{"adoption": {"forks": 341, "observed_at": "2026-08-28T04:08:54.556633+00:00", "stars": 4583}, "canonical_url": "https://ross.abutalabs.com/products/best-of-python", "card": {"archived": false, "artifact_type": "learning-resource", "description": "🏆 A ranked list of awesome Python open-source libraries and tools. Updated weekly.", "domain": ["developer-tools", "awesome-lists"], "enriched": true, "function": ["developer-tools", "documentation"], "health_score": 99, "homepage": "https://python.best-of.org", "language": null, "license": "CC-BY-SA-4.0", "license_family": "other", "maturity": "active", "member_repos": ["lukasmasuch/best-of-python"], "name": "lukasmasuch/best-of-python", "platform": ["python", "cli"], "pushed_at": "2026-08-20T13:54:55+00:00", "repo": "lukasmasuch/best-of-python", "stars": 4583, "tags": ["awesome-list", "curated-list", "python-libraries", "pypi", "project-ranking", "best-of", "python"], "topics": ["best-of", "awesome", "best-of-list", "cli", "python", "python-libraries", "data-structures", "library", "python-utilities", "python-library", "collections", "python-framework", "awesome-list", "utilities", "utility-library", "pypi"], "urls": [], "use_cases": ["find the best python library for a task", "discover popular python open-source projects", "compare python libraries by quality score", "find python data serialization libraries", "find python cli development tools", "browse curated python libraries by category"], "what_it_is": "A weekly-updated, ranked list of 400 awesome open-source Python libraries and tools, organized into 28 categories with quality scores computed from GitHub and package manager metrics. It is a curated discovery resource rather than software itself.", "when_to_avoid": ["you need working software rather than a list of links", "you need in-depth tutorials or documentation for a specific library", "you need an exhaustive directory rather than a curated selection"], "when_to_choose": ["you want a curated, quality-ranked overview of the Python ecosystem", "you need to discover libraries in a specific category like dataframes, validation, or CLI development", "you want weekly-updated recommendations based on objective metrics"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/best-of-python", "repo": "lukasmasuch/best-of-python", "role": "main", "score": 98}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:54.556633+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:19:52.949337+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2722c1cc40403fe5a662012c7d560e48c7b7625fdc389be255ef0210801447fa", "fetched_at": "2026-08-28T04:08:54.556633+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lukasmasuch/best-of-python"}, {"content_hash": "cfdb6e4d843272972c2b6c0ef2296847e58bb147ae6fd0dc6bf51a8be6900e36", "fetched_at": "2026-08-29T09:05:29.147781+00:00", "kind": "homepage", "missing": false, "url": "https://python.best-of.org"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "longevity": 100, "rhythm": 97}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2060, "days_push": 13, "days_rel": 20, "gap_med": 7.0, "n_releases_24m": 47}, "score": 98, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}