Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-20 09:15 UTC

kubeflow / spark-operator

Kubernetes operator for managing the lifecycle of Apache Spark applications on Kubernetes.

Python · GoApache-2.0★ 3,154 stars⑂ 1,526 forkssince Jan 2018View on GitHub ↗
KindNetwork serviceCommand-line toolLibraryhow this is determined

kubeflow/spark-operator holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (93/100) and lowest on AI Readiness (67/100). It was last updated 2 days ago. 2 contributors account for most of its recent work.

98
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

98
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.

The weighted overall 86 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

KubeflowOrganization · verified domain
2,511 followers49 public repossince Oct 2017

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/kubeflow/spark-operator/v2v2.5.2-2051 days ago

Metrics by category

Vitality

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

93Exceptional · 21% of overall
How it's scored
36/36Push recencylast push 2 days ago
31.2/36Commit cadence45/52 weeks with commits
18/18Commit volume188 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year188
human_commit_share0.86
days_since_last_push2
active_weeks_last_year45
How it's scored
27/27Ships releases94 releases published
36/36Release recencylatest release 50 days ago
27/27Release cadencea release every ~44.4 days
0/10OpenSSF Scorecard: Signed-ReleasesProject has not signed or included provenance with any releases.
Inputs used
releases_count94
latest_release_tagv2.5.2
releases_from_tagsno
days_since_latest_release50
mean_days_between_releases44.4

Community & Adoption

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

92Excellent · 17% of overall
How it's scored
56.8/60Stars3,154 stars
25/25Forks1,526 forks
10.3/15Watchers72 watchers
Inputs used
forks1,526
stars3,154
watchers72
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges5
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io, www.bestpractices.dev
has_pull_request_templateyes

Sustainability & Governance

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

83Excellent · 23% of overall
How it's scored
25.2/54Bus factor2 contributor(s) cover half of all commits
11.9/22.5Commit distributiontop contributor authored 47% of commits
13.5/13.5Contributor breadth99 contributors
10/10OpenSSF Scorecard: Contributorsproject has 25 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled99
top_contributor_share0.47
How it's scored
39.8/42Issue resolution95% of issues closed
19.6/30PR acceptance1,088/1,668 decided PRs merged
6.9/13Newcomer PR acceptance8/15 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Reviewall changesets reviewed
Inputs used
merged_prs1,088
open_issues76
closed_issues1,358
prs_merged_7d3
prs_decided_7d4
prs_merged_30d15
prs_decided_30d23
issue_closed_ratio0.947
closed_unmerged_prs580
first_time_authors_30d11
first_time_prs_merged_30d8
first_time_prs_decided_30d15
How it's scored
30/30Ownership backingorganization-owned
20/20Verified domain
24.4/25Owner reach2,511 followers of kubeflow
24.4/25Track record49 public repos, account ~8 yr old
Inputs used
followers2,511
owner_typeOrganization
is_verifiedyes
owner_loginkubeflow
public_repos49
account_age_days3,249

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on go
35/35Publish recencylatest publish 51 days ago
20/20Version history20 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesgithub.com/kubeflow/spark-operator/v2
ecosystemsgo
any_deprecatedno
min_days_since_publish51

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall
How it's scored
24/24CI workflows14 workflow(s)
24/24Tests present
16/16Linter config.golangci.yaml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests30 out of 30 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

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://spark.kubeflow.org/en/latest/
10/10Repository description
10/10Topics7 topics
0/10Wiki
Inputs used
topicskubernetes, kubernetes-operator, apache-spark, kubernetes-crd, kubernetes-controller, spark, google-cloud-dataproc
has_wikino
homepagehttps://spark.kubeflow.org/en/latest/
docs_sitehttps://spark.kubeflow.org/en/latest/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

72Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
2.2/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
1.2/2.5CII-Best-Practicesbadge detected: Passing
7.5/7.5Code-Reviewall changesets reviewed
2.5/2.5Contributorsproject has 25 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
5/5Fuzzingproject is fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
4.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
1/5SASTSAST tool is not run on all commits -- score normalized to 2
5/5Security-Policysecurity policy file detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities23 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6.8
How it's scored
24.7/35Direct dependencies free of known advisories2 affected: golang.org/x/mod v0.35.0 (unknown), golang.org/x/mod v0.37.0 (unknown)
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
40/40No advisories left outstandingno advisory has been public longer than 90 days
Inputs used
sourceosv
advisories28
affected_packages10
assessed_packages196
unassessed_packages1
affected_by_severityhigh 1, moderate 3, unknown 6
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 196 resolved dependencies against OSV. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

