{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_browse-ai","slug":"browse-ai","name":"Browse AI","type":"product","url":"https://browse.ai","page_url":"https://unfragile.ai/browse-ai","categories":["data-analysis","observability","data-pipelines"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_browse-ai__cap_0","uri":"capability://no.code.visual.point.and.click.robot.builder","name":"visual-point-and-click-robot-builder","description":"Create web scraping robots by visually selecting elements on a webpage without writing any code. Users click on data they want to extract, and the platform automatically generates the scraping logic.","intents":["I want to extract data from websites but I don't know how to code","I need to set up web scraping quickly without learning programming","I want to visually define what data to collect from a webpage"],"best_for":["non-technical business users","marketers","researchers","small business owners"],"limitations":["may struggle with heavily JavaScript-rendered dynamic content","complex multi-step interactions may be difficult to configure visually"],"requires":["web browser access","target website must be publicly accessible"],"input_types":["webpage URL","visual element selection"],"output_types":["structured data extraction rules","robot configuration"],"categories":["no-code","automation","data-extraction"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_1","uri":"capability://no.code.pre.built.robot.template.library","name":"pre-built-robot-template-library","description":"Access a library of pre-configured robots for common data extraction tasks like price monitoring, job listings, real estate data, and lead generation. Users can deploy these templates immediately with minimal customization.","intents":["I need to monitor competitor prices but don't want to build from scratch","I want to quickly scrape job listings without configuring a robot","I need a template for a common scraping task I can use right away"],"best_for":["non-technical users","businesses with common scraping needs","users seeking immediate productivity"],"limitations":["templates may not cover niche or specialized scraping needs","customization beyond template scope requires manual robot building"],"requires":["Browse AI account","target website compatible with template"],"input_types":["template selection","minimal configuration parameters"],"output_types":["deployed robot","extracted data"],"categories":["no-code","automation","templates"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_10","uri":"capability://monitoring.content.change.tracking","name":"content-change-tracking","description":"Monitor specific webpages or content sections for changes and receive notifications when updates occur. Useful for tracking news, blog updates, product changes, or any dynamic web content.","intents":["I want to be notified when a competitor updates their website","I need to track changes to specific web content","I want to monitor news sites or blogs for relevant updates"],"best_for":["content researchers","competitive analysts","news monitors","market researchers"],"limitations":["change detection may miss subtle updates","performance depends on page complexity"],"requires":["target webpage URL","scheduled monitoring robot"],"input_types":["webpage URL","content selectors"],"output_types":["change notifications","content snapshots","change logs"],"categories":["monitoring","automation","content-tracking"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_11","uri":"capability://real.estate.real.estate.data.scraping","name":"real-estate-data-scraping","description":"Extract property listings, prices, descriptions, and agent information from real estate websites. Pre-built templates streamline collection of MLS data, rental listings, and property details.","intents":["I want to collect property listings from multiple real estate sites","I need to monitor real estate prices in my market","I want to build a database of available properties"],"best_for":["real estate agents","property investors","market analysts","real estate companies"],"limitations":["some real estate sites have strict scraping policies","data formats vary significantly between platforms"],"requires":["real estate website URLs","pre-built or custom robot"],"input_types":["property listing URLs","search parameters"],"output_types":["property data","listing databases","price comparisons"],"categories":["real-estate","automation","data-extraction"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_12","uri":"capability://recruitment.job.listing.aggregation","name":"job-listing-aggregation","description":"Automatically collect job postings from job boards and company websites. Extract job titles, descriptions, requirements, salaries, and application links for aggregation and analysis.","intents":["I want to monitor job postings across multiple job boards","I need to build a database of available positions in my industry","I want to track hiring trends and salary information"],"best_for":["recruiters","HR professionals","job market researchers","career analysts"],"limitations":["job board structures vary widely","some sites actively block scraping"],"requires":["job board URLs","configured extraction robot"],"input_types":["job board URLs","search filters"],"output_types":["job listings","candidate databases","salary data"],"categories":["recruitment","automation","data-extraction"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_13","uri":"capability://monitoring.execution.history.and.logging","name":"execution-history-and-logging","description":"Track