sktime/skbase holds a health index of 88 out of 100, placing it in the Excellent band. It scores highest on Vitality (92/100) and lowest on Community & Adoption (48/100). It was last updated today. A single contributor accounts for most of its recent work.
88
overall / 100
Excellent
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.
88
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)
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 74 is calibrated to 88 on the published index scale (record calibration 2026-08-02).
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.
Type-checkable code — Python without a type-check config
54.2/55
Manageable file sizes — 1/70 source files over 60KB
Inputs used
primary_language
Python
largest_source_bytes
72,525
source_files_sampled
70
oversized_source_files
1
Key facts
40GitHub stars
26contributors
93commits, last 12 months
0days since last push
47releases
1bus factor
22open issues
PyPIpackage ecosystems
Data collection warnings
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
deps.dev does not index pypi:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead
No resolved dependencies carried a version and a supported ecosystem
More detail
Star and fork history 0 ★ / 48 ⇿
0Stars
48Forks
46Releases
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.
Major 1Minor 13Patch 32
Each point covers 4 days.
OpenSSF Scorecard 7.3 / 10
7.3aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-02 15:59 UTC
Full resolved dependency set from the GitHub dependency graph: 0 direct and 7 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry
Package
Version
Relation
PyPI
nbsphinx
—
indirect
PyPI
scikit-learn
—
indirect
PyPI
setuptools
—
indirect
PyPI
sphinx
—
indirect
PyPI
sphinx-design
—
indirect
PyPI
sphinx-gallery
—
indirect
PyPI
sphinx-issues
—
indirect
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem
Raw JSON report machine-readable
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"body": "## Summary\n\nFixes #558.\n\n`get_params(deep=True)` and the HTML diagram repr (`_get_visual_block`)\npreviously treated any parameter value with a `get_params` attribute as\na nested component. That breaks when the parameter holds a **BaseObject\nsubclass (type)** rather than an instance—for example `dist\n[…]\nlass_param`\n- [x] `pytest\nskbase/base/_pretty_printing/tests/test_object_html_repr.py::test_html_repr_with_baseobject_class_param`\n- [x] `pytest skbase/tests/test_base.py -k \"get_params or repr_html\"`",
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"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.1 →\n9.0.0a3](https://github.com/pycqa/isort/compare/8.0.1...9.0.0a3)\n<!--pre-commit.ci end-->",
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"headline": "[pre-commit.ci] pre-commit autoupdate (#552)",
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"body": "This PR updates the release workflow to a more simplified and\nstandardized setup:\n\n* single `test_wheels` job instead of one per operating system\n* remove `anaconda` environment, use `uv`\n* use same workflow as in `sktime`",
"is_bot": false,
"headline": "[MNT] update release workflow to simplified setup (#550)",
"author_name": "Franz Király",
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"body": "…<0.21.0 to <0.22.0 (#548)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps-dev): Update sphinx-gallery requirement from …",
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"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 5 to 6.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 5 to 6 (#547)",
"author_name": "dependabot[bot]",
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"body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 4\nto 7.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump astral-sh/setup-uv from 4 to 7 (#546)",
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"oid": "aa995503b6cf60184698cd63e3c88e7e641acd44",
"body": "Release 1.0.0\n\n* changelog\n* version bump",
"is_bot": false,
"headline": "Release 1.0.0 (#545)",
"author_name": "Franz Király",
"author_login": "fkiraly",
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"oid": "1ae228a696af6dc008bd61d44b8efd1c3e589ca2",
"body": "…tance (#540)\n\n## Summary\n\nFixes #539 - _FlagManager._get_class_flags dropped flags from\nuser-defined Mixin classes under multiple inheritance due to a hardcoded\n[:-2] MRO slice.\n\n## Root Cause\n\nThe previous code assumed the last two MRO entries are always BaseObject\nand object:\n\n```python\nfor paren\n[…]\ny reverted.\n- - skbase/tests/test_meta.py: Add missing _FlagManager import + add\ntest_get_class_flags_preserves_mixin_tags regression test that pins this\nfix and will fail loudly if the slice returns.",
