Public record
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 03:06 UTC

googlecloudplatform / cluster-toolkit

Cluster Toolkit is an open-source software offered by Google Cloud which makes it easy for customers to deploy AI/ML and HPC environments on Google Cloud.

HCL · Go · PythonApache-2.0★ 350 stars⑂ 310 forkssince Oct 2021View on GitHub ↗

googlecloudplatform/cluster-toolkit holds a health index of 83 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on AI Readiness (44/100). It was last updated today. 6 contributors account for most of its recent work.

83
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

83
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

21,211 followers1,497 public repossince Nov 2012

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

96Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,877 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,877
human_commit_share
days_since_last_push0
active_weeks_last_year52
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 4 days ago
27/27Release cadence — a release every ~9.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv1.97.0
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases9.8

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

74Good · 18% of overall
How it's scored
41.2/60Stars — 350 stars
20.8/25Forks — 310 forks
8.8/15Watchers — 39 watchers
Inputs used
forks310
stars350
watchers39
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

88Excellent · 24% of overall
How it's scored
48.6/54Bus factor — 6 contributor(s) cover half of all commits
19/22.5Commit distribution — top contributor authored 16% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Inputs used
bus_factor6
contributors_sampled100
top_contributor_share0.157
How it's scored
46.4/46.8Issue resolution — 99% of issues closed
31.7/38.3PR acceptance — 4,628/5,583 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs4,628
open_issues1
closed_issues149
issue_closed_ratio0.993
closed_unmerged_prs955
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 21,211 followers of GoogleCloudPlatform
25/25Track record — 1,497 public repos, account ~13 yr old
Inputs used
followers21,211
owner_typeOrganization
is_verified
owner_loginGoogleCloudPlatform
public_repos1,497
account_age_days4,991

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 20% of overall
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://cloud.google.com/cluster-toolkit/docs/overview
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepagehttps://cloud.google.com/cluster-toolkit/docs/overview
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

62Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
7.5/7.5Branch-Protection — branch protection is fully enabled on development and all release branches
2.5/2.5CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 15 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
1/5SAST — SAST tool is not run on all commits -- score normalized to 2
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 50 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.2
Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

44At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
0/45Type-checkable code — HCL without a type-check config
52.9/55Manageable file sizes — 12/310 source files over 60KB
Inputs used
primary_languageHCL
largest_source_bytes529,757
source_files_sampled310
oversized_source_files12
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Key facts

350GitHub stars
100contributors
1,877commits, last 12 months
0days since last push
100releases
6bus factor
1open issues
Gopackage ecosystems

More detail

OpenSSF Scorecard 6.2 / 10
6.2aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-18 03:06 UTC

10Binary-Artifactsno binaries found in the repo
10Branch-Protectionbranch protection is fully enabled on development and all release branches
10CI-Tests22 out of 22 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
2SASTSAST tool is not run on all commits -- score normalized to 2
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities50 existing vulnerabilities detected
Direct dependencies 35
RegistryPackageVersion constraintManifest
Gogithub.com/go-git/go-git/v5v5.18.0go.mod
Gogithub.com/hashicorp/go-getterv1.8.4go.mod
Gogithub.com/hashicorp/hcl/v2v2.24.0go.mod
Gogithub.com/hashicorp/terraform-config-inspectv0.0.0-20250731202709-e8a84eebd3e7go.mod
Gogithub.com/otiai10/copyv1.14.1go.mod
Gogithub.com/pkg/errorsv0.9.1go.mod
Gogithub.com/spf13/aferov1.15.0go.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogithub.com/zclconf/go-ctyv1.17.0go.mod
Gogolang.org/x/expv0.0.0-20250911091902-df9299821621go.mod
Gogopkg.in/check.v1v1.0.0-20201130134442-10cb98267c6cgo.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Gocloud.google.com/go/billingv1.20.4go.mod
Gocloud.google.com/go/filestorev1.10.3go.mod
Gocloud.google.com/go/resourcemanagerv1.10.6go.mod
Gogithub.com/fatih/colorv1.18.0go.mod
Gogithub.com/go-git/go-billy/v5v5.8.0go.mod
Gogithub.com/google/go-cmpv0.7.0go.mod
Gogithub.com/google/go-containerregistryv0.20.7go.mod
Gogithub.com/hashicorp/terraform-execv0.24.0go.mod
Gogithub.com/mattn/go-isattyv0.0.20go.mod
Gogithub.com/moby/patternmatcherv0.6.0go.mod
Gogithub.com/zclconf/go-cty-debugv0.0.0-20240509010212-0d6042c53940go.mod
Gogolang.org/x/modv0.30.0go.mod
Gogoogle.golang.org/apiv0.256.0go.mod
Gogopkg.in/yaml.v2v2.4.0go.mod
Gok8s.io/apiv0.32.0go.mod
Gok8s.io/apimachineryv0.32.0go.mod
Gok8s.io/client-gov0.32.0go.mod
Gosigs.k8s.io/yamlv1.6.0go.mod
Gogithub.com/agext/levenshteinv1.2.3go.mod
Gogithub.com/hashicorp/go-versionv1.9.0go.mod
Gogithub.com/spf13/pflagv1.0.10go.mod
Gogolang.org/x/oauth2v0.34.0go.mod
Gogolang.org/x/sysv0.40.0go.mod
All dependencies 436

