{"adoption": {"forks": 1069, "observed_at": "2026-09-03T02:15:14.159904+00:00", "stars": 1036}, "canonical_url": "https://ross.abutalabs.com/products/community-distribution", "card": {"archived": false, "artifact_type": "infra-config", "description": "Kubeflow Community Distribution", "domain": ["machine-learning", "cloud-computing", "infrastructure-as-code", "large-language-models", "data-science"], "enriched": true, "function": ["deployment", "machine-learning", "container-orchestration", "infrastructure-as-code", "llm-training", "llm-inference", "workflow-automation", "security"], "health_score": 99, "homepage": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests", "language": "YAML", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["kubeflow/community-distribution"], "name": "kubeflow/community-distribution", "platform": ["cloud", "self-hosted", "go"], "pushed_at": "2026-09-02T11:43:57+00:00", "repo": "kubeflow/community-distribution", "stars": 1036, "tags": ["kubeflow", "mlops", "kubernetes-manifests", "multi-tenancy", "ml-platform", "eks", "gke", "aks", "kserve", "pipelines", "cncf", "devops", "containers", "kubernetes", "docker"], "topics": ["deployment", "enterpise", "kubeflow", "multi-tenancy", "secure"], "urls": [], "use_cases": ["install kubeflow on eks", "deploy a machine learning platform on kubernetes", "set up kubeflow pipelines and kserve on gke", "multi-tenant ml platform with authentication", "run llm fine-tuning pipelines on kubernetes", "self-hosted ml platform for an enterprise", "try kubeflow locally with kind or minikube"], "what_it_is": "The official Kubeflow Community Distribution providing manifests to install the full Kubeflow Platform (Pipelines, KServe, Central Dashboard, and more) on popular Kubernetes clusters like Kind, Minikube, EKS, AKS, and GKE. It targets enterprises with strict security, legal, and multi-tenancy requirements as well as academic users exploring the end-to-end Kubeflow AI platform.", "when_to_avoid": ["you only need a single Kubeflow subproject like Pipelines or Katib and not the full platform", "you want a commercially supported vendor distribution with SLAs", "you are not using Kubernetes for your ML workloads", "you need a lightweight ML tooling setup without cluster-level infrastructure"], "when_to_choose": ["you want the full Kubeflow Platform with all components installed via a single command on a supported Kubernetes cluster", "your organization has security, legal, or multi-tenancy requirements for its ML platform", "you want a stable, community-supported release cadence with end-to-end integration testing", "you need composable, Kubernetes-native tooling covering the whole AI lifecycle from data prep to inference"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/community-distribution", "repo": "kubeflow/community-distribution", "role": "main", "score": 92}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:14.159904+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:06:40.680620+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879eac655a3eba31026bf2cf83ff165f76e858930776a5c5a033d46680bbfae0", "fetched_at": "2026-09-03T02:15:14.159904+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubeflow/community-distribution"}, {"content_hash": "db15c9decc4a6c49028f3afab9d0f6e206bf0bae6e5c62361a2cc44ed192ec65", "fetched_at": "2026-08-29T13:06:23.659721+00:00", "kind": "homepage", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests"}, {"content_hash": "eeb497b455701f3ebb700240f5f6937e1cc7da69e65ab0dfe21ecc8c91aef1aa", "fetched_at": "2026-08-29T13:06:23.680648+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/architecture"}, {"content_hash": "52d4becf41e9234ac28b46e26e40d06350bdc166459592f0bc6afacf3668f095", "fetched_at": "2026-08-29T13:06:23.677167+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started"}, {"content_hash": "2d48c8aa19c262757884373c7eba174384759365047886bf06e0cd973ad24365", "fetched_at": "2026-08-29T13:06:23.668876+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs"}, {"content_hash": "85bbf5395b120643756c8db919fffe16b4a55293c59c4aa5e807d1681c76edb4", "fetched_at": "2026-08-29T13:06:23.670560+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/about/community"}, {"content_hash": "a977fcac93bf4602009bc72661ba4e34b03a68c869b08ab67afccb708ef08087", "fetched_at": "2026-08-29T13:06:23.672342+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/installing-kubeflow"}, {"content_hash": "0bf5a9037279f351a0e3d3cb25664c5b1a5e025a3843acb1f9077bc5ca9e8a6e", "fetched_at": "2026-08-29T13:06:23.674025+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai"}, {"content_hash": "bfca00da3badfa6c3f68316b2d0b73c36761d82692ac018fcf57653c6e6f6972", "fetched_at": "2026-08-29T13:06:23.675512+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/genai/use-cases"}, {"content_hash": "240c9135c386c422a86d21a49bfd9931659dc567190ffb64d021c8f02066dedd", "fetched_at": "2026-08-29T13:06:23.678907+00:00", "kind": "site_page", "missing": false, "url": "https://www.kubeflow.org/docs/started/introduction"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 100, "longevity": 100, "rhythm": 77}, "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": 2745, "days_push": 0, "days_rel": 79, "gap_med": 90.0, "n_releases_24m": 7}, "score": 92, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}