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| title: README | |
| emoji: πΈοΈ | |
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| colorTo: indigo | |
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| # Crawlora | |
| Crawlora is a hosted web-data API: structured, normalized JSON from the public web β | |
| search/SERP, e-commerce, social, finance, app stores, media, and reviews β instead of | |
| HTML to parse. We also publish the open datasets behind our own data-journalism studies, | |
| CC BY 4.0, hosted here for anyone to load with `datasets`, `pandas`, or DuckDB. | |
| - **Website:** [crawlora.net](https://crawlora.net?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface-org-profile) | |
| - **API docs:** [crawlora.net/docs](https://crawlora.net/docs?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface-org-profile) | |
| - **Playground:** [crawlora.net/playground](https://crawlora.net/playground?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface-org-profile) | |
| - **Pricing:** [crawlora.net/pricing](https://crawlora.net/pricing?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface-org-profile) β free tier, 2,000 credits/mo, no card | |
| - **All open datasets & studies:** [crawlora.net/datasets](https://crawlora.net/datasets?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface-org-profile) | |
| - **Source code:** [github.com/Crawlora-org](https://github.com/Crawlora-org) | |
| ## Featured open datasets | |
| | Dataset | Study | | |
| | --- | --- | | |
| | [dead-web-index](https://huggingface.co/datasets/crawlora-net/dead-web-index) | [Dead-Web Index](https://crawlora.net/dead-web-index?utm_source=huggingface&utm_medium=referral&utm_campaign=dead-web-index) β is a domain alive, redirecting, blocked, or dead? | | |
| | [anti-bot-adoption-index](https://huggingface.co/datasets/crawlora-net/anti-bot-adoption-index) | [Anti-Bot Adoption Index](https://crawlora.net/anti-bot-index?utm_source=huggingface&utm_medium=referral&utm_campaign=anti-bot-index) β which WAF/anti-bot vendor protects the top web | | |
| | [ai-crawler-blocking-index](https://huggingface.co/datasets/crawlora-net/ai-crawler-blocking-index) | [AI-Crawler Blocking Index](https://crawlora.net/ai-crawler-index?utm_source=huggingface&utm_medium=referral&utm_campaign=ai-crawler-index) β who blocks GPTBot, ClaudeBot, CCBot | | |
| | [steam-catalog](https://huggingface.co/datasets/crawlora-net/steam-catalog) | [State of Steam 2026](https://crawlora.net/blog/state-of-steam-2026?utm_source=huggingface&utm_medium=referral&utm_campaign=state-of-steam-2026) β top 10,000 Steam games | | |
| | [song-length-index](https://huggingface.co/datasets/crawlora-net/song-length-index) | [Are Songs Really Getting Shorter?](https://crawlora.net/blog/song-length-2026?utm_source=huggingface&utm_medium=referral&utm_campaign=song-length) β 6,618 Hot 100 hits, 1959β2025 | | |
| [Browse all 11+ datasets on this org](https://huggingface.co/crawlora-net) or the full catalog at | |
| [crawlora.net/datasets](https://crawlora.net/datasets?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface-org-profile). | |
| ## For developers | |
| The same public API backs SDKs (Go, TypeScript, Python, Ruby, Java, PHP), a hosted | |
| [MCP server](https://crawlora.net/mcp?utm_source=huggingface&utm_medium=referral&utm_campaign=huggingface-org-profile) | |
| with 778 tools, Agent Skills, and n8n/Zapier/Make integrations β see the | |
| [GitHub org](https://github.com/Crawlora-org) for all of them. | |