Full resolved dependency set from the GitHub dependency graph: 41 direct and 395 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Gocloud.google.com/go/billingv1.20.4direct
Gocloud.google.com/go/filestorev1.10.3direct
Gocloud.google.com/go/resourcemanagerv1.10.6direct
Gogithub.com/agext/levenshteinv1.2.3direct
Gogithub.com/fatih/colorv1.18.0direct
Gogithub.com/go-git/go-billy/v5v5.8.0direct
Gogithub.com/go-git/go-git/v5v5.18.0direct
Gogithub.com/google/go-cmpv0.7.0direct
Gogithub.com/google/go-containerregistryv0.20.7direct
Gogithub.com/hashicorp/go-getterv1.8.4direct
Gogithub.com/hashicorp/go-versionv1.9.0direct
Gogithub.com/hashicorp/hcl/v2v2.24.0direct
Gogithub.com/hashicorp/terraform-config-inspectv0.0.0-20250731202709-e8a84eebd3e7direct
Gogithub.com/hashicorp/terraform-execv0.24.0direct
Gogithub.com/mattn/go-isattyv0.0.20direct
Gogithub.com/moby/patternmatcherv0.6.0direct
Gogithub.com/otiai10/copyv1.14.1direct
Gogithub.com/pkg/errorsv0.9.1direct
Gogithub.com/spf13/aferov1.15.0direct
Gogithub.com/spf13/cobrav1.10.2direct
Gogithub.com/spf13/pflagv1.0.10direct
Gogithub.com/zclconf/go-ctyv1.17.0direct
Gogithub.com/zclconf/go-cty-debugv0.0.0-20240509010212-0d6042c53940direct
Gogolang.org/x/expv0.0.0-20250911091902-df9299821621direct
Gogolang.org/x/modv0.30.0direct
Gogolang.org/x/oauth2v0.34.0direct
Gogolang.org/x/oauth2v0.36.0direct
Gogolang.org/x/sysv0.40.0direct
Gogolang.org/x/sysv0.45.0direct
Gogoogle.golang.org/apiv0.256.0direct
Gogopkg.in/check.v1v1.0.0-20201130134442-10cb98267c6cdirect
Gogopkg.in/yaml.v2v2.4.0direct
Gogopkg.in/yaml.v3v3.0.1direct
Gok8s.io/apiv0.32.0direct
Gok8s.io/apiv0.33.3direct
Gok8s.io/apimachineryv0.32.0direct
Gok8s.io/apimachineryv0.33.3direct
Gok8s.io/client-gov0.32.0direct
Gok8s.io/client-gov0.33.3direct
Gosigs.k8s.io/yamlv1.4.0direct
Gosigs.k8s.io/yamlv1.6.0direct
Gocel.dev/exprv0.25.1indirect
Gocloud.google.com/gov0.123.0indirect
Gocloud.google.com/go/authv0.17.0indirect
Gocloud.google.com/go/auth/oauth2adaptv0.2.8indirect
Gocloud.google.com/go/compute/metadatav0.9.0indirect
Gocloud.google.com/go/iamv1.5.3indirect
Gocloud.google.com/go/longrunningv0.7.0indirect
Gocloud.google.com/go/monitoringv1.24.2indirect
Gocloud.google.com/go/storagev1.58.0indirect
Godario.cat/mergov1.0.2indirect
Gogithub.com/apparentlymart/go-textseg/v15v15.0.0indirect
Gogithub.com/aws/aws-sdk-go-v2v1.41.5indirect
Gogithub.com/aws/aws-sdk-go-v2/aws/protocol/eventstreamv1.7.8indirect
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.6indirect
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.19.6indirect
Gogithub.com/aws/aws-sdk-go-v2/feature/ec2/imdsv1.18.16indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/configsourcesv1.4.21indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/endpoints/v2v2.7.21indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/iniv1.8.4indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/v4av1.4.22indirect
Gogithub.com/aws/aws-sdk-go-v2/service/internal/accept-encodingv1.13.7indirect
Gogithub.com/aws/aws-sdk-go-v2/service/internal/checksumv1.9.13indirect
Gogithub.com/aws/aws-sdk-go-v2/service/internal/presigned-urlv1.13.21indirect
Gogithub.com/aws/aws-sdk-go-v2/service/internal/s3sharedv1.19.21indirect
Gogithub.com/aws/aws-sdk-go-v2/service/s3v1.97.3indirect
