{"adoption": {"forks": 470, "observed_at": "2026-08-28T04:07:59.090799+00:00", "stars": 3391}, "canonical_url": "https://ross.abutalabs.com/products/magic-python", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Python 黑魔法手册", "domain": ["programming-languages", "tutorials", "education", "developer-tools"], "enriched": true, "function": ["documentation", "developer-tools"], "health_score": 59, "homepage": "http://magic.iswbm.com/", "language": "Python", "license": null, "license_family": "other", "maturity": "active", "member_repos": ["iswbm/magic-python"], "name": "iswbm/magic-python", "platform": ["cross-platform"], "pushed_at": "2026-01-26T14:12:01+00:00", "repo": "iswbm/magic-python", "stars": 3391, "tags": ["ebook", "python-tricks", "advanced-python", "sphinx", "chinese-language", "web-server"], "topics": [], "urls": [], "use_cases": ["learn obscure python tricks", "advanced python idioms and metaprogramming explained", "python shell command-line tips", "understand descriptors and metaclasses", "python development tips and best practices", "download a python tricks ebook as pdf"], "what_it_is": "An open-source Chinese-language ebook ('Python Black Magic Handbook') covering obscure Python knowledge, shell tricks, advanced idioms, and development tips, built with Sphinx and published online and as PDF. It is a learning resource rather than a software tool.", "when_to_avoid": ["you are a complete beginner looking for a Python fundamentals tutorial", "you need a software library or tool rather than a book", "you need English-language documentation"], "when_to_choose": ["you already know Python basics and want lesser-known language features", "you want free, regularly updated advanced Python reading material", "you prefer reading in Chinese"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/magic-python", "repo": "iswbm/magic-python", "role": "main", "score": 52}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:59.090799+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:39:00.980341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "17749322ac62c719349e7ee4a68417f444baef1b871894bff06c15d7c9a875df", "fetched_at": "2026-08-28T04:07:59.090799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iswbm/magic-python"}, {"content_hash": "8b3dbc16960c46a0064e901b3f677425c084a5177545b92251ece43e1e9758d3", "fetched_at": "2026-08-29T09:33:24.637186+00:00", "kind": "homepage", "missing": false, "url": "http://magic.iswbm.com/"}, {"content_hash": "473f7234ac4af3f12555ca1fc49d8fc1ad2e91414959a7d86dd1376cab3acbe3", "fetched_at": "2026-08-29T09:33:24.640672+00:00", "kind": "site_page", "missing": false, "url": "https://magic.iswbm.com/aboutme.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 64, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2306, "days_push": 219, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 52, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}