Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-16 06:18 UTC

kubeflow / spark-operator

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

Python · GoApache-2.0★ 3,153 stars⑂ 1,539 forkssince Jan 2018View on GitHub ↗
KindNetwork serviceCommand-line toolLibraryhow this is determined
#kubernetes#kubernetes-operator#apache-spark#kubernetes-crd#kubernetes-controller#spark#google-cloud-dataproc

kubeflow/spark-operator holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (92/100) and lowest on Security (72/100). It was last updated today. 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 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

KubeflowOrganization · verified domain
2,563 followers50 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/v2v2.5.2-2077 days ago

Metrics by category

Vitality

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

92Excellent · 21% of overall

Development activity

94Exceptional
How it's scored
36/36Push recency — last push 0 days ago
30.5/36Commit cadence — 44/52 weeks with commits
18/18Commit volume — 199 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year199
human_commit_share0.87
days_since_last_push0
active_weeks_last_year44

Release discipline

90Excellent
How it's scored
27/27Ships releases — 94 releases published
36/36Release recency — latest release 76 days ago
27/27Release cadence — a release every ~44.4 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count94
latest_release_tagv2.5.2
releases_from_tagsno
days_since_latest_release76
mean_days_between_releases44.4

Community & Adoption

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

92Excellent · 17% of overall

Popularity & adoption

92Excellent
How it's scored
56.8/60Stars — 3,153 stars
25/25Forks — 1,539 forks
10.3/15Watchers — 71 watchers
Inputs used
forks1,539
stars3,153
watchers71
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized 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?

84Excellent · 23% of overall

Maintainer resilience (bus factor)

61Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.1/22.5Commit distribution — top contributor authored 46% of commits
13.5/13.5Contributor breadth — 99 contributors
10/10OpenSSF Scorecard: Contributors — project has 24 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled99
top_contributor_share0.464

Issue & PR responsiveness

83Excellent
How it's scored
39.6/42Issue resolution — 94% of issues closed
19.6/30PR acceptance — 1,110/1,701 decided PRs merged
8.7/13Newcomer PR acceptance — 10/15 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs1,110
open_issues82
closed_issues1,373
prs_merged_7d6
prs_decided_7d9
prs_merged_30d20
prs_decided_30d27
issue_closed_ratio0.944
closed_unmerged_prs591
first_time_authors_30d9
first_time_prs_merged_30d10
first_time_prs_decided_30d15

Ownership & stewardship

99Exceptional
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
24.5/25Owner reach — 2,563 followers of kubeflow
24.4/25Track record — 50 public repos, account ~8 yr old
Inputs used
followers2,563
owner_typeOrganization
is_verifiedyes
owner_loginkubeflow
public_repos50
account_age_days3,275

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 77 days ago
20/20Version history — 20 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/kubeflow/spark-operator/v2
ecosystemsgo
any_deprecatedno
min_days_since_publish77

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 14 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yaml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 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 site — https://spark.kubeflow.org/en/latest/
10/10Repository description
10/10Topics — 7 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

Security posture

68Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
1.2/2.5CII-Best-Practices — badge detected: Passing
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 24 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
0.5/5SAST — SAST tool is not run on all commits -- score normalized to 1
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 — 31 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6.8

Dependency advisories

86Excellent
How it's scored
24.7/35Direct dependencies free of known advisories — 2 affected: golang.org/x/mod v0.35.0 (unknown), golang.org/x/mod v0.37.0 (unknown)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories45
affected_packages12
assessed_packages197
unassessed_packages1
affected_by_severityhigh 1, moderate 3, unknown 8
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 197 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.

81Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 87 of 87 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes8,625

Verify loop (build / test / typecheck)

88Excellent
How it's scored
18/18One-command bootstrap — Makefile, docs/website/Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yaml
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 9 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 13 of the last 100 commits are automated dependency updates
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency 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_share0.09
toolchain_manifestsgo.mod, test/e2e/go.mod
dependency_bot_commit_share0.13

Code legibility for models

55Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
54.6/55Manageable file sizes — 4/562 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes1,012,350
source_files_sampled562
oversized_source_files4

Machine-readable interfaces

80Excellent
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — api/openapi-spec/swagger.json
0/20MCP server
40/40Runnable examples — examples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalno
api_schema_filesapi/openapi-spec/swagger.json
interfaces_expected_ofnetwork-service

Key facts

3,153GitHub stars
99contributors
199commits, last 12 months
0days since last push
94releases
2bus factor
82open 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 16 authors (cap 12)

More detail

Star and fork history 0 ★ / 1,539 ⇿
0Stars
1,539Forks
68Releases

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.

4006008001,0001,2001,4001,6001,539122021-012023-112026-10
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 · 2026-10-16 06:17 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 24 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
1SASTSAST tool is not run on all commits -- score normalized to 1
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities31 existing vulnerabilities detected
Direct dependencies 26
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
Gogopkg.in/inf.v0v0.9.1go.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 198

Full resolved dependency set from the GitHub dependency graph: 26 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
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Gogithub.com/onsi/gomegav1.42.1direct
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Gogithub.com/spf13/cobrav1.10.1direct
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Gosigs.k8s.io/scheduler-pluginsv0.34.7direct
Gosigs.k8s.io/yamlv1.6.0direct
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Gogolang.org/x/oauth2v0.36.0indirect
Gogolang.org/x/syncv0.20.0indirect
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
Gogomodules.xyz/jsonpatch/v2v2.4.0indirect
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260526163538-3dc84a4a5aaaindirect
Gogoogle.golang.org/grpcv1.83.1indirect
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/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
PyPIpydantic—indirect
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
PyPItornado6.5.9indirect
PyPItyping-extensions4.15.0indirect
PyPIurllib32.8.0indirect
Dependency advisories 12

This repository publishes no package the index resolves, so its own dependency graph was assessed — 197 packages, which also include development and test pins that never ship: 12 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/containerdv1.7.33indirectmoderate82.4.1
golang.org/x/netv0.54.0indirectmoderate131.27.2
soupsieve2.8.4indirectmoderate42.9.0
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/netv0.57.0indirectunknown51.27.2
golang.org/x/textv0.37.0indirectunknown20.41.0
golang.org/x/textv0.40.0indirectunknown10.41.0

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.

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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 statistics — Go.