{"adoption": {"forks": 28574, "observed_at": "2026-08-28T04:12:28.751642+00:00", "stars": 316276}, "canonical_url": "https://ross.abutalabs.com/products/awesome-python", "card": {"archived": false, "artifact_type": "learning-resource", "description": "The definitive list that answers \"I want to do X in Python, which tool should I use?\"", "domain": ["developer-tools", "awesome-lists"], "enriched": true, "function": ["developer-tools", "documentation"], "health_score": 80, "homepage": "https://awesome-python.com/", "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["vinta/awesome-python"], "name": "vinta/awesome-python", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-25T04:08:40+00:00", "repo": "vinta/awesome-python", "stars": 316276, "tags": ["awesome-list", "curated-list", "python-ecosystem", "resource-directory", "python"], "topics": ["awesome", "python", "python-frameworks", "python-libraries", "python-tools", "awesome-list"], "urls": [], "use_cases": ["find the best python library for a task", "discover python web frameworks", "which tool should I use to do X in python", "browse curated python libraries by category", "find python tools for data science or machine learning", "compare popular python packages for scraping or http"], "what_it_is": "A curated, opinionated list of the best Python frameworks, libraries, and tools, organized by category and searchable on a companion website. It serves as the canonical starting point for discovering Python tooling across AI, web, data, DevOps, and more.", "when_to_avoid": ["needing detailed documentation or tutorials for a specific library", "requiring an exhaustive, unopinionated index of every Python package", "looking for tools in languages other than Python"], "when_to_choose": ["starting a new Python project and unsure which library to pick", "exploring the Python ecosystem by category", "looking for well-regarded, community-vetted tools"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-python", "repo": "vinta/awesome-python", "role": "main", "score": 77}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:12:28.751642+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:10:19.475238+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3918e668050e080144d24b7f983e1cb1a80e8c6a34d5ca9ffd0036ed5892a073", "fetched_at": "2026-08-28T04:12:28.751642+00:00", "kind": "readme", "missing": false, "url": "https://github.com/vinta/awesome-python"}, {"content_hash": "2bd2711ab2150c823fdc81a96f9adb95273c90fde049a9c05303fa4c77c7ca34", "fetched_at": "2026-08-28T17:21:05.701754+00:00", "kind": "homepage", "missing": false, "url": "https://awesome-python.com/"}, {"content_hash": "f504a6392b7b9c07dbf304e5fcab6ad00b4ea3514fd679f1b7daaabd6cc0d789", "fetched_at": "2026-08-28T17:21:05.711584+00:00", "kind": "site_page", "missing": false, "url": "https://awesome-python.com/categories/documentation/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4450, "days_push": 8, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 77, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}