and review the execution history of all robots, including timestamps, data extracted, success/failure status, and error logs. Provides visibility into automation performance and troubleshooting.","intents":["I want to see what data my robot extracted on each run","I need to debug why a robot failed","I want to review the history of my automation activities"],"best_for":["automation managers","technical users","data quality monitors"],"limitations":["log retention may depend on pricing tier","large execution histories may be slow to load"],"requires":["executed robots","Browse AI account"],"input_types":["robot ID","date range filters"],"output_types":["execution logs","error reports","data snapshots"],"categories":["monitoring","debugging","administration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_2","uri":"capability://automation.scheduled.cloud.based.monitoring","name":"scheduled-cloud-based-monitoring","description":"Set up robots to run automatically on a schedule (hourly, daily, weekly, etc.) in the cloud, continuously monitoring websites for data changes without manual intervention.","intents":["I want to monitor price changes on competitor websites automatically","I need to track job postings daily without manually checking","I want continuous monitoring of web data without running scripts locally"],"best_for":["businesses needing continuous data monitoring","price-sensitive retailers","recruitment teams","market researchers"],"limitations":["free tier has minimal monthly runs","scheduling frequency depends on pricing tier"],"requires":["active Browse AI subscription","configured robot","internet connectivity"],"input_types":["schedule frequency","robot configuration"],"output_types":["scheduled execution logs","extracted data at intervals"],"categories":["automation","monitoring","cloud-based"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_3","uri":"capability://automation.email.alert.notifications","name":"email-alert-notifications","description":"Receive automated email notifications when monitored data changes or when scheduled robots complete their runs. Alerts can be customized to trigger on specific data conditions.","intents":["I want to be notified when a competitor's price drops","I need alerts when new job listings matching my criteria appear","I want to know immediately when monitored data changes"],"best_for":["business users","competitive analysts","recruiters","price-sensitive buyers"],"limitations":["alert customization may be limited to basic conditions","email delivery depends on email service reliability"],"requires":["configured monitoring robot","valid email address","alert rules defined"],"input_types":["email address","alert trigger conditions"],"output_types":["email notifications","alert logs"],"categories":["automation","notifications","monitoring"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_4","uri":"capability://integration.zapier.workflow.integration","name":"zapier-workflow-integration","description":"Connect Browse AI robots to Zapier to trigger downstream actions in hundreds of other applications. Extracted data can automatically flow into CRMs, project management tools, communication platforms, and more.","intents":["I want to automatically add scraped leads to my CRM","I need to send extracted data to Slack when it changes","I want to create a workflow where scraped data triggers actions in other tools"],"best_for":["users with existing Zapier workflows","businesses using multiple SaaS tools","teams needing automated data pipelines"],"limitations":["requires Zapier account and active subscription","limited to Zapier's supported integrations"],"requires":["Browse AI account","Zapier account","Zapier integration configured"],"input_types":["robot output data","Zapier action configuration"],"output_types":["data sent to Zapier","triggered actions in connected apps"],"categories":["integration","automation","workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_5","uri":"capability://integration.google.sheets.data.export","name":"google-sheets-data-export","description":"Automatically export extracted data directly into Google Sheets, creating a live data source that updates with each robot run. Data can be appended to existing sheets or overwrite previous data.","intents":["I want to collect scraped data in a spreadsheet I can analyze","I need to maintain a live Google Sheet updated with competitor prices","I want to export data to Google Sheets for team collaboration"],"best_for":["analysts","researchers","business users familiar with spreadsheets","teams needing collaborative data access"],"limitations":["Google Sheets API rate limits may apply","large datasets may have performance implications"],"requires":["Google account","Google Sheets created","Browse AI integration authorized"],"input_types":["robot output data","Google Sheets URL"],"output_types":["data rows in Google Sheets","spreadsheet updates"],"categories":["integration","data-export","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_6","uri":"capability://integration.webhook.data.delivery","name":"webhook-data-delivery","description":"Send extracted data to custom webhooks, enabling integration with proprietary systems, custom applications, or any HTTP endpoint. Data is delivered in JSON format for flexible downstream processing.","intents":["I want to send scraped data