side Playwright implementation. | 7 stars · 2 forks | No one-command install · Source | |
| 455 | 60.262 | playwright-wizardmcp · browser | Guided workflow for creating professional Playwright test suites with built-in best practices | 7 stars · 2 forks | No one-command install · Source | |
| 456 | 60.262 | claude-playwrightmcp · browser | Enables browser automation and web interaction control through Playwright, allowing Claude Code to navigate, click, fill forms, take screenshots, and… | 7 stars · 2 forks | No one-command install · Source | |
| 457 | 60.262 | mrgoonie-reviewwebsitemcp · browser | Converts URLs to Markdown, scrapes web content, extracts links, and generates summaries of web pages for efficient content analysis and data… | 7 stars · 2 forks | No one-command install · Source | |
| 458 | 60.677 | playwright-min-network-mcpmcp · browser | A minimal network monitoring MCP tool for Playwright browser automation. Just 5 simple tools to capture, filter, and analyze network traffic during… | 9 stars · 1 fork | No one-command install · Source | |
| 459 | 60.677 | joelhooks-tldraw-agentmcp · browser | Generates diagrams from natural language text descriptions using tldraw and Playwright, with PNG and SVG export. | 9 stars · 1 fork | No one-command install · Source | |
| 460 | 60.677 | gh-cheikh2shift-chrome-controlmcp · browser | Controls Chrome browser through a companion extension using Go and WebSocket for tab navigation, content extraction, and interaction. | 9 stars · 1 fork | No one-command install · Source | |
| 461 | 60.677 | rlgrpe-camoufox-browser-automationmcp · browser | Browser automation using Camoufox anti-detection technology with tools for navigation, interaction, form handling, and session management. | 9 stars · 1 fork | No one-command install · Source | |
| 462 | 60.677 | camoufox-mcpmcp · browser | Enables browser automation with anti-detection features, including navigation, interaction, form filling, and session management. | 9 stars · 1 fork | No one-command install · Source | |
| 463 | 60.677 | chrometools-mcpmcp · browser | Enables AI-powered Chrome automation through natural language, providing 56+ specialized tools for browser interaction, page analysis, scenario… | 9 stars · 1 fork | No one-command install · Source | |
| 464 | 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 | |
| 465 | 62.026 | chrome-debugmcp · browser | Provides browser automation capabilities through Chrome's debugging protocol with session persistence, enabling web scraping, testing, and automation… | 10 stars · 1 fork | No one-command install · Source | |
| 466 | 62.026 | bitingsnakes-silkwormmcp · browser | Builds web scrapers with async crawling, HTML parsing, and CSS/XPath selectors. | 10 stars · 1 fork | No one-command install · Source | |
| 467 | 62.026 | nangman-infra-touch-browsermcp · browser | Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session… | 10 stars · 1 fork | No one-command install · Source | |
| 468 | 62.046 | sa2web-mcpmcp · browser | Exposes a remote browser as MCP tools via Playwright, enabling AI agents to navigate and interact with web pages through DOM snapshots, clicks… | 8 stars · 2 forks | No one-command install · Source | |
| 469 | 62.111 | tabby-mcpmcp · browser | A lightweight MCP server that enables control of the Tabby terminal via Chrome DevTools Protocol, allowing execution of JavaScript, DOM queries, and… | 7 stars · 3 forks | No one-command install · Source | |
| 470 | 62.111 | web-developer-mcp-servermcp · browser | Enables AI assistants to inspect web pages, monitor network requests, extract HTML, analyze console output, and examine DOM elements in real-time… | 7 stars · 3 forks | No one-command install · Source | |
| 471 | 62.111 | browserless-mcpmcp · browser | MCP server for Browserless.io: scrape and automate any site, bypass captchas and enable stealth mode | 7 stars · 3 forks | No one-command install · Source | |
| 472 | 63.107 | jmh108-md-webcrawlmcp · browser | Python-based web crawler extracts website content into markdown files, enabling efficient content aggregation and site archiving. | 4 stars · 5 forks | No one-command install · Source | |
| 473 | 63.107 | afshawnlotfi-configurable-puppeteermcp · browser | Enables browser automation through Puppeteer with configurable launch options for Chrome and Firefox, supporting web testing, data extraction, form… | 4 stars · 5 forks | No one-command install · Source | |
| 474 | 63.155 | nascoder-terminal-browser-mcpmcp · browser | Ultimate Standalone Terminal Browser & Web Scraper - Browse any website, extract content & links directly in your terminal. | 11 stars · 1 fork | No one-command install · Source | |
| 475 | 63.155 | edge-devtools-mcpmcp · browser | Enables control of Microsoft Edge browser via the DevTools protocol, supporting page navigation, screenshots, DOM manipulation, JavaScript execution… | 11 stars · 1 fork | No one-command install · Source | |
| 476 | 63.155 | appstore-mockup-mcpmcp · browser | Wraps app screenshots in an iPhone 16 Pro frame with marketing text to produce App Store-ready preview images. | 11 stars · 1 fork | No one-command install · Source | |
| 477 | 63.269 | vn-autocad-claudemcp · browser | Enables Claude to control AutoCAD—draw, edit, query, layers, blocks, annotations, screenshots, plot to PDF—using plain language. | 2 stars · 6 forks | No one-command install · Source | |
| 478 | 63.429 | tesseronmcp · browser | Expose typed web-app actions to AI agents via MCP over WebSocket without DOM scraping or browser automation. | 20 stars | No one-command install · Source | |
