Browser automation & scraping

Drive a browser, scrape pages, and extract structured data from the web. 526 matching entries in the Forge registry — showing the top 150.

• chrome-devtools-mcpMCP server for Chrome DevTools
• microsoft/playwrightPlaywright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with
• D4Vinci/Scrapling🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
• ChromeDevTools/chrome-devtools-mcpChrome DevTools for coding agents
• bytedance/UI-TARS-desktopThe Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
• microsoft/playwright-mcpPlaywright MCP server
• firecrawl-mcpMCP server for Firecrawl — search, scrape, and interact with the web
• yusufkaraaslan/Skill_SeekersConvert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict de
• AgentDeskAI/browser-tools-mcpMonitor browser logs directly from Cursor and other MCP compatible IDEs.
• BrowserMCP/mcpBrowser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser
• firecrawl/firecrawl-mcp-server🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM c
• epiral/bb-browserYour browser is the API. CLI + MCP server for AI agents to control Chrome with your login state.
• agent-infra/sandboxAll-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker
• browserbase/mcp-server-browserbaseAllow LLMs to control a browser with Browserbase and Stagehand
• browser-act/skillsBrowser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms
• stickerdaniel/linkedin-mcp-serverOpen-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies
• cyberagiinc/DevDocsCompletely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers
• @currents/mcpCurrents MCP server
• refreshdotdev/web-eval-agentAn MCP server that autonomously evaluates web applications.
• browser-searchMulti-engine web search (SearXNG) + browsing/scraping (Camofox, CloakBrowser). Use whenever you need to do web
• @hisma/server-puppeteerFork and update (v0.6.5) of the original @modelcontextprotocol/server-puppeteer MCP server for browser automat
• aws-samples/sample-strands-agent-with-agentcoreReference architecture for agentic AI chatbots with Strands Agents and Amazon Bedrock AgentCore
• Houseofmvps/ultraship"ULTRASHIP" Claude Code plugin — 39 skills, 33 tools, 11 agents for ship-ready workflows: planning, review, pe
• yfe404-web-scrapingThis skill activates for web scraping and Actor development. It proactively discovers APIs via traffic interce
• taoguba-crawlerThis skill should be used when the user asks to "crawl taoguba", "crawl tgb", "scrape taoguba articles", "run
• github-trending-scraperScrape GitHub Trending repositories and save to JSON files. Use when the user wants to fetch GitHub trending p
• boss-zhipin-jd-scraperScrape full job descriptions (responsibilities & requirements) from BOSS Zhipin / zhipin.com. Use when the use
• onestep-puppeteer-mcp-serverExperimental MCP server for browser automation using Puppeteer (inspired by @modelcontextprotocol/server-puppe
• HYPER12755/agent-browser-mcpMCP-native browser automation server — 62 composite tools, 153 CLI subcommands, zero config. Give AI agents fu
• adityakhetarpal235/MCP-Server-CollectionCollection of purpose-built MCP servers for AI agent workflows.
• premsagarqa/playwright-mcpAI-augmented E2E automation framework — Playwright + TypeScript + POM. Tests generated from Jira stories via K
• premsagarqa/appium-bddAI-powered BDD automation framework — Appium + Cucumber + Selenium WebDriver (JS) | Kiro AI steering | Jira MC
• premsagarqa/testng-mcpAI-assisted E2E test automation for automationexercise.com — Selenium 4 + TestNG + RestAssured + Maven, built
• com.mambabuilt/mcp-gtm-hiring-signal-scraperDetects GTM hiring activity from company career pages via Greenhouse, Lever, Ashby. Clay-ready.
• com.mambabuilt/mcp-gtm-tech-stack-signal-scraperDetects a company CRM, sequencer, and marketing automation from its public website. Clay-ready.
• com.saasbrowser/saas-browserSearch 400k+ SaaS and software companies by category, technology, country, pricing, and more.
• com.thenextgennexus/playwright-mcp-serverHeadless browser primitives for AI agents when sites need real JS rendering.
• com.thenextgennexus/web-scraping-mcp-serverGeneric URL crawl + HTML extraction — fallback for sites without dedicated MCPs.
• io.github.Agent360dk/browser-mcpControl your real Chrome from Claude Code. 29 tools with CAPTCHA solving and multi-session.
