{"slug":"crawl4ai","name":"Crawl4AI","domain":"crawl4ai.com","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Crawl4AI #4 of 9 for ai web scraping api (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/crawl4ai (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":2,"entries":[{"slug":"best-ai-web-scraping-api","title":"Best AI web scraping API","rank":4,"of":9,"score":6,"appearances":2,"modelRanks":{"Claude":4,"Gemini":2},"reason":"The leading open-source, self-hosted Python scraping library designed for LLM pipelines, offering zero usage-based costs, native LLM-based chunking and extraction, and full local control over Playwright and Chromium instances to guarantee absolute data privacy.","reasons":[{"model":"Gemini","reason":"The leading open-source, self-hosted Python scraping library designed for LLM pipelines, offering zero usage-based costs, native LLM-based chunking and extraction, and full local control over Playwright and Chromium instances to guarantee absolute data privacy."},{"model":"Claude","reason":"The open-source pick — free, LLM-optimized crawling (markdown, chunking, extraction schemas), async and fast, huge GitHub community; wins wherever self-hosting is acceptable and budget is zero; near-tie with Zyte below, ranked ahead on zero cost and AI-native output"}],"fixes":[{"model":"Claude","fix":"You own the operational burden — proxies, anti-bot evasion, JS-rendering scale, and maintenance are your problem, so it's not for teams wanting a managed reliability SLA"},{"model":"Gemini","fix":"Significant operational complexity, requiring developers to manually build and scale browser infrastructure, rotate proxies, and bypass advanced anti-bot systems."}],"updated":"2026-07-15","rank_history":{"days":["2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[9,null,3,4]},"reasoning_shift":[{"model":"Gemini","from":"2026-07-14","to":"2026-07-15","added":[{"t":"native LLM-based chunking and extraction","q":"native LLM-based chunking and extraction"},{"t":"absolute data privacy","q":"guarantee absolute data privacy"}],"dropped":[{"t":"near-tie with Firecrawl","q":"It is a near-tie with Firecrawl"},{"t":"Python-only environments","q":"in Python-only environments"}]},{"model":"Claude","from":"2026-07-14","to":"2026-07-15","added":[{"t":"JS-rendering scale and maintenance","q":"JS-rendering scale, and maintenance"}],"dropped":[]}],"api":"https://modelsagree.com/api/v1/best/best-ai-web-scraping-api.json"},{"slug":"best-web-search-and-scraping-api-for-ai-agents","title":"Best web search and scraping API for AI agents","rank":7,"of":8,"score":1,"appearances":1,"modelRanks":{"Gemini":5},"reason":"The leading open-source, self-hosted LLM scraper that gives developers full control over browser orchestration, chunking strategies, and extraction schemas without usage-based subscription costs.","reasons":[{"model":"Gemini","reason":"The leading open-source, self-hosted LLM scraper that gives developers full control over browser orchestration, chunking strategies, and extraction schemas without usage-based subscription costs."}],"fixes":[{"model":"Gemini","fix":"Carries high maintenance and infrastructure overhead to host, manage browser instances, and handle proxy rotation to bypass aggressive anti-bot protection."}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[null,null,null,null,null,null,8,null,8]},"api":"https://modelsagree.com/api/v1/best/best-web-search-and-scraping-api-for-ai-agents.json"}],"page":"https://modelsagree.com/product/crawl4ai","check":"https://modelsagree.com/check?q=Crawl4AI","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}