"is_bot": false,
"headline": "[BUG] Fix _get_class_flags dropping Mixin flags under multiple inheri…",
"author_name": "Vedant Sachin Malode",
"author_login": "vedant21-oss",
"committed_at": "2026-04-19T19:56:31Z",
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"oid": "ac01912177d41e0c104a879067bcd0e405ff7062",
"body": "… inheritance (#511)\n\n## Fix incorrect tag/config resolution in diamond inheritance\n\n### Summary\n\n`_FlagManager._get_class_flags` currently uses `hasattr` and `getattr`\nwhen iterating over the class MRO.\nBecause `getattr` follows Python's full attribute lookup chain, classes\nthat do not define `_tag\n[…]\nMixin(A):\n _tags = {\"handles_missing_data\": True}\n\nclass MyBase(A):\n pass\n\nclass Concrete(MyBase, MissingDataMixin):\n _tags = {\"custom_flag\": True}\n\nConcrete().get_tag(\"handles_missing_data\")",
"is_bot": false,
"headline": "[BUG] Fix incorrect tag resolution in `_get_class_flags` with diamond…",
"author_name": "David laid",
"author_login": "WHOIM1205",
"committed_at": "2026-04-19T19:34:25Z",
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"oid": "fa1b62804179da98a04cb92a70e003aae816ed83",
"body": "…` to auto-detect (#466)\n\n#### Reference Issues/PRs\n\nCloses #159\n\n\n#### What does this implement/fix? Explain your changes.\n<!--\nA clear and concise description of what you have implemented. Remember\nto implement\nunit tests and docstrings if your pull request commits code to the\nrepository.\n-->\n\nSets `attr_name` to `None` and auto detect from\n\"named_object_parameters\" of `attr_name` remains `None`",
"is_bot": false,
"headline": "[ENH] change `_MetaObjectMixin._check_objects` default for `attr_name…",
"author_name": "Simon Blanke",
"author_login": "SimonBlanke",
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"oid": "6bfe22c4a8d9179e9815e34b368c41c941bef1d0",
"body": "Adds a new GitHub Actions workflow\n`.github/workflows/test_deep_equals_compat.yml`\nthat tests `deep_equals` against older versions of numpy and pandas\nusing uv's\n`--exclude-newer` flag, as proposed in #532.\n\nThree matrix jobs are added:\n- `numpy-1x-cutoff` — cutoff Jan 2024, resolves numpy 1.x (befo\n[…]\nsolves the\nintended older versions.\nThe approach (uv --exclude-newer to simulate older environments) was\nagreed\nwith @fkiraly in #532. Happy to adjust cutoff dates or add further\ntimepoints\nif needed.",
"is_bot": false,
"headline": "[MNT] downwards compatibility testing for deep_equals (#537)",
"author_name": "Siddhi Khandelwal",
"author_login": "sid200727",
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"oid": "d334c89963dec497640ad78b2933012bcc17901f",
"body": "… PEP 503 (#544)\n\nFixes #543, by also normalizing underscores and dots in package names\npassed to `_check_soft_dependencies`.\n\nExpands the test for `_check_soft_dependencies` to include package names\nunderscore or dot in place of hyphen.",
"is_bot": false,
"headline": "[BUG] normalize package names in `_check_soft_dependencies` following…",
"author_name": "Franz Király",
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"body": "Accidentally, `pyproject.toml` was not pushed for the 0.13.2 release.\n\nNo upload happened since the CI caught the inconsistency - this just\nneeds to get fixed.",
"is_bot": false,
"headline": "[MNT] fix 0.13.2 release version in `pyproject.toml` (#542)",
"author_name": "Franz Király",
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"body": "Release 0.13.2\n\n* changelog\n* version bump",
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"headline": "Release 0.13.2 (#541)",
"author_name": "Franz Király",
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"body": "updates:\n- [github.com/psf/black-pre-commit-mirror: 26.3.0 →\n26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/26.3.0...26.3.1)",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#535)",
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"oid": "5f1fd02069c7603f38b472c591043096ad065e28",
"body": "Bumps\n[codecov/codecov-action](https://github.com/codecov/codecov-action) from\n5 to 6.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump codecov/codecov-action from 5 to 6 (#538)",
"author_name": "dependabot[bot]",
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"oid": "ef2a332454c2e4bf119ed70a69a84dd83f42151b",
"body": "…6.0.0 to <7.0.0 (#534)\n\nUpdates the requirements on\n[sphinx-issues](https://github.com/sloria/sphinx-issues) to permit the\nlatest version.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps-dev): Update sphinx-issues requirement from <…",
