{"adoption": {"forks": 107, "observed_at": "2026-08-28T04:05:55.653275+00:00", "stars": 1927}, "canonical_url": "https://ross.abutalabs.com/products/aiomultiprocess", "card": {"archived": false, "artifact_type": "library", "description": "Take a modern Python codebase to the next level of performance.", "domain": ["developer-tools", "performance"], "enriched": true, "function": ["concurrency"], "health_score": 20, "homepage": "https://aiomultiprocess.omnilib.dev", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["omnilib/aiomultiprocess"], "name": "omnilib/aiomultiprocess", "platform": ["python", "cross-platform"], "pushed_at": "2024-08-20T15:43:49+00:00", "repo": "omnilib/aiomultiprocess", "stars": 1927, "tags": ["asyncio", "multiprocessing", "parallelism", "worker-pool"], "topics": ["python", "python3", "multiprocessing", "asyncio", "async", "hacktoberfest"], "urls": [], "use_cases": ["run thousands of network requests in parallel", "parallelize async workloads across CPU cores", "bypass the GIL for asyncio applications", "build a concurrent web scraper with aiohttp", "map coroutines over a pool of worker processes"], "what_it_is": "A Python library that combines AsyncIO and multiprocessing, running a full event loop in each child process to maximize concurrency. It mimics the standard multiprocessing module API with async-friendly Pool and Worker interfaces.", "when_to_avoid": ["your workload is purely CPU-bound with no async I/O", "you need Windows-specific spawn behaviors with complex shared state", "you want a maintained library with frequent updates"], "when_to_choose": ["your workload is I/O-bound and benefits from both async concurrency and multi-core parallelism", "you want a multiprocessing-like API for async code", "you need to gather many network requests quickly"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/aiomultiprocess", "repo": "omnilib/aiomultiprocess", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:55.653275+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:09:10.226342+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c57c82e8ad69e64d2c8f4bb250618e94e12eb409aefdedc66bea7e6c6cd92f4e", "fetched_at": "2026-08-28T04:05:55.653275+00:00", "kind": "readme", "missing": false, "url": "https://github.com/omnilib/aiomultiprocess"}, {"content_hash": "ce9ecd8dd3344feca61c2a07bea439e8298599f4dd0f3729e2b88c255f1f3a29", "fetched_at": "2026-08-29T10:49:08.081371+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/aiomultiprocess/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3069, "days_push": 743, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}