{"adoption": {"forks": 830, "observed_at": "2026-08-28T04:07:06.972537+00:00", "stars": 2650}, "canonical_url": "https://ross.abutalabs.com/products/kuberay", "card": {"archived": false, "artifact_type": "infra-config", "description": "A toolkit to run Ray applications on Kubernetes", "domain": ["machine-learning", "deep-learning", "cloud-computing", "infrastructure-as-code", "microservices"], "enriched": true, "function": ["container-orchestration", "deployment", "machine-learning", "deep-learning", "llm-inference", "scheduling", "workflow-automation"], "health_score": 100, "homepage": null, "language": "Go", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["ray-project/kuberay"], "name": "ray-project/kuberay", "platform": ["cloud", "go", "self-hosted"], "pushed_at": "2026-08-24T21:31:28+00:00", "repo": "ray-project/kuberay", "stars": 2650, "tags": ["ray", "kubernetes-operator", "crd", "raycluster", "rayjob", "rayservice", "autoscaling", "distributed-computing", "kubectl-plugin", "containers", "devops", "kubernetes", "docker"], "topics": ["machine-learning", "kubernetes", "apache", "ray", "deep-learning"], "urls": [], "use_cases": ["run ray clusters on kubernetes", "autoscale distributed machine learning training jobs", "submit ray jobs to kubernetes and clean up after completion", "serve ray serve models with zero-downtime upgrades", "manage fault-tolerant ray workloads on k8s", "deploy llm inference with ray on kubernetes"], "what_it_is": "KubeRay is a Kubernetes operator and toolkit for deploying and managing Ray applications on Kubernetes. It provides RayCluster, RayJob, and RayService custom resources that handle cluster lifecycle, autoscaling, job submission, and zero-downtime serving upgrades.", "when_to_avoid": ["you don't use Kubernetes or Ray", "you need a simple single-node Ray setup without orchestration", "you want a fully managed Ray service rather than self-managed operator"], "when_to_choose": ["you already run Ray workloads and want them managed on Kubernetes", "you need autoscaling, fault tolerance, or zero-downtime upgrades for Ray clusters", "you want declarative CRDs for Ray cluster, job, and serving lifecycle"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/kuberay", "repo": "ray-project/kuberay", "role": "main", "score": 95}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:06.972537+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:18:53.411775+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "041b4b4d550f470f58d55c8d82fbd04cd4da13012af1407395d9bf1ee18887ab", "fetched_at": "2026-08-28T04:07:06.972537+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ray-project/kuberay"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 86}, "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": 2134, "days_push": 9, "days_rel": 13, "gap_med": 35, "n_releases_24m": 14}, "score": 95, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}