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"oid": "09d0e327d1d5ac4e2a00dea488876b9ab9826448",
"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 26.1.0 →\n26.3.0](https://github.com/psf/black-pre-commit-mirror/compare/26.1.0...26.3.0)\n<!--pre-commit.ci end-->",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#522)",
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"committed_at": "2026-03-14T17:15:27Z",
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{
"oid": "28d07555f8e14a4e788b809fa6f7a1b1e257193f",
"body": "Title: Fix cross-class equality in BaseObject.__eq__\n\n## Summary\n\n`BaseObject.__eq__` previously only checked that `other` was an instance\nof\n`BaseObject`, but did not verify that both objects were of the same\nclass.\n\nThis allowed two different estimator classes with identical parameter\nnames\nand va\n[…]\nmented contract\n- No behavior change for same-class comparisons\n\n## Tests\n\nAdded coverage to ensure:\n- Cross-class objects with identical params are not equal\n- Non-BaseObject comparisons return False",
"is_bot": false,
"headline": "[BUG] Fix `__eq__` missing class type check (#507)",
"author_name": "David laid",
"author_login": "WHOIM1205",
"committed_at": "2026-03-05T20:05:29Z",
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"oid": "104a762c3fb7a36e581947e58f2def843033908e",
"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.0 →\n8.0.1](https://github.com/pycqa/isort/compare/8.0.0...8.0.1)\n- [github.com/PyCQA/bandit: 1.9.3 →\n1.9.4](https://github.com/PyCQA/bandit/compare/1.9.3...1.9.4)\n<!--pre-commit.ci end-->",
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"headline": "[pre-commit.ci] pre-commit autoupdate (#509)",
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"oid": "b41ef429e1db395b3b1c0669447c39d8a9bf05c4",
"body": "… `test_base.py` (#496)\n\n#### Reference Issues/PRs\nFixes #495\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves a `SparseEfficiencyWarning` triggered during the test\nsuite in\n`skbase/tests/test_base.py::test_clone_none_and_empty_array_nan_sparse_matrix`.\n\nPreviously, `sp.csr\n[…]\narray_nan_sparse_matrix` to ensure it aligns\nwith `skbase` testing standards for sparse matrices.\n\n#### Any other comments?\nTested locally using `pytest`. The warning has been successfully\neliminated.",
"is_bot": false,
"headline": "[ENH] Fix `SparseEfficiencyWarning` when comparing sparse matrices in…",
"author_name": "Dreamstick",
"author_login": "Dreamstick9",
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"oid": "5ecc8c94ea9118a4d2941b978bd2634931a619b2",
"body": "#### Reference Issues/PRs\nFixes #497\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves an issue in\n`skbase/tests/test_tagaliaser.py::test_tag_aliaser` where 10 expected\n`FutureWarning` messages were leaking into the pytest console output.\n\nThe test correctly interacts with d\n[…]\nFutureWarning)` context\nmanager in `test_tag_aliaser`.\n\n#### Any other comments?\nTested locally using `pytest`. The 10 leaking warnings have been\nsuccessfully caught and cleared from the test summary.",
"is_bot": false,
"headline": "[MNT] Catch expected FutureWarnings in test_tag_aliaser (#498)",
"author_name": "Dreamstick",
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"body": "…506)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 6 to 7.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 6 to 7 (#…",
"author_name": "dependabot[bot]",
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"body": "…(#505)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 7 to 8.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 7 to 8 …",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-03-01T00:51:18Z",
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"oid": "1ff40f334308639d0f17be5e2df779e58448da34",
"body": "#### Reference Issues/PRs\nFixes #499 \n\n#### What does this implement/fix? Explain your changes.\nThis PR updates the hardcoded `black==20.8b1` dependency in the\n`nbqa-black` pre-commit hook to `black>=22.3.0`.\n\nThe legacy version from 2020 relies on the deprecated `typed-ast`\npackage, which fails to \n[…]\nhook\nrequirements without breaking formatting CI.\n\n#### Any other comments?\nTested locally on macOS ARM64 / Python 3.14. The `pre-commit`\nenvironment now installs smoothly without compilation crashes.",
"is_bot": false,
"headline": "[MNT] Update legacy black dependency in pre-commit hook (#500)",
"author_name": "Dreamstick",
