{"adoption": {"forks": 248, "observed_at": "2026-08-28T04:07:47.662535+00:00", "stars": 3177}, "canonical_url": "https://ross.abutalabs.com/products/kwok", "card": {"archived": false, "artifact_type": "cli-tool", "description": "Kubernetes WithOut Kubelet -  Simulates thousands of Nodes and Clusters.", "domain": ["developer-tools", "microservices"], "enriched": true, "function": ["simulation", "developer-tools", "testing", "cli", "container-runtime"], "health_score": 99, "homepage": "https://kwok.sigs.k8s.io", "language": "Go", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["kubernetes-sigs/kwok"], "name": "kubernetes-sigs/kwok", "platform": ["windows", "cli", "cross-platform", "go"], "pushed_at": "2026-08-25T02:22:59+00:00", "repo": "kubernetes-sigs/kwok", "stars": 3177, "tags": ["kubernetes", "cluster-simulation", "fake-nodes", "kubelet-simulation", "scheduling-testing", "autoscaling-testing", "kwokctl", "lightweight", "multi-cluster", "ci-testing", "containers", "devops", "linux", "macos", "docker"], "topics": ["k8s-sig-scheduling", "kubernetes", "simulator", "docker", "golang", "mulit-cluster", "nerdctl"], "urls": [], "use_cases": ["simulate thousands of kubernetes nodes on a laptop", "test kubernetes schedulers and autoscalers at scale", "create fast throwaway kubernetes clusters for CI", "test kubernetes controllers without real workloads", "benchmark cluster performance with many fake pods", "learn kubernetes without provisioning real machines"], "what_it_is": "KWOK (Kubernetes WithOut Kubelet) is a toolkit for simulating Kubernetes clusters with thousands of fake nodes and pods at very low resource cost. It provides `kwok` for simulating node/pod lifecycles and `kwokctl` for creating and managing simulated clusters.", "when_to_avoid": ["you need to actually run real containerized workloads and reach them over the network", "you need exact kubelet behavior fidelity (consider kubemark)", "you need a production cluster"], "when_to_choose": ["you need large-scale node/pod simulation with minimal CPU and memory", "you want instant cluster creation/deletion for testing scheduling or autoscaling", "you need a kind alternative when pods don't need to actually run", "you want kubectl/helm-compatible clusters for tooling tests"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/kwok", "repo": "kubernetes-sigs/kwok", "role": "main", "score": 85}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.662535+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:25:08.338282+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e204cf91397ad7ab1ac2b43afa8fbd7b55bef923c9d61aa1840792c57abd7", "fetched_at": "2026-08-28T04:07:47.662535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kubernetes-sigs/kwok"}, {"content_hash": "7a4c2963fbcea5f98f3c5ab44c4c9e24a52670338614356982459461fff64b8b", "fetched_at": "2026-08-29T09:39:29.451596+00:00", "kind": "homepage", "missing": false, "url": "https://kwok.sigs.k8s.io"}, {"content_hash": "6d5362841fd666a4beea6af5e44669f5e08f01b1052ff6aff842106ad8013253", "fetched_at": "2026-08-29T09:39:29.453949+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user"}, {"content_hash": "16e8268c24118a354af636393ca7e5d74cb9b06c9633ef081d556c095e09d9ba", "fetched_at": "2026-08-29T09:39:29.455520+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/all-in-one-image"}, {"content_hash": "13431a0622eb69f3aa214f35c40d57a093c294ca3c3a17a01753ab6e24f83696", "fetched_at": "2026-08-29T09:39:29.457174+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/github-action"}, {"content_hash": "9b31320db77404778bc609257993c1142923be274fcee6c090c80407641bdc25", "fetched_at": "2026-08-29T09:39:29.458886+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/installation"}, {"content_hash": "b478c4158c832bdea88b797def1f95cfc647224275a53ca74b84745614e2b4dc", "fetched_at": "2026-08-29T09:39:29.460501+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-in-cluster"}, {"content_hash": "3e8d806bb6a52fc340d84b9f1efe003c5e401b7dffdb0fba57546c3aef0bd631", "fetched_at": "2026-08-29T09:39:29.462188+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-out-cluster"}, {"content_hash": "9a1e5bbe7b52b0038d3eee76be6a19c77a257f602e6c8591ec066d061cb2b7fe", "fetched_at": "2026-08-29T09:39:29.463837+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwokctl-manage-cluster"}, {"content_hash": "2d20058ecaaa89eeecf0eff2dc261d4c93f52d2abe793849400b431d38a0e48d", "fetched_at": "2026-08-29T09:39:29.465451+00:00", "kind": "site_page", "missing": false, "url": "https://kwok.sigs.k8s.io/docs/user/kwok-manage-nodes-and-pods"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 58}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1497, "days_push": 9, "days_rel": 71, "gap_med": 300.0, "n_releases_24m": 3}, "score": 85, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}