67Good · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history86 of 86 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrapMakefile, docs/website/Makefile
22/22Automated tests
11/11Lint / format config.golangci.yaml
0/11Static type checking
10/10Reproducible environmentDockerfile, lockfile
10/10Demonstrated agent practice10 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance14 of the last 100 commits are automated dependency updates
9/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile, docs/website/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.1
toolchain_manifestsgo.mod, test/e2e/go.mod
dependency_bot_commit_share0.14
How it's scored
0/45Type-checkable codePython without a type-check config
54.6/55Manageable file sizes4/554 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes1,011,900
source_files_sampled554
oversized_source_files4
How it's scored
40/40API schema (OpenAPI/GraphQL/proto)api/openapi-spec/swagger.json
0/20MCP server
40/40Runnable examplesexamples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalno
api_schema_filesapi/openapi-spec/swagger.json
interfaces_expected_ofnetwork-service

Key facts

3,154GitHub stars
99contributors
188commits, last 12 months
2days since last push
94releases
2bus factor
76open issues
Gopackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 15 authors (cap 12)

More detail

Star and fork history 0 ★ / 1,526 ⇿
0Stars
1,526Forks
71Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

4006008001,0001,2001,4001,6001,526142020-122023-102026-09
Major 1Minor 5Patch 6

Each point covers 6 days.

OpenSSF Scorecard 6.8 / 10
6.8aggregate

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 · 2026-09-20 09:15 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
5CII-Best-Practicesbadge detected: Passing
10Code-Reviewall changesets reviewed
10Contributorsproject has 25 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
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
0Vulnerabilities23 existing vulnerabilities detected
Direct dependencies 25
RegistryPackageVersion constraintManifest
Gogithub.com/go-logr/logrv1.4.3go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/onsi/ginkgo/v2v2.27.2go.mod
Gogithub.com/onsi/gomegav1.38.2go.mod
Gogithub.com/prometheus/client_golangv1.23.2go.mod
Gogithub.com/robfig/cron/v3v3.0.1go.mod
Gogithub.com/spf13/cobrav1.10.1go.mod
Gogithub.com/spf13/viperv1.21.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogo.uber.org/zapv1.27.0go.mod
Gogolang.org/x/modv0.35.0go.mod
Gogolang.org/x/timev0.14.0go.mod
Gok8s.io/apiv0.35.4go.mod
Gok8s.io/apiextensions-apiserverv0.35.4go.mod
Gok8s.io/apimachineryv0.35.4go.mod
Gok8s.io/apiserverv0.35.4go.mod
Gok8s.io/client-gov0.35.4go.mod
Gok8s.io/component-basev0.35.4go.mod
Gok8s.io/klog/v2v2.130.1go.mod
Gok8s.io/kube-openapiv0.0.0-20250910181357-589584f1c912go.mod
Gok8s.io/utilsv0.0.0-20251002143259-bc988d571ff4go.mod
Gosigs.k8s.io/controller-runtimev0.23.3go.mod
Gosigs.k8s.io/scheduler-pluginsv0.34.7go.mod
Gosigs.k8s.io/yamlv1.6.0go.mod
Govolcano.sh/apisv1.10.0go.mod
All dependencies 197

