{"schema":"cloudm0n.agent-handoff.v1","generatedAt":"2026-09-01T19:34:55.321Z","software":{"slug":"apify/crawlee-python","name":"crawlee-python","source":"https://github.com/apify/crawlee-python","tagline":"Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.","summary":"Provisional external discovery candidate. Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.","topics":["apify","automation","beautifulsoup","crawler","crawling","headless","headless-chrome","parsel","pip","playwright","python","scraper"]},"decision":{"fitScore":63,"verdict":"NICHE","analysisState":"ANALYZED","whatItDoes":"Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.","whyFound":"CLOUDM0N matched this repository through its capability signals: apify, automation, beautifulsoup, crawler, crawling.","bestFor":"Agents and teams that specifically need the capability provided by crawlee-python.","tradeOff":"No explicit trade-off is documented in the current CLOUDM0N analysis. Review the source, trust evidence, and target environment before adoption.","adoption":"VERIFY_FIRST"},"trust":{"security":{"status":"REVIEW","score":90,"commitSha":"efc6015045f8c949a53a28452e75ca241d21f3fd","scannedAt":"2026-08-31T07:00:12.614Z"}},"architecture":{"evidenceLevel":"CODE_EVIDENCE","source":"ARCHITECTURE_SCAN","commitSha":"efc6015045f8c949a53a28452e75ca241d21f3fd","strategy":null,"runtimeImage":null,"workdir":null,"protocol":null,"capabilities":["apify","automation","beautifulsoup","crawler","crawling","headless","headless-chrome","parsel","pip","playwright","python","scraper"],"note":"Architecture context comes from static code and repository evidence. CLOUDM0N does not execute the repository before adoption."},"install":{"evidenceLevel":"AGENT_VERIFICATION_REQUIRED","source":null,"installCommand":null,"startCommand":null,"healthCommand":null,"networkDuringInstall":null,"protocolProbe":null,"caution":"Installation is intentionally deferred to the user’s coding agent. The agent must inspect official documentation and the target environment before proposing or making changes."},"alternatives":[{"slug":"oxylabs/oxylabs-ai-studio-py","name":"oxylabs-ai-studio-py","fitScore":91,"verdict":"MUST TRY","security":{"status":"PASS","score":100},"focus":"Structured data gathering from any website using AI-powered scraper, crawler, and browser automation. Scraping and crawling with natural language prompts. Equip your LLM agents with fresh data. AI Studio python SDK for intelligent web data gathering. "},{"slug":"nanobrowser/nanobrowser","name":"nanobrowser","fitScore":65,"verdict":"WATCH","security":{"status":"REVIEW","score":90},"focus":"Open-Source Chrome extension for AI-powered web automation. Run multi-agent workflows using your own LLM API key. Alternative to OpenAI Operator."},{"slug":"feder-cr/Jobs_Applier_AI_Agent_AIHawk","name":"Jobs_Applier_AI_Agent_AIHawk","fitScore":98,"verdict":"MUST TRY","security":{"status":"PASS","score":100},"focus":"Open source AI job application bot in Python: browser automation and web scraping to read job postings, then auto-apply with a tailored resume and cover letter for each posting."}],"nextAction":"Review or complete Security evidence before adoption. Do not install based on Fit alone.","policy":{"sponsoredRanking":false,"cloudm0nExecutesInstall":false,"approvalRequiredBeforeChanges":true,"fitDoesNotOverrideTrust":true}}