| 479 | 63.439 | takiaa-twitter-scrapermcp · browser | Integrates with X using the agent-twitter-client library, enabling tweet retrieval and posting within Docker containers with proxy support for network… | 7 stars · 4 forks | No one-command install · Source | |
| 480 | 63.439 | 1688-scraper-mcpmcp · browser | Enables AI-powered 1688 wholesale sourcing with intelligent product search, price breakdown, genuine reviews, and supplier background checks… | 7 stars · 4 forks | No one-command install · Source | |
| 481 | 63.439 | wolfyy970-docs-fetchmcp · browser | Fetches and explores web content with recursive link-following capabilities, using a dual-strategy approach with axios and puppeteer fallback to… | 7 stars · 4 forks | No one-command install · Source | |
| 482 | 63.694 | gourraguis-glassesmcp · browser | Captures website screenshots using headless Chrome automation with configurable device emulation, output formats, and full-page or viewport-only… | 9 stars · 2 forks | No one-command install · Source | |
| 483 | 63.694 | yashpreetbathla-accessibility-bridgemcp · browser | Exposes browser accessibility trees via Chrome DevTools Protocol for generating test selectors across Playwright, Selenium, Cypress, and WebdriverIO. | 9 stars · 2 forks | No one-command install · Source | |
| 484 | 63.896 | shaft-mcpmcp · browser | Enables Claude Desktop to perform web automation tasks using the SHAFT Engine, including browser control, element interaction, AI-enhanced detection… | 8 stars · 3 forks | No one-command install · Source | |
| 485 | 63.896 | codex-control-chrome-mcpmcp · browser | Exposes the Codex Chrome extension flow to other Agent tools through MCP, enabling Chrome automation via CDP and tab management. | 8 stars · 3 forks | No one-command install · Source | |
| 486 | 63.896 | wickproject-wickmcp · browser | Browser-grade web access for AI agents using Chrome's network stack to bypass anti-bot protection. | 8 stars · 3 forks | No one-command install · Source | |
| 487 | 63.896 | wickmcp · browser | An MCP server that provides browser-grade web access for AI agents, using Chrome's actual network stack to bypass anti-bot protections and return… | 8 stars · 3 forks | No one-command install · Source | |
| 488 | 63.952 | kbyk004-playwright-lighthousemcp · browser | Combines Playwright's browser automation with Lighthouse's auditing capabilities to analyze website performance, generate detailed reports, and… | 5 stars · 5 forks | No one-command install · Source | |
| 489 | 64.134 | nvms-tuimcp · browser | Interact with terminal user interface applications through managed pseudo-terminals with session management, screenshots, text reading, and keystroke… | 12 stars · 1 fork | No one-command install · Source | |
| 490 | 64.294 | web-security-scannermcp · browser | Enables automated web security testing for XSS and SQL injection vulnerabilities through Playwright-powered browser automation with screenshot capture… | 22 stars | No commit datelisted | No one-command install · Source |
| 491 | 64.619 | pshivapr-selenium-webdrivermcp · browser | Enables browser automation through Selenium WebDriver with support for Chrome, Firefox, and Edge browsers, providing navigation, element interaction… | 6 stars · 5 forks | No one-command install · Source | |
| 492 | 65.043 | adityasasidhar-browsercontrolmcp · browser | Enables browser automation through visual interaction using numbered screenshots where interactive elements are marked for precise clicking, form… | 10 stars · 2 forks | No one-command install · Source | |
| 493 | 65.223 | ascii-motion-mcpmcp · browser | Enables AI assistants to create, animate, and export ASCII art using natural language, with live browser sync. | 8 stars · 4 forks | No one-command install · Source | |
| 494 | 65.396 | web-auditormcp · browser | Analyze web pages and entire sites for SEO, accessibility, performance, and security compliance. Generate detailed reports and actionable issue lists… | 3,818 installs | No commit datelisted | No one-command install · Source |
| 495 | 65.543 | ronantakizawa-browser-history-searchmcp · browser | Provides secure access to browsing history from major browsers across all platforms with specialized tools for searching by terms, retrieving recent… | 9 stars · 3 forks | No one-command install · Source | |
| 496 | 65.543 | phialsbasement-webresearch-stealthifiedmcp · browser | Enables AI web browsing through Google search, webpage extraction, and screenshot capture tools with session management for in-depth online research… | 9 stars · 3 forks | No one-command install · Source | |
| 497 | 65.543 | markswendsen-code-instacartmcp · browser | Search products, manage cart, and place grocery orders on Instacart via browser automation. | 9 stars · 3 forks | No one-command install · Source | |
| 498 | 65.543 | testdinomcp · browser | Playwright test reporting and analytics platform with natural language test querying | 9 stars · 3 forks | No one-command install · Source | |
| 499 | 66.172 | lengbone-glm-visionmcp · browser | Provides image recognition and analysis using GLM-4.5V vision model with tools for general image description, code screenshot analysis with language… | 11 stars · 2 forks | No one-command install · Source | |
| 500 | 66.172 | six-ben-axure-prototype-extractormcp · browser | Extracts visible text and images from public Axure share pages with multi-page crawling and OCR fallback. | 11 stars · 2 forks | 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.