Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-19 02:04 UTC

kubeflow / kale

Kubeflow’s superfood for Data Scientists

Python · TypeScriptApache-2.0★ 705 stars⑂ 164 forkssince Jan 2019View on GitHub ↗
KindLibraryCommand-line toolhow this is determined
#kubeflow#kubeflow-pipelines#jupyter-notebook#machine-learning

kubeflow/kale holds a health index of 96 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (100/100) and lowest on Security (64/100). It was last updated today. 2 contributors account for most of its recent work.

96
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.

96
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 84 is calibrated to 96 on the published index scale (record calibration 2026-08-02).

Ownership

KubeflowOrganization · verified domain
2,568 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
PyPIkubeflow-kale2.3.01,2972520 days ago

Metrics by category

Vitality

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

98Exceptional · 21% of overall

Development activity

96Exceptional
How it's scored
36/36Push recency — last push 0 days ago
32.5/36Commit cadence — 47/52 weeks with commits
18/18Commit volume — 246 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year246
human_commit_share0.54
days_since_last_push0
active_weeks_last_year47

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 17 releases published
36/36Release recency — latest release 20 days ago
27/27Release cadence — a release every ~22.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count17
latest_release_tagv2.3.0
releases_from_tagsno
days_since_latest_release20
mean_days_between_releases22.2

Community & Adoption

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

71Good · 17% of overall

Popularity & adoption

71Good
How it's scored
46.2/60Stars — 705 stars
18.4/25Forks — 164 forks
6.5/15Watchers — 16 watchers
Inputs used
forks164
stars705
watchers16
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
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
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

52Moderate
How it's scored
41.5/80Monthly downloads — 1,297 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageskubeflow-kale
dependents—
ecosystemspypi
total_downloads—
monthly_downloads1,297
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

83Excellent · 23% of overall

Maintainer resilience (bus factor)

58Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
13.1/22.5Commit distribution — top contributor authored 42% of commits
13.5/13.5Contributor breadth — 24 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor2
contributors_sampled24
top_contributor_share0.417

Issue & PR responsiveness

85Excellent
How it's scored
39/42Issue resolution — 93% of issues closed
21.2/30PR acceptance — 459/651 decided PRs merged
11.8/13Newcomer PR acceptance — 10/11 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs459
open_issues26
closed_issues333
prs_merged_7d7
prs_decided_7d8
prs_merged_30d21
prs_decided_30d24
issue_closed_ratio0.928
closed_unmerged_prs192
first_time_authors_30d3
first_time_prs_merged_30d10
first_time_prs_decided_30d11

Ownership & stewardship

99Exceptional
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
24.5/25Owner reach — 2,568 followers of kubeflow
24.4/25Track record — 50 public repos, account ~8 yr old
Inputs used
followers2,568
owner_typeOrganization
is_verifiedyes
owner_loginkubeflow
public_repos50
account_age_days3,278

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 20 days ago
20/20Version history — 25 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageskubeflow-kale
ecosystemspypi
any_deprecatedno
min_days_since_publish20

Engineering Quality

Are baseline engineering and documentation practices in place?

100Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.mjs, pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://kale.kubeflow.org/
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicskubeflow, kubeflow-pipelines, jupyter-notebook, machine-learning
has_wikiyes
homepagehttps://kale.kubeflow.org/
docs_sitehttps://kale.kubeflow.org/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

64Moderate · 16% of overall

Security posture

55Moderate
How it's scored
30/30Security policy (SECURITY.md)
0/25Dependabot config
25/25Dependency lockfiles — uv.lock, yarn.lock
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilesuv.lock, yarn.lock
manifestslabextension/package.json, pyproject.toml
has_codeql_workflowno
has_security_policyyes
has_dependabot_configno

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages114
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:kubeflow-kale@2.3.0 runtime dependency closure — what installing the published package pulls in — 114 packages. 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.

79Good · 4% of overall

Agent context & guidance

40Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 54 of 54 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—

Verify loop (build / test / typecheck)

100Exceptional
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.mjs, pyproject.toml ([tool.ruff])
11/11Static type checking — labextension/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 24 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 45 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock, yarn.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configslabextension/tsconfig.json
agent_commit_share0.24
toolchain_manifests—
dependency_bot_commit_share0.45

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (labextension/tsconfig.json)
55/55Manageable file sizes — 0/146 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes58,226
source_files_sampled146
oversized_source_files0

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

705GitHub stars
24contributors
246commits, last 12 months
0days since last push
17releases
2bus factor
26open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch npm package 'jupyterlab-kubeflow-kale' from its registry
  • OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit; 2026/10/19 02:04:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 164 ⇿
0Stars
164Forks
16Releases

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.

