{"adoption": {"forks": 93, "observed_at": "2026-08-28T04:03:59.153386+00:00", "stars": 1205}, "canonical_url": "https://ross.abutalabs.com/products/coleifer-walrus", "card": {"archived": false, "artifact_type": "library", "description": "Lightweight Python utilities for working with Redis", "domain": ["databases", "developer-tools", "backend"], "enriched": true, "function": ["database-driver", "orm", "caching", "search-engine", "rate-limiting"], "health_score": 57, "homepage": "https://walrus.readthedocs.org/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["coleifer/walrus"], "name": "coleifer/walrus", "platform": ["python"], "pushed_at": "2026-01-15T13:28:50+00:00", "repo": "coleifer/walrus", "stars": 1205, "tags": ["redis-py", "redis-client", "full-text-search", "streams", "consumer-groups", "drop-in-replacement", "active-record", "distributed-lock", "bloom-filter", "autocomplete", "search", "redis"], "topics": ["redis", "python", "orm", "full-text-search", "autocomplete", "database"], "urls": [], "use_cases": ["use redis from python with a nicer api", "cache function calls in python with redis", "add full-text search on top of redis", "implement rate limiting with redis", "persist structured models in redis with secondary indexes", "consume redis streams with consumer groups in python", "add autocomplete to my app using redis"], "what_it_is": "Walrus is a lightweight Python library that subclasses and extends the redis-py client, acting as a drop-in replacement with added utilities. It provides Pythonic container classes for Redis data types, plus caching, full-text search, autocomplete, rate-limiting, locking, and experimental active-record models with secondary indexes.", "when_to_avoid": ["you need a mature, fully-featured ORM rather than experimental models", "you don't use Redis", "you need a dedicated search engine like Elasticsearch for complex search requirements"], "when_to_choose": ["you already use redis-py and want extra features without changing clients", "you need redis-backed caching, locking, rate-limiting, or search in Python", "you want active-record-style models persisted in Redis"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/coleifer-walrus", "repo": "coleifer/walrus", "role": "main", "score": 51}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:59.153386+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:19:24.839836+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "976a56d37a47f3676493c237607921e75dd491ca69857b68d1b05dacd6c51442", "fetched_at": "2026-08-28T04:03:59.153386+00:00", "kind": "readme", "missing": false, "url": "https://github.com/coleifer/walrus"}, {"content_hash": "80f780d7fc635da6af3d0558964b1ee8b6fb849247d059fba6dbaa026d216833", "fetched_at": "2026-08-29T12:27:38.477596+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/walrus/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 62, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4269, "days_push": 230, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 51, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}