Public record
Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 20:19 UTC

skops-dev / skops

skops is a Python library helping you share your scikit-learn based models and put them in production

PythonMIT★ 522 stars⑂ 64 forkssince May 2022View on GitHub ↗

skops-dev/skops holds a health index of 78 out of 100, placing it in the Good band. It scores highest on Engineering Quality (95/100) and lowest on AI Readiness (55/100). It was last updated 1 day ago. 2 contributors account for most of its recent work.

78
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.

78
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

skops-devOrganization
19 followers1 public reposince May 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIskops0.14.018,648,9841692 days ago

Metrics by category

Vitality

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

69Moderate · 22% of overall
How it's scored
36/36Push recency — last push 1 days ago
12.5/36Commit cadence — 18/52 weeks with commits
13.6/18Commit volume — 32 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year32
human_commit_share0.63
days_since_last_push1
active_weeks_last_year18
How it's scored
27/27Ships releases — 14 releases published
16.2/36Release recency — latest release 349 days ago
19.8/27Release cadence — a release every ~106.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count14
latest_release_tagv0.13.0
releases_from_tagsno
days_since_latest_release349
mean_days_between_releases106.7

Community & Adoption

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

78Good · 18% of overall
How it's scored
44.1/60Stars — 522 stars
15/25Forks — 64 forks
4.7/15Watchers — 8 watchers
Inputs used
forks64
stars522
watchers8
growth_stateorganic
growth_factor_pct100
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
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
How it's scored
80/80Monthly downloads — 18,648,984 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesskops
dependents
ecosystemspypi
total_downloads
monthly_downloads18,648,984
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?

71Good · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.8/22.5Commit distribution — top contributor authored 43% of commits
13.5/13.5Contributor breadth — 22 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor2
contributors_sampled22
top_contributor_share0.431
How it's scored
40.7/46.8Issue resolution — 87% of issues closed
32.5/38.3PR acceptance — 311/366 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs311
open_issues20
closed_issues135
issue_closed_ratio0.871
closed_unmerged_prs55
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
9.4/25Owner reach — 19 followers of skops-dev
10.6/25Track record — 1 public repos, account ~4 yr old
Inputs used
followers19
owner_typeOrganization
is_verified
owner_loginskops-dev
public_repos1
account_age_days1,539
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 92 days ago
20/20Version history — 16 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesskops
ecosystemspypi
any_deprecatedno
min_days_since_publish92

Engineering Quality

Are baseline engineering and documentation practices in place?

95Excellent · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://skops.readthedocs.io/en/stable/
10/10Repository description
10/10Topics — 5 topics
10/10Wiki
Inputs used
topicshuggingface, machine-learning, mlops, scikit-learn, hacktoberfest
has_wikiyes
homepagehttps://skops.readthedocs.io/en/stable/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

78Good · 16% of overall
How it's scored
30/30Security policy (SECURITY.md)
25/25Dependabot config
0/25Dependency lockfiles — published library — lockfiles are an application concern, not expected
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfiles
manifestsdocs/requirements.txt, pyproject.toml
has_codeql_workflowno
has_security_policyyes
has_dependabot_configyes
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.
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_packages9
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:skops@0.14.0 runtime dependency closure — what installing the published package pulls in — 9 packages. Reachability is not analyzed.

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.

55Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 62 of 63 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.984
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — Makefile, docs/Makefile
22/22Automated tests
11/11Lint / format config
0/11Static type checking
0/10Reproducible environment
6/10Demonstrated agent practice — 3 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 37 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesMakefile, docs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.03
toolchain_manifests
dependency_bot_commit_share0.37
How it's scored
0/45Type-checkable code — Python without a type-check config
53.3/55Manageable file sizes — 2/63 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes65,647
source_files_sampled63
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

522GitHub stars
22contributors
32commits, last 12 months
1days since last push
14releases
2bus factor
20open issues
PyPIpackage ecosystems

Data collection warnings

  • OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 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 522 ★ / 64 ⇿
522Stars
64Forks
14Releases

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.