0408012016016032019-062023-022026-10
Major 1Minor 7Patch 3

Each point covers 7 days.

Direct dependencies 24
RegistryPackageVersion constraintManifest
npm@jupyterlab/application^4.5.6labextension/package.json
npm@jupyterlab/cells^4.5.6labextension/package.json
npm@jupyterlab/coreutils^6.5.6labextension/package.json
npm@jupyterlab/nbformat^4.5.6labextension/package.json
npm@jupyterlab/notebook^4.5.6labextension/package.json
npm@jupyterlab/settingregistry^4.5.6labextension/package.json
npmjson5^2.2.3labextension/package.json
PyPIkfp>=2.16.0pyproject.toml
PyPIautopep8>=2.0.0pyproject.toml
PyPIastor>=0.8.1pyproject.toml
PyPInetworkx>=3.0.0pyproject.toml
PyPIjinja2>=3.0.0pyproject.toml
PyPIpyflakes>=3.0.0pyproject.toml
PyPIdill>=0.3.8pyproject.toml
PyPIIPython>=8.30.0pyproject.toml
PyPIjupyter-client>=8.6.3pyproject.toml
PyPIjupyter-core>=5.8.1pyproject.toml
PyPInbconvert>=7.16.0pyproject.toml
PyPInbformat>=5.10.4pyproject.toml
PyPIipykernel>=6.29.5pyproject.toml
PyPInotebook>=7.4.4pyproject.toml
PyPIpackaging>=25.0pyproject.toml
PyPIprogress>=1.5pyproject.toml
PyPIkubernetes>=30.0.0pyproject.toml
All dependencies 1,472

