{"adoption": {"forks": 377, "observed_at": "2026-08-28T04:09:15.403150+00:00", "stars": 5308}, "canonical_url": "https://ross.abutalabs.com/products/dramatiq", "card": {"archived": false, "artifact_type": "library", "description": "A fast and reliable background task processing library for Python 3.", "domain": ["backend", "microservices", "developer-tools"], "enriched": true, "function": ["message-queue", "scheduling", "rate-limiting", "workflow-automation"], "health_score": 97, "homepage": "https://dramatiq.io", "language": "Python", "license": "LGPL-3.0", "license_family": "copyleft", "maturity": "active", "member_repos": ["Bogdanp/dramatiq"], "name": "Bogdanp/dramatiq", "platform": ["python", "self-hosted"], "pushed_at": "2026-08-13T06:31:26+00:00", "repo": "Bogdanp/dramatiq", "stars": 5308, "tags": ["background-tasks", "task-queue", "celery-alternative", "rabbitmq", "redis", "actors", "distributed-workers", "automation", "linux", "macos", "docker"], "topics": ["python", "task-manager", "task-scheduler", "task-runner", "distributed-lock", "task", "redis", "rabbit"], "urls": [], "use_cases": ["run background jobs from a python web app", "process tasks asynchronously with rabbitmq", "schedule delayed and periodic tasks in python", "replace celery with a simpler task queue", "retry failed jobs automatically", "distribute work across multiple worker processes"], "what_it_is": "Dramatiq is a fast and reliable distributed background task processing library for Python 3.10+. It uses an actor-based API with RabbitMQ or Redis as message brokers to run tasks in separate worker processes.", "when_to_avoid": ["you need a broker other than RabbitMQ or Redis", "you need a pure in-process scheduler without external message brokers", "LGPL licensing is incompatible with your project"], "when_to_choose": ["you need reliable background task processing in Python with RabbitMQ or Redis", "you find Celery too complex and want a simpler, well-documented alternative", "you need built-in retries, rate limiting, scheduling, and prioritization"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/dramatiq", "repo": "Bogdanp/dramatiq", "role": "main", "score": 86}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:15.403150+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:58:59.648014+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "326bcbf887e8d4d7d4619d9e04cb3175829952a819a171eb61f9927a26991965", "fetched_at": "2026-08-28T04:09:15.403150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Bogdanp/dramatiq"}, {"content_hash": "a90a65a17932f8c63f84ed9e830e9659c5babf166a1013c7b4fd9f3d2d87f73a", "fetched_at": "2026-08-29T08:53:49.163059+00:00", "kind": "homepage", "missing": false, "url": "https://dramatiq.io"}, {"content_hash": "9bd2ef01c64408b6c77e9acf57b2cbd01a8184bb62a42341cad4b94e4a3b97c3", "fetched_at": "2026-08-29T08:53:49.165792+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/installation.html"}, {"content_hash": "b0cf789c57de5def3045319cc48376883dc28b2f95655e649a3b1878a11743f5", "fetched_at": "2026-08-29T08:53:49.170830+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dramatiq/json"}, {"content_hash": "4d428b25122320b21d890894b7e7909534746acbe7e81bb5ca1528d00f236183", "fetched_at": "2026-08-29T08:53:49.168042+00:00", "kind": "site_page", "missing": false, "url": "https://dramatiq.io/changelog.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 97, "longevity": 100, "rhythm": 65}, "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": 3382, "days_push": 20, "days_rel": 77, "gap_med": 105, "n_releases_24m": 6}, "score": 86, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}