{"adoption": {"forks": 69, "observed_at": "2026-08-28T04:05:07.554291+00:00", "stars": 1586}, "canonical_url": "https://ross.abutalabs.com/products/bidict", "card": {"archived": false, "artifact_type": "library", "description": "The bidirectional mapping library for Python.", "domain": ["developer-tools"], "enriched": true, "function": ["serialization"], "health_score": 100, "homepage": "https://bidict.readthedocs.io", "language": "Python", "license": "MPL-2.0", "license_family": "copyleft", "maturity": "stable", "member_repos": ["jab/bidict"], "name": "jab/bidict", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-25T23:51:41+00:00", "repo": "jab/bidict", "stars": 1586, "tags": ["bidirectional-map", "bimap", "data-structures", "dictionary", "collections", "algorithms"], "topics": ["python", "bidict", "bimap", "data-structures"], "urls": [], "use_cases": ["maintain a two-way lookup between ids and names in Python", "map enum values to labels and back", "invert a dictionary efficiently while keeping both directions in sync", "look up keys by value like a reverse dict", "store symbol-to-element and element-to-symbol mappings", "enforce one-to-one relationships between two sets of values"], "what_it_is": "bidict is a Python library providing efficient, type-hinted bidirectional mapping data structures where both keys and values can be looked up. It offers Pythonic dict-like APIs with an .inverse property, is dependency-free, and has been maintained since 2009.", "when_to_avoid": ["you only need a one-time inversion of a dict (use {v: k for k, v in d.items()})", "your mappings are not one-to-one and you need multi-mapping semantics", "you are not working in Python"], "when_to_choose": ["you need both key->value and value->key lookups kept automatically in sync", "you want a mature, well-tested, zero-dependency Python library", "you need type-hinted, dict-like APIs with safety guarantees against duplicate values"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/bidict", "repo": "jab/bidict", "role": "main", "score": 99}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:07.554291+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:55:29.337951+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3a002d0dab1ef79b358414b39c91e2853564d85c9bcf91b6d9a94f59195837e9", "fetched_at": "2026-08-28T04:05:07.554291+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jab/bidict"}, {"content_hash": "7dcc1efe6e1dd0358fd226bec1870346b6d83e043977bf1c7b0df7e5d092cc28", "fetched_at": "2026-08-29T11:26:39.528065+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/bidict/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 99}, "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": 4362, "days_push": 8, "days_rel": 8, "gap_med": 0, "n_releases_24m": 2}, "score": 99, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}