Full resolved dependency set from the GitHub dependency graph: 30 direct and 1,442 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npm@jupyterlab/application4.5.1direct
npm@jupyterlab/application4.5.6direct
npm@jupyterlab/cells4.5.1direct
npm@jupyterlab/cells4.5.6direct
npm@jupyterlab/coreutils6.5.1direct
npm@jupyterlab/coreutils6.5.6direct
npm@jupyterlab/nbformat4.5.1direct
npm@jupyterlab/nbformat4.5.6direct
npm@jupyterlab/notebook4.5.1direct
npm@jupyterlab/notebook4.5.6direct
npm@jupyterlab/settingregistry4.5.1direct
npm@jupyterlab/settingregistry4.5.6direct
npmjson52.2.3direct
PyPIastor0.8.1direct
PyPIautopep82.3.2direct
PyPIdill0.4.1direct
PyPIipykernel7.2.0direct
PyPIipython9.10.0direct
PyPIjinja23.1.6direct
PyPIjupyter-client8.8.0direct
PyPIjupyter-core5.9.1direct
PyPIkfp2.16.0direct
PyPIkubernetes30.1.0direct
PyPInbconvert7.17.1direct
PyPInbformat5.10.4direct
PyPInetworkx3.6.1direct
PyPInotebook7.5.6direct
PyPIpackaging26.0direct
PyPIprogress1.6.1direct
PyPIpyflakes3.4.0direct
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npm@babel/code-frame7.27.1indirect
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npm@emotion/react11.14.0indirect
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npm@emotion/unitless0.10.0indirect
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npm@emotion/utils1.4.2indirect
npm@emotion/weak-memoize0.4.0indirect
npm@eslint-community/eslint-utils4.9.1indirect
npm@eslint-community/regexpp4.12.2indirect
npm@eslint/config-array0.21.1indirect
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npm@eslint/eslintrc3.3.3indirect
npm@eslint/js9.39.2indirect
npm@eslint/object-schema2.1.7indirect
npm@eslint/plugin-kit0.4.1indirect
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PyPIattrs25.4.0indirect
PyPIbabel2.18.0indirect
PyPIbeautifulsoup44.14.3indirect
PyPIbleach6.4.0indirect
PyPIcertifi2026.2.25indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.4indirect
PyPIclick8.3.1indirect
PyPIclick-option-group0.5.7indirect
PyPIcolorama0.4.6indirect
PyPIcomm0.2.3indirect
PyPIcoverage7.13.4indirect
PyPIcryptography50.0.0indirect
PyPIdebugpy1.8.20indirect
PyPIdecorator5.2.1indirect
PyPIdefusedxml0.7.1indirect
PyPIdistlib0.4.0indirect
PyPIdocstring-parser0.17.0indirect
PyPIdocutils0.22.4indirect
PyPIexecuting2.2.1indirect
PyPIfastjsonschema2.21.2indirect
PyPIfilelock3.25.0indirect
PyPIfqdn1.5.1indirect
PyPIfuro2025.12.19indirect
PyPIgoogle-api-core2.30.0indirect
PyPIgoogle-auth2.48.0indirect
PyPIgoogle-cloud-core2.5.0indirect
PyPIgoogle-cloud-storage3.9.0indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIgoogle-resumable-media2.8.0indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIh110.16.0indirect
PyPIh5py—indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIidentify2.6.17indirect
PyPIidna3.15indirect
PyPIimagesize2.0.0indirect
PyPIiniconfig2.3.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIipywidgets—indirect
PyPIisoduration20.11.0indirect
PyPIjedi0.19.2indirect
PyPIjoblib—indirect
PyPIjson50.13.0indirect
PyPIjsonpointer3.0.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-events0.12.0indirect
PyPIjupyter-lsp2.3.0indirect
PyPIjupyter-server2.21.1indirect
PyPIjupyter-server-terminals0.5.4indirect
PyPIjupyterlab4.5.7indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIjupyterlab-server2.28.1indirect
PyPIkeras—indirect
PyPIkfp-kubernetes2.16.0indirect
PyPIkfp-pipeline-spec2.16.0indirect
PyPIkfp-server-api2.16.0indirect
PyPIlark1.3.1indirect
PyPIlinkify-it-py2.1.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib—indirect
PyPImatplotlib-inline0.2.1indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImistune3.3.3indirect
PyPImyst-parser5.0.0indirect
PyPInbclient0.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInodeenv1.10.0indirect
PyPInotebook-shim0.2.4indirect
PyPInumpy—indirect
PyPIoauthlib4.0.0indirect
PyPIopencv-python—indirect
PyPIoverrides7.7.0indirect
PyPIpandas—indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.6indirect
PyPIpexpect4.9.0indirect
PyPIpillow—indirect
PyPIplatformdirs4.9.2indirect
PyPIpluggy1.6.0indirect
PyPIpprintpp0.4.0indirect
PyPIpre-commit4.5.1indirect
PyPIprometheus-client0.24.1indirect
PyPIprompt-toolkit3.0.52indirect
PyPIproto-plus1.27.1indirect
PyPIprotobuf6.33.5indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycodestyle2.14.0indirect
PyPIpycparser3.0indirect
PyPIpygments2.20.0indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-clarity1.0.1indirect
PyPIpytest-cov7.0.0indirect
PyPIpytest-jupyter0.11.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.6.1indirect
PyPIpython-json-logger4.0.0indirect
PyPIpywinpty3.0.3indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.1.0indirect
PyPIreferencing0.37.0indirect
PyPIrequests—indirect
PyPIrequests2.33.0indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich14.3.3indirect
PyPIroman-numerals4.1.0indirect
PyPIrpds-py0.30.0indirect
PyPIrsa4.9.1indirect
PyPIruff0.15.4indirect
PyPIscikit-learn—indirect
PyPIscipy—indirect
PyPIseaborn—indirect
PyPIsend2trash2.1.0indirect
PyPIsetuptools83.0.0indirect
PyPIsix1.17.0indirect
PyPIsnowballstemmer3.0.1indirect
PyPIsoupsieve2.8.4indirect
PyPIsphinx9.0.4indirect
PyPIsphinx9.1.0indirect
PyPIsphinx-autodoc-typehints3.10.0indirect
PyPIsphinx-autodoc-typehints3.6.1indirect
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-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIstack-data0.6.3indirect
PyPItabulate0.9.0indirect
PyPItensorflow—indirect
PyPItensorflow-data-validation—indirect
PyPItensorflow-model-analysis—indirect
PyPItensorflow-transform—indirect
PyPIterminado0.18.1indirect
PyPItestfixtures10.0.0indirect
PyPItinycss21.4.0indirect
PyPItomli2.4.0indirect
PyPItornado6.5.10indirect
PyPItqdm—indirect
PyPItraitlets5.14.3indirect
PyPItyping-extensions4.15.0indirect
PyPItzdata2025.3indirect
PyPIuc-micro-py2.0.0indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.8.0indirect
PyPIvirtualenv21.7.13indirect
PyPIwcwidth0.6.0indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIxgboost—indirect
Dependency advisories 0

Installing pypi:kubeflow-kale@2.3.0 pulls in 114 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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 — PyPI.