Gogithub.com/aws/aws-sdk-go-v2/service/signinv1.0.4indirect
Gogithub.com/aws/aws-sdk-go-v2/service/ssov1.30.8indirect
Gogithub.com/aws/aws-sdk-go-v2/service/ssooidcv1.35.12indirect
Gogithub.com/aws/aws-sdk-go-v2/service/stsv1.41.5indirect
Gogithub.com/aws/smithy-gov1.24.2indirect
Gogithub.com/bgentry/go-netrcv0.0.0-20140422174119-9fd32a8b3d3dindirect
Gogithub.com/cespare/xxhash/v2v2.3.0indirect
Gogithub.com/cloudflare/circlv1.6.3indirect
Gogithub.com/cncf/xds/gov0.0.0-20251210132809-ee656c7534f5indirect
Gogithub.com/containerd/stargz-snapshotter/estargzv0.18.1indirect
Gogithub.com/cyphar/filepath-securejoinv0.6.0indirect
Gogithub.com/davecgh/go-spewv1.1.1indirect
Gogithub.com/davecgh/go-spewv1.1.2-0.20180830191138-d8f796af33ccindirect
Gogithub.com/docker/cliv29.2.0+incompatibleindirect
Gogithub.com/docker/distributionv2.8.3+incompatibleindirect
Gogithub.com/docker/docker-credential-helpersv0.9.5indirect
Gogithub.com/emicklei/go-restful/v3v3.11.0indirect
Gogithub.com/emirpasic/godsv1.18.1indirect
Gogithub.com/envoyproxy/go-control-plane/envoyv1.36.0indirect
Gogithub.com/envoyproxy/protoc-gen-validatev1.3.0indirect
Gogithub.com/felixge/httpsnoopv1.0.4indirect
Gogithub.com/fxamacker/cbor/v2v2.7.0indirect
Gogithub.com/fxamacker/cbor/v2v2.9.0indirect
Gogithub.com/go-git/gcfgv1.5.1-0.20230307220236-3a3c6141e376indirect
Gogithub.com/go-jose/go-jose/v4v4.1.4indirect
Gogithub.com/go-logr/logrv1.4.3indirect
Gogithub.com/go-logr/stdrv1.2.2indirect
Gogithub.com/go-openapi/jsonpointerv0.21.0indirect
Gogithub.com/go-openapi/jsonreferencev0.20.2indirect
Gogithub.com/go-openapi/swagv0.23.0indirect
Gogithub.com/gogo/protobufv1.3.2indirect
Gogithub.com/golang/groupcachev0.0.0-20241129210726-2c02b8208cf8indirect
Gogithub.com/google/gnostic-modelsv0.6.9indirect
Gogithub.com/google/gofuzzv1.2.0indirect
Gogithub.com/google/s2a-gov0.1.9indirect
Gogithub.com/google/uuidv1.6.0indirect
Gogithub.com/googleapis/enterprise-certificate-proxyv0.3.7indirect
Gogithub.com/googleapis/gax-go/v2v2.15.0indirect
Gogithub.com/googlecloudplatform/opentelemetry-operations-go/detectors/gcpv1.30.0indirect
Gogithub.com/googlecloudplatform/opentelemetry-operations-go/exporter/metricv0.54.0indirect
Gogithub.com/googlecloudplatform/opentelemetry-operations-go/internal/resourcemappingv0.54.0indirect
Gogithub.com/hashicorp/aws-sdk-go-base/v2v2.0.0-beta.70indirect
Gogithub.com/hashicorp/go-cleanhttpv0.5.2indirect
Gogithub.com/hashicorp/go-retryablehttpv0.7.8indirect
Gogithub.com/hashicorp/hclv1.0.0indirect
Gogithub.com/hashicorp/terraform-jsonv0.27.1indirect
Gogithub.com/inconshreveable/mousetrapv1.1.0indirect
Gogithub.com/jbenet/go-contextv0.0.0-20150711004518-d14ea06fba99indirect
Gogithub.com/josharian/internv1.0.0indirect
Gogithub.com/json-iterator/gov1.1.12indirect
Gogithub.com/kevinburke/ssh_configv1.2.0indirect
Gogithub.com/klauspost/compressv1.18.3indirect
Gogithub.com/kr/prettyv0.3.1indirect
Gogithub.com/kr/textv0.2.0indirect
Gogithub.com/mailru/easyjsonv0.7.7indirect
Gogithub.com/mattn/go-colorablev0.1.14indirect
Gogithub.com/microsoft/go-winiov0.6.2indirect
Gogithub.com/mitchellh/go-homedirv1.1.0indirect
Gogithub.com/mitchellh/go-wordwrapv1.0.1indirect
Gogithub.com/modern-go/concurrentv0.0.0-20180306012644-bacd9c7ef1ddindirect
Gogithub.com/modern-go/reflect2v1.0.2indirect
