{"adoption": {"forks": 264, "observed_at": "2026-08-28T04:08:31.902255+00:00", "stars": 3994}, "canonical_url": "https://ross.abutalabs.com/products/databases", "card": {"archived": true, "artifact_type": "library", "description": "Async database support for Python. 🗄", "domain": ["databases", "backend", "web-development", "developer-tools"], "enriched": true, "function": ["database", "database-driver", "orm"], "health_score": 10, "homepage": "https://www.encode.io/databases/", "language": "Python", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["encode/databases"], "name": "encode/databases", "platform": ["python", "cross-platform"], "pushed_at": "2024-05-21T19:58:17+00:00", "repo": "encode/databases", "stars": 3994, "tags": ["asyncio", "sqlalchemy-core", "asyncpg", "aiosqlite", "aiomysql", "asyncmy", "aiopg", "postgresql", "mysql", "sqlite", "async-web-frameworks"], "topics": ["sqlite", "postgres", "mysql", "asyncio", "sqlalchemy"], "urls": [], "use_cases": ["run async database queries in Python with asyncio", "use SQLAlchemy Core queries with async drivers", "connect to PostgreSQL, MySQL, or SQLite from FastAPI or Starlette", "execute parameterized queries and bulk inserts asynchronously", "swap between asyncpg, aiomysql, and aiosqlite drivers behind one interface"], "what_it_is": "A Python library providing simple asyncio support for PostgreSQL, MySQL, and SQLite databases, with query building via the SQLAlchemy Core expression language. It is designed to integrate with async web frameworks like Starlette, FastAPI, Sanic, and aiohttp.", "when_to_avoid": ["you need a full ORM with relationships and unit-of-work (use SQLAlchemy 2.0 async instead)", "you need databases beyond PostgreSQL, MySQL, or SQLite", "you need a synchronous database layer"], "when_to_choose": ["you need async database access in an asyncio-based web app", "you want SQLAlchemy Core query building without a full ORM", "you want a uniform async API across Postgres, MySQL, and SQLite"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/databases", "repo": "encode/databases", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:31.902255+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:24:12.033864+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0a90a62c9dbf48bfd5d8b880a3aeb6f6eb14af2990120daac111d303a577673a", "fetched_at": "2026-08-28T04:08:31.902255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/encode/databases"}, {"content_hash": "86d21aa10cd959c3e39450bee5fedb2b42c9b5603b2038c46ce40cc86e569ac5", "fetched_at": "2026-08-29T09:17:21.073928+00:00", "kind": "homepage", "missing": false, "url": "https://www.encode.io/databases/"}, {"content_hash": "a03394ac527f7462fc00796383f2042c672772aff9690ecec770436246054437", "fetched_at": "2026-08-29T09:17:21.083207+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/databases/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2770, "days_push": 834, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}