010020030040050060052262622022-052024-062026-07
Major 0Minor 9Patch 0

Each point covers 4 days.

Direct dependencies 5
RegistryPackageVersion constraintManifest
PyPInumpy>=1.25.0pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIscikit-learn>=1.2pyproject.toml
PyPIprettytable>=3.9pyproject.toml
PyPIpackaging>=17.0pyproject.toml
All dependencies 19

Full resolved dependency set from the GitHub dependency graph: 5 direct and 14 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPInumpydirect
PyPIpackagingdirect
PyPIprettytabledirect
PyPIscikit-learndirect
PyPIscipydirect
PyPIcatboostindirect
PyPIfairlearnindirect
PyPIhuggingface-hubindirect
PyPIlightgbmindirect
PyPImatplotlibindirect
PyPInumpydocindirect
PyPIpandasindirect
PyPIrichindirect
PyPIsphinxindirect
PyPIsphinx-galleryindirect
PyPIsphinx-issuesindirect
PyPIsphinx-promptindirect
PyPIsphinx-rtd-themeindirect
PyPIxgboostindirect
Dependency advisories 0

Installing pypi:skops@0.14.0 pulls in 9 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.

Raw JSON report machine-readable
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          "body": "* DOC improve persist messages\n\n* update docs for changed/removed/unmaintained HF related stuff",
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          "oid": "1576473e736a906d30df18b20c0ca96dd71764f2",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.4 to 1.14.0.\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.4...v1.14.0)\n\n---\nupdated-dependencies:\n- dep\n[…]\nminor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.4 to 1.14.0 (#510)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T15:11:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2639483ff8bca07705d4a34baea72dae71565620",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.3 to 0.9.5.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.3...v0.9.5)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\npatch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.3 to 0.9.5 (#509)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-13T15:11:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "27462774c9b8aeb08fd1d983a8e36f81cdd801c0",
          "body": "* Change development status from Planning to Beta\n\n* Rename marie.sacksick@posteo.net to pyproject.toml\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "Maint: Change development status from Planning to Beta (#500)",
          "author_name": "Marie Sacksick",
          "author_login": "MarieSacksick",
          "committed_at": "2026-04-13T15:11:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e1c43ba0b15bc5438600fff430cd18d806a0ee3",
          "body": "* SEC fix load module issue in LossNode\n\n* minor fix to pyproject.toml\n\n* remove id\n\n* fix QuantileForest\n\n* bumping scipy since there's a known issue with lapack on windows CI\n\n* update pixi lock file\n\n* trigger CI\n\n* regression test\n\n* update pixi\n\n* fix card tests",
          "is_bot": false,
          "headline": "Fix a security issue in LossNode (#506)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2026-04-13T13:39:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5861ce510a70413f0ae892003b0aa5312b3765e",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5 to 6 (#507)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-30T11:58:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9e225a153be2072f325b6324d9791aff645c88f8",
          "body": "* add sklearn1.8 test runs\n\n* run gha\n\n* use reg_param to avoid singularity\n\n* lint\n\n* Delete pixi.lock\n\n* Uncomment conditional for pytest job\n\n* Add back pixi.lock\n\n* bump up python version\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\n\n* bump up numpy version\n\nCo-authored-by: Adrin Jalal\n[…]\nearn nightly ver is 1.9.dev0\n\n* update pixi lock\n\n* comment to TODO for catboost issue\n\n* Update build-test.yml\n\n* undo mistake delete\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT Fix CI issue from new scikit-learn==1.8.0 (#503)",
          "author_name": "Ivan Ivanov",
          "author_login": "divakaivan",
          "committed_at": "2026-01-05T15:33:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fafc22dbbe10af7c0032d497dfa38211aa1161e4",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v5...v6)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 5 to 6 (#499)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-15T12:25:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4abf4aeeccdebd95f65cb534dcfbfad94c794384",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.2 to 0.9.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.2...v0.9.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.2 to 0.9.3 (#497)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-13T13:53:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0cdfeb48acf19d2c74554c5363ee715ab4c2a687",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.1 to 0.9.2.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.1...v0.9.2)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.1 to 0.9.2 (#496)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-27T14:04:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9aed7034ccacbd555757e630365ee4dd0b1edc8d",
          "body": "* Clean up deprecation warnings in pyproject.toml\n\nRan the gha on my fork and all besides 1 is still needed.\n\n* ignore `PassiveAggressiveClassifier`'s `FutureWarning`\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\n\n* ignore PassiveAgressive(Classifier|Regressor) warnings\n\n* fix SparseCoder test\n\n---------\n\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "CI Cleanup pytest warning/errors (#495)",
          "author_name": "Ivan Ivanov",
          "author_login": "divakaivan",
          "committed_at": "2025-10-07T09:54:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0fa536e6583819c929896645cef192c42babdec0",
          "body": null,
          "is_bot": false,
          "headline": "DOC Minor text cleanup in model card page (#494)",
          "author_name": "Ivan Ivanov",
          "author_login": "divakaivan",
          "committed_at": "2025-10-03T15:23:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "25015879f0d166936a6fe687651473c5dd91d436",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.0 to 0.9.1.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.0...v0.9.1)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.0 to 0.9.1 (#493)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-02T14:16:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c183954b6b0ace2b999d37a5ae0c873eac0bcfc7",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: fix the way to point to the license file (#492)",
          "author_name": "Guillaume Lemaitre",
          "author_login": "glemaitre",
          "committed_at": "2025-09-12T11:23:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6d3f0fee9c1f8888be729a95b814a6707bc1c18",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 5 to 6 (#491)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-08T07:44:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d9294579e5c4f41c86f51c51b824c7c758fff75f",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v5)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 5 (#488)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-19T14:24:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "da7ffda51a9e202fbf06ebfc9d1a63708cc340a3",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.14 to 0.9.0.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.14...v0.9.0)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.14 to 0.9.0 (#489)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-19T14:24:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "de90d8355748507e042b25578ad17237f1242d04",
          "body": null,
          "is_bot": false,
          "headline": "MNT post release changes (#487)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-08-06T11:17:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29d61ea8a92f2bde6830e8f32cc72a1a87211cda",
          "body": "…ading (#485)\n\n* ENH harden Card by adding a flag to allow/disallow insecure pickle loading\n\n* improved typing for `trusted` arg in `Card`\n\n* TST updated test after `Card` hardening\n\n* ENH better exception handling when trying to load a pickle with allow_pickle=False\n\n* TST added tests for Card when pickle is passed and allow_pickle=False\n\n* changelog",
          "is_bot": false,
          "headline": "ENH harden Card by adding a flag to allow/disallow insecure pickle lo…",
          "author_name": "Gabriele Digregorio",
          "author_login": "io-no",
          "committed_at": "2025-08-06T09:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c457718a67229ca92190b718bdcbfe8a16672d8",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.12 to 0.8.14.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.12...v0.8.14)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 (#486)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-28T12:57:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d985ac91d2066754308b54c0dbd47ca0abcfede3",
          "body": "* MNT post release changes\n\n* feedstock",
          "is_bot": false,
          "headline": "MNT post release changes (#484)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-07-25T12:41:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0aeca055509dfb48c1506870aabdd9e247adf603",
          "body": "* ENH harden Method and Operator node audits\n\n* ...\n\n* ...\n\n* trigger CI\n\n* add tests\n\n* CI timeout\n\n* changelog\n\n* codecov count change\n\n* trigger CI",
          "is_bot": false,
          "headline": "ENH harden Method and Operator node audits (#482)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-07-25T12:01:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53cabd2c702b4d796656b64746df503b94024657",
          "body": "* MNT update CI\n\n* ...\n\n* ...\n\n* ...\n\n* ...",
          "is_bot": false,
          "headline": "MNT fix CI issues (#481)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-07-22T14:06:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d43ebdd2c5e0a53a257d82435153eee6db44a7d7",
          "body": "---\nupdated-dependencies:\n- dependency-name: prefix-dev/setup-pixi\n  dependency-version: 0.8.12\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.10 to 0.8.12 (#480)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-21T08:31:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d508c21e420dfdc3f04a3175ea28950ecaec46c",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.8 to 0.8.10.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.8...v0.8.10)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.8 to 0.8.10 (#477)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-06-17T12:24:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c0a96e2ec55379ba77b88b9e0c1e94db2c0e3301",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.4 to 0.8.8.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.4...v0.8.8)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.4 to 0.8.8 (#476)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-04-23T12:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cedb63ca7e762dc349967993b5529fcc93e4fa8e",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.3 to 0.8.4.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.3...v0.8.4)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.3 to 0.8.4 (#474)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-04-10T15:06:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5d35fcbb17ca710d714a03288c25b9007abf2f1b",
          "body": "* FIX use rich.tree instead of rich.print\n\n* iter\n\n* iter\n\n* linter\n\n* few fixes\n\n* fix tags and adapt test color rich\n\n* fix\n\n---------\n\nCo-authored-by: adrinjalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "FIX use rich.tree instead of rich.print (#472)",
          "author_name": "Guillaume Lemaitre",
          "author_login": "glemaitre",
          "committed_at": "2025-03-08T17:44:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcd2328feee7686ae76309ea60d52de69f17c4f1",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.2 to 0.8.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.2...v0.8.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.2 to 0.8.3 (#471)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-24T16:05:52Z",
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          "is_coding_agent": false
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        {
          "oid": "2ec709c04785a280f8bf807a7c441aefec4011d7",
          "body": "* ENH support types with a safe __reduce__\n\n* update pixi config\n\n* cleanup and add test\n\n* add sklearn12 to CI",
          "is_bot": false,
          "headline": "ENH support types with a safe __reduce__ (#467)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-02-18T17:00:33Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "60ba9bfdd50913df93d94e21a888b0ba5a222d11",
          "body": null,
          "is_bot": false,
          "headline": "MNT Add SECURITY.md (#470)",
          "author_name": "Loïc Estève",
          "author_login": "lesteve",
          "committed_at": "2025-02-18T14:31:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9463fb9ddc32eac506288187aa59e19c78c6ece0",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.1 to 0.8.2.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.1...v0.8.2)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.1 to 0.8.2 (#469)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-17T11:55:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f032cc050a214683912526610ed663c2025eb08e",
          "body": "* MNT replace tabular with prettytable\r\n\r\n* update lock file",
          "is_bot": false,
          "headline": "MNT replace tabular with prettytable (#466)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-30T13:04:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d69fef0f2df3e22bbb7067fca5f5bba489410850",
          "body": "* MNT fix dependency versions\r\n\r\n* max sklearn=1.3 support\r\n\r\n* drop python=3.9\r\n\r\n* remove old code\r\n\r\n* update pixi.lock\r\n\r\n* linter",
          "is_bot": false,
          "headline": "MNT fix pixi config and support sklearn>=1.3 (#461)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-29T13:14:33Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "9d1d2afb6f3a198114ab812c74e3585e9a6439b6",
          "body": "* remove some references\r\n\r\n* bulk remove hub_utils\r\n\r\n* remove getting started code\r\n\r\n* cleanup and same pixi version on CI",
          "is_bot": false,
          "headline": "MNT remove deprecated hub_utils (#462)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-29T12:07:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6dfba0b2128a682a0a9023164039b6e1712ac955",
          "body": null,
          "is_bot": false,
          "headline": "DOC Add links to PyPI and conda-forge (#465)",
          "author_name": "Dennis M. Pöpperl",
          "author_login": "ykgmfq",
          "committed_at": "2025-01-28T13:12:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8156f2a35ef772beedfbb18a76dfce629a0e4e37",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.12.4.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.12.4)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.3 to 1.12.4 (#463)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-01-27T14:06:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a4e8ba99c397558ff9a6b7badc7f2f1e6fc313ba",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.2 to 1.12.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.2...v1.12.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.2 to 1.12.3 (#460)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-12-16T10:06:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7eb8000f8cc1de046e12ca314420203b80a9dbd8",
          "body": null,
          "is_bot": false,
          "headline": "MNT rename file (#458)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:56:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51fda7ceefbc2306ed0964fb6f0b1398a58c4cf6",
          "body": null,
          "is_bot": false,
          "headline": "MNT fix link (#457)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:52:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21697e239f0bd7f1c96978b51aedcd0b930db5a9",
          "body": null,
          "is_bot": false,
          "headline": "MNT add funding file to apply to floss.fund (#456)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:47:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92b041bb66fa77d4599e118461ad6ccd49496d36",
          "body": null,
          "is_bot": false,
          "headline": "MNT bump version (#455)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T12:41:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bec2ca4f7fba400f99edb07d45f493dbe7fc132",
          "body": "* fixes for cython objects\r\n\r\n* chnagelog\r\n\r\n* trigger CI\r\n\r\n* reduce -> reduced",
          "is_bot": false,
          "headline": "MNT support older cython types' reduce (#453)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-06T13:07:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "765fec33e175feb6c491947fcab173995fb1981d",
          "body": null,
          "is_bot": false,
          "headline": "MNT set the default shell (#452)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-03T17:48:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c98560e66a62555d28cd9edd66f5bfbaf543cc06",
          "body": "* move to pyproject.toml build system\r\n\r\n* remove setup.cfg\r\n\r\n* config and workflow\r\n\r\n* wanna see all runs\r\n\r\n* only run new ones\r\n\r\n* contributing docs\r\n\r\n* pixi versoin\r\n\r\n* mypy\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* trigger CI",
          "is_bot": false,
          "headline": "MNT moving to pixi for better CI reprodocibility (#451)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-03T16:35:39Z",
          "body_truncated": false,
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        },
        {
          "oid": "00f5f071059d95159cfda54528101757c6652418",
          "body": "* Fix _sgd imports\r\n\r\n* Fix _safe_tags import issue\r\n\r\n* Change _construct_instance import\r\n\r\n* Change get_tags syntax\r\n\r\n* Ignore FutureWarning in sklearn\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Ad\n[…]\n_construct_instances\r\n\r\n* Refactor get_input()\r\n\r\n* trigger CI\r\n\r\n* debug CI\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n---------\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT Sklearn1.6 compatibility (#447)",
          "author_name": "Tamara",
          "author_login": "TamaraAtanasoska",
          "committed_at": "2024-12-02T13:23:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb356747ff465658ec4f8359b61fda895206d17f",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#449)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-19T09:51:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "16ffdd03289488e5fbfedf48064270b5dd2b36f4",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.11.0 to 1.12.2.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.2)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.11.0 to 1.12.2 (#448)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-11T10:59:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "678a2cf0186e452ef1838903ae822e2e2f25e775",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.3 to 1.11.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.3...v1.11.0)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.3 to 1.11.0 (#446)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-04T12:46:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b5045bbfe92eca7392eeaa49a661bd19e4d2c8b",
          "body": "* MNT add python 3.13 tests\r\n\r\n* remove model card deployer\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...",
          "is_bot": false,
          "headline": "MNT add python 3.13 tests (#445)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-10-25T12:56:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa8e5c3d5215aa1efcfdf2877884a75131317e73",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.1 to 1.10.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.1 to 1.10.3 (#442)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-10-15T10:27:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "35f46c5c6524ae99caf5e846ad32fad281527234",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.0 to 1.10.1.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.0...v1.10.1)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.0 to 1.10.1 (#438)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-17T10:22:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc04ffced522bff4b6446bb2254224ffc81a1c30",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.9.0 to 1.10.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.9.0...v1.10.0)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.9.0 to 1.10.0 (#437)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-05T11:41:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4467309416af71f4787487c5f0ecd829c1133669",
          "body": "* ENH correctly restore default_factory of a defaultdict\r\n\r\n* MNT add changelog for new version and bump version\r\n\r\n* add OrderedDict trusted\r\n\r\n* rename builtin type names to container type names\r\n\r\n* add test for OrderedDict\r\n\r\n* test type as well",
          "is_bot": false,
          "headline": "ENH correctly restore default_factory of a defaultdict (#433)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-08-08T14:03:53Z",
          "body_truncated": false,
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        {
          "oid": "17d6b2e6af7def55fd1fdd76bfa9fe343179d241",
          "body": null,
          "is_bot": false,
          "headline": "MNT bump version on main (#436)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-07-22T14:10:19Z",
          "body_truncated": false,
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        },
        {
          "oid": "be2b79deaebef67658215eff1cdad1e6c6e95e8a",
          "body": null,
          "is_bot": false,
          "headline": "DOC add warning on skops convert (#434)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-07-16T10:01:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dae82de31be54f5989b769948ed244dd0fea8d4",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.14 to 1.9.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.14...v1.9.0)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.8.14 to 1.9.0 (#424)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-07-11T14:17:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "07bdefd2344f8bea754494678507fc7523e224da",
          "body": "Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "FIX incorrect path in generated model card (#428)",
          "author_name": "Camille Troillard",
          "author_login": null,
          "committed_at": "2024-07-05T11:54:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef7b19d235c14aaea5f065ec63903b23baf516f0",
          "body": null,
          "is_bot": false,
          "headline": "DOC add changelog (#431)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-07-03T15:48:25Z",
          "body_truncated": false,
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            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "skops"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 18648984
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "18,648,984 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 18648984,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 71,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 22,
              "top_contributor_share": 0.431
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 43% of commits",
                "points": 12.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 43
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 86,
            "inputs": {
              "merged_prs": 311,
              "open_issues": 20,
              "closed_issues": 135,
              "issue_closed_ratio": 0.871,
              "closed_unmerged_prs": 55
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "87% of issues closed",
                "points": 40.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 87
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "311/366 decided PRs merged",
                "points": 32.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 311,
                      "decided": 366
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "followers": 19,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "skops-dev",
              "public_repos": 1,
              "account_age_days": 1539
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "19 followers of skops-dev",
                "points": 9.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 19,
                      "login": "skops-dev"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "1 public repos, account ~4 yr old",
                "points": 10.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 1
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "skops"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 92
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 92 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 92
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 95,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 92,
            "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": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "huggingface",
                "machine-learning",
                "mlops",
                "scikit-learn",
                "hacktoberfest"
              ],
              "has_wiki": true,
              "homepage": "https://skops.readthedocs.io/en/stable/",
              "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://skops.readthedocs.io/en/stable/",
                "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": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 78,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dependency_lockfiles"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [],
              "manifests": [
                "docs/requirements.txt",
                "pyproject.toml"
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              "has_codeql_workflow": false,
              "has_security_policy": true,
              "has_dependabot_config": true
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": "published library — lockfiles are an application concern, not expected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "lockfiles_not_expected",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:skops@0.14.0 runtime dependency closure — what installing the published package pulls in — 9 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:skops@0.14.0",
                  "assessed": 9
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 9,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 9,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 13
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 55,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.984,
              "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": "62 of 63 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 62,
                      "sampled": 63
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.37
            },
            "components": [
              {
                "key": "one_command_bootstrap",
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        ],
        "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": [
    "OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T20:19:31.239017Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/skops-dev/skops.svg",
  "full_name": "skops-dev/skops",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.23.0 — full methodology · metrics wiki.

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