Gogithub.com/modern-go/reflect2v1.0.3-0.20250322232337-35a7c28c31eeindirect
Gogithub.com/munnerz/goautonegv0.0.0-20191010083416-a7dc8b61c822indirect
Gogithub.com/opencontainers/go-digestv1.0.0indirect
Gogithub.com/opencontainers/image-specv1.1.1indirect
Gogithub.com/otiai10/mintv1.6.3indirect
Gogithub.com/pjbgf/sha1cdv0.4.0indirect
Gogithub.com/planetscale/vtprotobufv0.6.1-0.20240319094008-0393e58bdf10indirect
Gogithub.com/protonmail/go-cryptov1.3.0indirect
Gogithub.com/rogpeppe/go-internalv1.14.1indirect
Gogithub.com/sergi/go-diffv1.4.0indirect
Gogithub.com/sirupsen/logrusv1.9.4indirect
Gogithub.com/skeema/knownhostsv1.3.1indirect
Gogithub.com/spiffe/go-spiffe/v2v2.6.0indirect
Gogithub.com/stretchr/testifyv1.11.1indirect
Gogithub.com/ulikunitz/xzv0.5.15indirect
Gogithub.com/vbatts/tar-splitv0.12.2indirect
Gogithub.com/x448/float16v0.8.4indirect
Gogithub.com/xanzy/ssh-agentv0.3.3indirect
Gogo.opentelemetry.io/auto/sdkv1.2.1indirect
Gogo.opentelemetry.io/contrib/detectors/gcpv1.39.0indirect
Gogo.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpcv0.63.0indirect
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.62.0indirect
Gogo.opentelemetry.io/otelv1.41.0indirect
Gogo.opentelemetry.io/otel/metricv1.41.0indirect
Gogo.opentelemetry.io/otel/sdkv1.40.0indirect
Gogo.opentelemetry.io/otel/sdk/metricv1.40.0indirect
Gogo.opentelemetry.io/otel/tracev1.41.0indirect
Gogo.yaml.in/yaml/v2v2.4.3indirect
Gogolang.org/x/cryptov0.46.0indirect
Gogolang.org/x/netv0.48.0indirect
Gogolang.org/x/netv0.55.0indirect
Gogolang.org/x/syncv0.19.0indirect
Gogolang.org/x/termv0.38.0indirect
Gogolang.org/x/termv0.43.0indirect
Gogolang.org/x/textv0.32.0indirect
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                    "code": "public_repos",
                    "params": {
                      "count": 1497
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 88,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://cloud.google.com/cluster-toolkit/docs/overview",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://cloud.google.com/cluster-toolkit/docs/overview",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 62,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 62,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is fully enabled on development and all release branches",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 2",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "50 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 74,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "HCL",
              "largest_source_bytes": 529757,
              "source_files_sampled": 310,
              "oversized_source_files": 12
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "HCL without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "HCL"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "12/310 source files over 60KB",
                "points": 52.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 310,
                      "oversized": 12
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-18T03:06:49.395948Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/googlecloudplatform/cluster-toolkit.svg",
  "full_name": "googlecloudplatform/cluster-toolkit",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics.