{"adoption": {"forks": 3912, "observed_at": "2026-08-28T04:06:35.752123+00:00", "stars": 2305}, "canonical_url": "https://ross.abutalabs.com/products/claimed", "card": {"archived": false, "artifact_type": "framework", "description": "The goal of CLAIMED is to enable low-code/no-code rapid prototyping style programming to seamlessly CI/CD into production. ", "domain": ["data-science", "machine-learning"], "enriched": true, "function": ["ci-cd", "deployment", "container-runtime", "machine-learning", "workflow-automation", "cli"], "health_score": 94, "homepage": null, "language": "Jupyter Notebook", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["claimed-framework/claimed"], "name": "claimed-framework/claimed", "platform": ["python", "cli", "cloud"], "pushed_at": "2026-07-07T18:28:50+00:00", "repo": "claimed-framework/claimed", "stars": 2305, "tags": ["jupyter-notebooks", "kubeflow", "component-compiler", "low-code", "grid-computing", "mlops", "devops", "containers", "automation", "kubernetes", "docker"], "topics": ["data-science", "machine-learning"], "urls": [], "use_cases": ["turn a jupyter notebook into a kubeflow pipeline component", "containerize a python script for kubernetes execution", "run data science code in ci/cd pipelines", "parallelize ai workloads across a compute grid", "deploy notebooks to production without rewriting them", "generate kubernetes job configs from scripts"], "what_it_is": "CLAIMED (C3) is a component compiler that turns Jupyter notebooks, Python scripts, and R scripts into portable containerized AI components. It automatically builds container images, installs dependencies, and generates Kubeflow Pipeline components and Kubernetes job configs for CI/CD-driven production deployment.", "when_to_avoid": ["you need a general-purpose workflow engine rather than component compilation", "your code doesn't follow C3's operator script requirements", "you don't use containers or Kubernetes-based execution"], "when_to_choose": ["you prototype in notebooks or scripts and want low-code paths to production", "you need automatic container image building with dependency installation", "you target Kubeflow Pipelines or Kubernetes/OpenShift execution", "you want grid compute parallelization of AI workloads"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/claimed", "repo": "claimed-framework/claimed", "role": "main", "score": 88}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.752123+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:39:42.122841+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "cdf24b19c106d4a0d9810407acd9fa3fedb92b83051c5a3bc0aebb77949c1a25", "fetched_at": "2026-08-28T04:06:35.752123+00:00", "kind": "readme", "missing": false, "url": "https://github.com/claimed-framework/claimed"}, {"content_hash": "32610c1e3ad606665c2fc1b41efbe9c90ecd6c4b50cb1b1afc826ec06180be86", "fetched_at": "2026-08-29T10:20:01.167082+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/claimed/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 91, "longevity": 100, "rhythm": 78}, "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": 3026, "days_push": 57, "days_rel": 64, "gap_med": 38.5, "n_releases_24m": 5}, "score": 88, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}