{"adoption": {"forks": 50, "observed_at": "2026-08-28T04:05:10.873056+00:00", "stars": 1610}, "canonical_url": "https://ross.abutalabs.com/products/python-benedict", "card": {"archived": false, "artifact_type": "library", "description": ":blue_book: dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.", "domain": ["developer-tools", "files"], "enriched": true, "function": ["serialization", "parser", "developer-tools"], "health_score": 100, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "stable", "member_repos": ["fabiocaccamo/python-benedict"], "name": "fabiocaccamo/python-benedict", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-24T18:01:34+00:00", "repo": "fabiocaccamo/python-benedict", "stars": 1610, "tags": ["dict-subclass", "keypath", "keylist", "io", "yaml", "toml", "xml", "csv", "plist", "base64", "xls", "query-string", "utilities", "data-engineering"], "topics": ["python", "dict", "dictionary", "keypath", "base64", "csv", "json", "pickle", "plist", "query-string", "toml", "xml", "yaml", "encode", "decode", "filter", "flatten", "subset", "traverse", "xls"], "urls": [], "use_cases": ["read and write , yaml, toml, xml, csv files as dicts", "access nested dict values with dot keypaths", "flatten and unflatten nested dictionaries", "merge and deep-update dictionaries", "load a dict from a url or file in any supported format", "convert between config formats like ini, toml, and yaml", "clean, filter, and normalize messy nested data"], "what_it_is": "python-benedict is a Python dict subclass that adds keylist/keypath/keyattr access and normalized I/O for many formats (, yaml, toml, xml, csv, ini, plist, base64, xls, query-string, pickle, html). It also ships many dict utilities like flatten, merge, filter, traverse, and nest, while remaining 100% backward-compatible with plain dicts.", "when_to_avoid": ["you only need simple  parsing (use the stdlib)", "you need schema validation as the primary feature (use pydantic directly)", "you want immutable or typed data structures rather than a mutable dict"], "when_to_choose": ["you work with deeply nested dicts and want safe keypath access", "you need to read/write many serialization formats with one consistent api", "you want dict utilities (flatten, merge, filter) without writing them yourself", "you need a drop-in dict subclass that is backward-compatible"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/python-benedict", "repo": "fabiocaccamo/python-benedict", "role": "main", "score": 88}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:10.873056+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:51:14.007849+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6bbce41342513d11ab765d2319ad5e20e49093f3bc48449ad27cbffb55f7a8d1", "fetched_at": "2026-08-28T04:05:10.873056+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fabiocaccamo/python-benedict"}, {"content_hash": "e994e492d8f0caf6d9b914e161dbe9bbf6d83b5af7a49484d69408eaccb41010", "fetched_at": "2026-08-29T11:23:16.656729+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/python-benedict/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 68}, "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": 2665, "days_push": 9, "days_rel": 57, "gap_med": 91, "n_releases_24m": 6}, "score": 88, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}