• io.github.AishwaryShrivastav/vibe-testingCode-aware browser testing agent — 13 Playwright tools for AI code editors via MCP
• io.github.Br0ski777/twitter-scraperScrape Twitter/X profiles, tweets, search. No API key. Structured JSON. x402 pay-per-call.
• io.github.Br0ski777/web-scraperExtract clean markdown from any URL. Removes boilerplate. For RAG pipelines. x402.
• io.github.ChocoData-com/amazon-scraper-api-mcpScrape Amazon products, search, and async batch ASIN lookups across 20 marketplaces
• io.github.Enreign/pagerunnerReal Chrome profiles with site intelligence — already logged in, PII anonymization, sessions persist
• io.github.Mila-Petrovich/data-enrichmentEnrich IPs, emails, domains, companies. Scrape SEC, news, jobs, Crunchbase. Bitcoin pay-per-use.
• io.github.Perufitlife/multi-scraper-mcp12 web scraping tools for AI agents: Reddit, Amazon, eBay, Google Maps, Yelp, YouTube, TikTok
• io.github.brainfuel/mcp-browserNative macOS browser exposing an MCP server so AI agents can drive a real WKWebView.
• io.github.browser-gateway/browser-gatewayAI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provider failover.
• io.github.bytedance/mcp-server-browserMCP server for browser use access
• io.github.cherchyk/browserMCP server for loading authenticated web pages using Chrome DevTools Protocol
• io.github.dinesh-nalla-se/playwright-mcpPlaywright Tools for MCP
• io.github.etairl/parallel-browser-mcpMCP server for parallel browser automation across multiple providers.
• io.github.houtini-ai/seo-crawler-mcpCrawl and analyse websites for SEO errors using Crawlee with SQLite storage
• io.github.hubertgajewski/playwright-report-mcpRun Playwright tests and surface structured results for AI agents doing test failure analysis.
• io.github.imVSmirnov/gddAI-controlled browser farm: N isolated Chromium instances with 36 MCP tools
• io.github.infoinlet-marketplace/mcp-browser-researchWeb browsing & research for AI agents — fetch/read pages, structured extraction, Exa search.
• io.github.khadinakbaronline/telegram-channel-scraper-mcpScrape messages, extract leads from public Telegram channels. No login required.
• io.github.lazymac2x/ai-crawler-policyCloudflare Workers MCP server: ai-crawler-policy
• io.github.microsoft/playwright-mcpPlaywright Tools for MCP
• io.github.mifactory-bot/mifactory-scraping-apiWeb scraping for AI agents. Extract text and metadata from any URL worldwide. $0.005/page.
• io.github.ofershap/real-browserMCP server + Chrome extension for AI browser control with real sessions.
• io.github.ofershap/scraperWeb scraping MCP — extract clean markdown, links, and metadata from any URL.
• io.github.oguzc/playwright-wizard-mcpMCP server providing Playwright test generation wizard with intelligent prompts and best practices
• io.github.pedro-rivas/android-puppeteer-mcpMCP server for Android automation with UI interaction, screenshots, and device control
• io.github.pshivapr/selenium-mcpSelenium Tools for MCP
• io.github.runbook-ai/browser-agentMCP server for browser automation with AI agent
• io.github.sendblue-api/sendblue-browser-mcpDrive a stealth-patched Chromium daemon: navigate, screenshot, eval JS, attach over CDP.
• io.github.serkan-ozal/browser-devtools-mcpPlaywright browser & Node.js MCP. ARIA refs, screenshots, ref-based interactions.
• io.github.shin1219-eng/browser-proofEvidence-backed web verification for agents with deterministic JSON, text evidence, and screenshots.
• io.github.shulex-voc/smart-crawlerE-commerce competitor intelligence, VOC sentiment, Amazon ASIN analysis, Reddit growth playbooks.
• io.github.therealtimex/browser-useAI browser automation - navigate, click, type, extract content, and run autonomous web tasks
• io.github.unmodeled-tyler/vessel-browserAI-native browser runtime for autonomous agents with human-in-the-loop supervision
• io.github.us/crwOpen-source web scraper for AI agents with scrape, crawl, and map tools
• io.github.vola-trebla/playwright-network-chaos-mcpMCP server that gives AI agents dynamic network chaos control over Playwright browser sessions
• io.github.vola-trebla/playwright-spatial-layout-mcpMCP server that gives AI agents geometric spatial awareness of web page layouts using Playwright
• io.github.vola-trebla/playwright-trace-decoder-mcpMCP server for unpacking and analyzing Playwright trace.zip archives
• io.github.ykshah1309/stealth-agent-browser-mcpStealth Chromium MCP server with hybrid AOM + Set-of-Mark vision and Readability extraction.
• io.github.yubinkim444/ai-first-scraper-mcpThree MCP tools: fetch_page, fetch_pages_batch, search_web. Ad-free Markdown for AI agents.
• io.github.zhiqi-li/browser-mcp-cdpLocal Chrome via CDP with profile-snapshot isolation and shared-broker multi-client support
• @executeautomation/playwright-mcp-serverModel Context Protocol servers for Playwright
• mcp-smart-crawlerA command-line tool acting as an MCP (ModelContextProtocol) server, using Playwright to crawl web content for
• browser-extension-builderExpert in building browser extensions that solve real problems -
• ck-agent-browserAI-optimized browser automation CLI with context-efficient snapshots. Use for long autonomous sessions, self-v
• playwright-cliAutomates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the u
• vc-agent-browserAI-optimized browser automation CLI with context-efficient snapshots. Use for long autonomous sessions, self-v
• open-gstack-browserInteractively draw pipe diagrams for lattice surgery.
• web-scrapingScrape web pages based on a provided URL using the scpr CLI app.
• playwright-uiRun interactive browser UI tests against the running SlateFlow dev server using MCP Playwright.
• agent-browserBrowser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating
• mxyhi-agent-browserBrowser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating
• browser-traceCapture a full DevTools-protocol trace of any browser automation — CDP firehose, screenshots, and DOM dumps —
• opencli-browser-sitemapUse when driving a website with opencli browser and sitemap context is available, requested, or needed to avoi
• opencli-browserUse when an agent needs to drive a real Chrome window via opencli — inspect a page, fill forms, click through
• browserbase-browserA curated guide to convention files AI agents read, write, and act on: AGENTS.md, CLAUDE.md, SKILL.md, llms.tx
• playwright-browser-testingA curated guide to convention files AI agents read, write, and act on: AGENTS.md, CLAUDE.md, SKILL.md, llms.tx
• data-scraper-agentBuild a fully automated AI-powered data collection agent for any public source — job boards, prices, news, Git
• browser-screenshot-diffVisual + DOM diff between two recorded sessions at matching trajectory step ids; used for visual regression an
• browser-testing-with-devtoolsTests in real browsers via Chrome DevTools MCP. Use when building or debugging anything that runs in a browser
• kunanonj-playwright-cliAutomates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the u
• playwrightProduction-ready AI coding skills for APIs. Installable skills for Claude Code, Cursor, Codex CLI, Gemini CLI,
• x-twitter-scraperPlan X/Twitter data workflows through the Xquik x-twitter-scraper skill. Use when the user needs tweet search,
• connectors-directory-browserUse a lightweight checklist and prompt templates to evaluate a Claude connector from a directory, clarify requ
• browser-agent-safety-playbookApply a safety-first checklist when using Claude in a browser extension: site permissions, action confirmation
• browser-based-code-delegationEnables delegating well-defined coding tasks to a cloud sandbox from a web browser (useful for bug backlogs, r
• apify-apify-ultimate-scraperUniversal AI-powered web scraper for any platform. Scrape data from Instagram, Facebook, TikTok, YouTube, Link
• browseract-browser-act-skill-forgeForges reusable Skill packages (SKILL.md + scripts) from website exploration via browser-act — no re-explorati
• browseract-browser-actBrowser automation CLI for AI agents. NEVER run browser-act commands directly via Bash — always invoke this sk
• browseract-web-search-scraper-api-skillThis skill helps users automatically extract complete Markdown content from any website via the BrowserAct Web
• apify-ultimate-scraperUniversal AI-powered web scraper for any platform. Scrape data from Instagram, Facebook, TikTok, YouTube, Link
• playwright-e2eComprehensive end-to-end testing skill using Playwright for web applications, covering page objects, selectors
• galelmalah-agent-browserDrive a real Chromium-based browser from an agent loop. Use when a task needs to navigate web pages, fill form
• browserSimple headless Puppeteer browser for rendering JavaScript-heavy pages and extracting clean text content. Use
• playwright-apiAPI testing skill using Playwright's built-in APIRequestContext for RESTful service validation, authentication
• cmux-browserEnd-user browser automation with cmux. Use when you need to open sites, interact with pages, wait for state ch
• browser-toolsMinimal browser automation toolkit for web scraping, testing, and site exploration using Chrome DevTools Proto
• colinchiu007-open-gstack-browserOpen a browser for testing or debugging web applications
• browser-to-apiTurn a website's observable HTTP traffic into a best-effort OpenAPI 3.1 spec by analyzing a `browser-trace` ca
• browser-use-to-stagehandMigrate browser-use (Python) browser-automation scripts to Stagehand v3 (TypeScript) on Browserbase. Use when
• safe-browserBuild local constrained-browser agents with a safe_browser tool that owns CDP, enforces a domain allowlist wit
• dev-browser-verifyInvestigate and plan fixes for frontend issues on the user's running localhost app using dev-browser. Use when
• scraper-contractSpec a scraper that fails loudly instead of returning quiet garbage. Defines a closed failure taxonomy (unreac
• web-browserBrowse the web using agent-browser CLI with Lightpanda engine. Read pages, extract content, interact with elem
• stevenleon30-playwright-cliAutomate browser interactions, test web pages and work with Playwright tests.
• playwright-traceInspect Playwright trace files from the command line — list actions, view requests, console, errors, snapshots
• playwright-droplinx-runnerUse this skill when the user drops a URL into chat and wants
• nokonoko1203-playwright-cliAutomates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the u
• playwright-test-diagnosisAnalyze playwright test results
• lichangzheng10086-agent-browserBrowser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating
• code-yeongyu-agent-browserAutomates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the u
• dev-browserBrowser automation with persistent page state. Use when users ask to navigate websites, fill forms, take scree
• nanocoai-agent-browserBrowse the web for any task — research topics, read articles, interact with web apps, fill forms, take screens
• browser-automationBrowser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky scr
• playwright-expertUse when writing E2E tests with Playwright, setting up test infrastructure, or debugging flaky browser tests.
• browser-cdpUse this skill when you need to control a Chrome browser via CDP (Chrome DevTools Protocol) to reuse existing
• google-maps-scraperFind businesses, leads, emails, reviews, ratings, and contact details from Google Maps. Use for requests such
• browser-act-skill-forgeForges reusable Skill packages (SKILL.md + scripts) from website exploration via browser-act — no re-explorati
• browser-actBrowser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms
• web-search-scraper-api-skillBrowser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms
• high-perf-browserOptimize web performance through network protocols, resource loading, and browser rendering internals. Use whe
• browser-agent-preflightRun the pre-flight checklist before an agent drives a browser — the untrusted-web-content threat (every page i
• google-ad-scraperScrape competitor ads from Google Ads by domain. Returns ad creatives, formats, and campaign details. Use for
• meta-ad-scraperScrape competitor ads from Meta's Ad Library (Facebook, Instagram, Messenger, Threads, WhatsApp). Search by co
• fcakyon-agent-browserAgent-browser usage guide. Read this before running any agent-browser commands. Covers the snapshot-and-ref wo
• browser-debuggingAI software team for Claude Code - 138 agents, 295 skills, 73 hooks. Self-learning, multi-agent swarm, autonom
• headless-browserConnects to Oxylabs remote headless browsers via Chrome DevTools Protocol (CDP) using Playwright or Puppeteer.
• web-scraper-apiProduction-grade web scraping with automatic anti-bot bypass, structured JSON parsing for 40+ targets, and geo
• playwright-best-practicesUse when writing or modifying Playwright tests (.spec.ts, .test.ts with @playwright/test imports).
• jamditis-web-scrapingAuthorized web content extraction with trust-boundary controls, scraping cascades, poison-pill detection, brow
• playwright-skillComplete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test
• ucsc-genome-browserQuery UCSC Genome Browser REST API for DNA sequences, tracks, gene models, and conservation across 100+ assemb