Full resolved dependency set from the GitHub dependency graph: 25 direct and 172 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Gogithub.com/go-logr/logrv1.4.3direct
Gogithub.com/google/uuidv1.6.0direct
Gogithub.com/onsi/ginkgo/v2v2.27.2direct
Gogithub.com/onsi/ginkgo/v2v2.32.1direct
Gogithub.com/onsi/gomegav1.38.2direct
Gogithub.com/onsi/gomegav1.42.1direct
Gogithub.com/prometheus/client_golangv1.23.2direct
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Gogithub.com/spf13/cobrav1.10.1direct
Gogithub.com/spf13/cobrav1.10.2direct
Gogithub.com/spf13/viperv1.21.0direct
Gogithub.com/stretchr/testifyv1.11.1direct
Gogo.uber.org/zapv1.27.0direct
Gogolang.org/x/modv0.35.0direct
Gogolang.org/x/modv0.37.0direct
Gogolang.org/x/timev0.14.0direct
Gok8s.io/klog/v2v2.130.1direct
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Gok8s.io/utilsv0.0.0-20251002143259-bc988d571ff4direct
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Gosigs.k8s.io/scheduler-pluginsv0.34.7direct
Gosigs.k8s.io/yamlv1.6.0direct
Govolcano.sh/apisv1.10.0direct
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Gogithub.com/sagikazarmark/locaferov0.11.0indirect
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2indirect
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Gogithub.com/x448/float16v0.8.4indirect
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Gogo.yaml.in/yaml/v2v2.4.4indirect
Gogo.yaml.in/yaml/v3v3.0.4indirect
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Gogolang.org/x/netv0.54.0indirect
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Gogolang.org/x/syncv0.22.0indirect
Gogolang.org/x/sysv0.45.0indirect
Gogolang.org/x/sysv0.47.0indirect
Gogolang.org/x/termv0.43.0indirect
Gogolang.org/x/termv0.45.0indirect
Gogolang.org/x/textv0.37.0indirect
Gogolang.org/x/textv0.40.0indirect
Gogolang.org/x/toolsv0.44.0indirect
Gogolang.org/x/toolsv0.47.0indirect
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Gogoogle.golang.org/protobufv1.36.11indirect
Gogoogle.golang.org/protobufv1.36.12-0.20260120151049-f2248ac996afindirect
Gogopkg.in/evanphx/json-patch.v4v4.13.0indirect
Gogopkg.in/inf.v0v0.9.1indirect
Gogopkg.in/yaml.v3v3.0.1indirect
Gohelm.sh/helm/v3v3.20.2indirect
Gok8s.io/gengo/v2v2.0.0-20250922181213-ec3ebc5fd46bindirect
Gooras.land/oras-go/v2v2.6.2indirect
Gosigs.k8s.io/jsonv0.0.0-20250730193827-2d320260d730indirect
Gosigs.k8s.io/kustomize/apiv0.21.1indirect
Gosigs.k8s.io/kustomize/kyamlv0.21.1indirect
Gosigs.k8s.io/randfillv1.0.0indirect
Gosigs.k8s.io/structured-merge-diff/v6v6.3.2indirect
Gosigs.k8s.io/structured-merge-diff/v6v6.3.2-0.20260122202528-d9cc6641c482indirect
PyPIaccessible-pygments0.0.5indirect
PyPIalabaster0.7.16indirect
PyPIbabel2.18.0indirect
PyPIbeautifulsoup44.15.0indirect
PyPIcertifi2026.5.20indirect
PyPIcharset-normalizer3.4.7indirect
PyPIcolorama0.4.6indirect
PyPIdocutils0.21.2indirect
PyPIfuro2025.12.19indirect
PyPIidna3.18indirect
PyPIimagesize2.0.0indirect
PyPIjinja23.1.6indirect
PyPIlivereload2.7.1indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImyst-parser3.0.1indirect
PyPIpackaging26.2indirect
PyPIpydanticindirect
PyPIpygments2.20.0indirect
PyPIpyyaml6.0.3indirect
PyPIrequests2.34.2indirect
PyPIsnowballstemmer3.1.1indirect
PyPIsoupsieve2.8.4indirect
PyPIspark-operator-docs0.0.0indirect
PyPIsphinx7.4.7indirect
PyPIsphinx-autobuild2021.3.14indirect
PyPIsphinx-basic-ng1.0.0b2indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-design0.7.0indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-mermaid0.9.2indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsphinxext-opengraph0.13.0indirect
PyPItornado6.5.8indirect
PyPItyping-extensions4.15.0indirect
PyPIurllib32.7.0indirect
Dependency advisories 10

This repository publishes no package the index resolves, so its own dependency graph was assessed — 196 packages, which also include development and test pins that never ship: 10 carry known advisories, of which 2 are direct. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
google.golang.org/grpcv1.83.1indirecthigh21.85.0-dev.0.20260825072537-93e31b48545e
github.com/containerd/containerdv1.7.33indirectmoderate52.3.5
golang.org/x/netv0.54.0indirectmoderate81.27.0-rc.3
soupsieve2.8.4indirectmoderate22.9.0
golang.org/x/modv0.35.0directunknown21.27.0-rc.3
golang.org/x/modv0.37.0directunknown21.27.0-rc.3
github.com/klauspost/compressv1.18.0indirectunknown11.18.7
go.opentelemetry.io/otelv1.43.0indirectunknown11.44.0
golang.org/x/cryptov0.54.0indirectunknown40.56.0
golang.org/x/textv0.37.0indirectunknown10.39.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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