to my custom application","I need to integrate Browse AI with my internal systems via webhooks","I want to build a custom pipeline for extracted data"],"best_for":["developers","technical teams","organizations with custom systems","advanced users"],"limitations":["requires webhook endpoint setup and maintenance","webhook delivery reliability depends on endpoint availability"],"requires":["webhook URL","Browse AI account","endpoint capable of receiving POST requests"],"input_types":["robot output data","webhook URL configuration"],"output_types":["JSON payload to webhook","HTTP POST requests"],"categories":["integration","automation","advanced"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_7","uri":"capability://data.extraction.data.extraction.and.structuring","name":"data-extraction-and-structuring","description":"Extract unstructured data from webpages and automatically structure it into organized, queryable formats. The platform identifies and extracts specific fields like prices, names, descriptions, and URLs.","intents":["I want to extract product prices and descriptions from e-commerce sites","I need to collect structured lead information from business directories","I want to organize scattered web data into a clean, usable format"],"best_for":["researchers","business analysts","data-driven decision makers","lead generation teams"],"limitations":["extraction accuracy depends on website structure consistency","may require manual adjustment for complex or inconsistent layouts"],"requires":["target website with extractable data","configured robot"],"input_types":["webpage HTML","visual element selection"],"output_types":["structured JSON","CSV data","database records"],"categories":["data-extraction","automation","data-processing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_8","uri":"capability://monitoring.price.monitoring.automation","name":"price-monitoring-automation","description":"Automatically track price changes across competitor websites and e-commerce platforms. The platform monitors specified products and alerts users to price drops, increases, or availability changes.","intents":["I want to monitor competitor pricing to stay competitive","I need to track product prices across multiple retailers","I want to know when prices drop so I can adjust my strategy"],"best_for":["e-commerce businesses","retailers","price-sensitive companies","competitive analysts"],"limitations":["works best on static or semi-dynamic pricing pages","may miss prices on heavily JavaScript-rendered sites"],"requires":["product URLs to monitor","scheduled robot configuration"],"input_types":["product URLs","price element selectors"],"output_types":["price change alerts","historical price data","price comparison reports"],"categories":["monitoring","e-commerce","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_browse-ai__cap_9","uri":"capability://sales.lead.generation.automation","name":"lead-generation-automation","description":"Automatically scrape and compile lead lists from business directories, job boards, and other sources. Extracted contact information and company details can be organized and exported for outreach campaigns.","intents":["I want to build a lead list from a business directory without manual work","I need to collect contact information for sales outreach","I want to automate lead generation from multiple sources"],"best_for":["sales teams","business development professionals","marketing teams","recruitment agencies"],"limitations":["must comply with website terms of service and data privacy laws","some sites may block automated scraping"],"requires":["target lead source websites","configured extraction robot"],"input_types":["website URLs","lead field definitions"],"output_types":["lead lists","contact information","company data"],"categories":["sales","automation","lead-generation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":49,"verified":false,"data_access_risk":"high","permissions":["web browser access","target website must be publicly accessible","Browse AI account","target website compatible with template","target webpage URL","scheduled monitoring robot","real estate website URLs","pre-built or custom robot","job board URLs","configured extraction robot"],"failure_modes":["may struggle with heavily JavaScript-rendered dynamic content","complex multi-step interactions may be difficult to configure visually","templates may not cover niche or specialized scraping needs","customization beyond template scope requires manual robot building","change detection may miss subtle updates","performance depends on page complexity","some real estate sites have strict scraping policies","data formats vary significantly between platforms","job board structures vary widely","some sites actively block scraping","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.43333333333333335,"quality":0.86,"ecosystem":0.4,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:29.715Z","last_scraped_at":"2026-04-05T13:23:42.537Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=browse-ai","compare_url":"https://unfragile.ai/compare?artifact=browse-ai"}},"signature":"XlyxslQe2GWwl82nMicbV4vqKDEdHWmQDJCz99UU30LJVHFe/xXFpQiQ6fzKiH2en6teClXEP+qCCTV4Vz49Cg==","signedAt":"2026-06-20T05:13:22.893Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/browse-ai","artifact":"https://unfragile.ai/browse-ai","verify":"https://unfragile.ai/api/v1/verify?slug=browse-ai","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}