"author_login": "Dreamstick9",
"committed_at": "2026-02-25T17:59:39Z",
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"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 7.0.0 →\n8.0.0](https://github.com/pycqa/isort/compare/7.0.0...8.0.0)\n<!--pre-commit.ci end-->",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#501)",
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"oid": "93eeff0f10154786e3401c67a50bd63216c1179d",
"body": "…tError & AttributeError in `_safe_import` (#494)\n\n#### Reference Issues/PRs\nFixes #493 by moving functionality from `sktime` to `skbase`.\n\n#### What does this implement/fix? Explain your changes.\nI have added a catch-all exception block in `_safe_import` instead of\nthe current exception block, whic\n[…]\n## Did you add any tests for the change?\nYes, added `test_safe_import_catches_non_import_error` in\n`skbase/utils/dependencies/tests/test_safe_import.py` to check the flow\nof catch-all exception block.",
"is_bot": false,
"headline": "[ENH] Added catch all exceptions block instead of just catching Impor…",
"author_name": "Nirbhai",
"author_login": "RecreationalMath",
"committed_at": "2026-02-25T17:52:42Z",
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"body": "Release 0.13.1\n\n* changelog\n* version bump",
"is_bot": false,
"headline": "Release 0.13.1 (#490)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2026-01-25T11:22:29Z",
"body_truncated": false,
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"oid": "a428675a4b66f5cb00653bcaa2e564c82b43b382",
"body": "…<9.0.0 to !=7.2.0,<10.0.0 (#486)\n\nUpdates the requirements on\n[sphinx](https://github.com/sphinx-doc/sphinx) to permit the latest\nversion.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps-dev): Update sphinx requirement from !=7.2.0,…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-24T08:26:05Z",
"body_truncated": false,
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"oid": "83f8aec74e6ce2142dd7b0d1362c4f99c2418068",
"body": "Deletes the unused `cancel.yml` workflow and third party dependencies\ntherein.\n\nThe logic is already covered by the `concurrency` setting.",
"is_bot": false,
"headline": "[MNT] Delete unused `cancel.yml` workflow (#489)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2026-01-24T08:25:49Z",
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{
"oid": "af92c7064d108685d2bf5b45f319aefa1d1ccdfa",
"body": "…2.1 to 0.13.0 (#487)\n\nBumps\n[styfle/cancel-workflow-action](https://github.com/styfle/cancel-workflow-action)\nfrom 0.12.1 to 0.13.0.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump styfle/cancel-workflow-action from 0.1…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-22T22:16:14Z",
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"body": "…482)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 5 to 6.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 5 to 6 (#…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-22T22:15:53Z",
"body_truncated": false,
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{
"oid": "34515b1b56a2a0b84057c69a7d0fecf357b8aae9",
"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.12.0 →\n26.1.0](https://github.com/psf/black-pre-commit-mirror/compare/25.12.0...26.1.0)\n- [github.com/PyCQA/bandit: 1.9.2 →\n1.9.3](https://github.com/PyCQA/bandit/compare/1.9.2...1.9.3)\n<!--pre-commit.ci end-->",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#488)",
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"body_truncated": false,
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{
"oid": "4a79942a6028540ea44ef4db7c500cc2eeb59bb4",
"body": "#### Reference Issues/PRs\n\nfixes #483",
"is_bot": false,
"headline": "[BUG] fix #483 (change .append() to .extend()) (#484)",
"author_name": "Simon Blanke",
"author_login": "SimonBlanke",
"committed_at": "2026-01-04T13:40:03Z",
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"oid": "88c5935325cadee0ad62584a9d1dd1880021b0a8",
"body": "…(#481)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 6 to 7.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 6 to 7 …",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-04T00:00:23Z",
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"oid": "4f36ab1214d85a7e69898087e4d37970c2891452",
"body": "adds a precommit skip for a single `delattr` use in tests",
"is_bot": false,
"headline": "[MNT] add precommit skip for `delattr` use in test (#485)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2026-01-03T23:30:58Z",
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"body": "#### Reference Issues/PRs\n\nFixes https://github.com/sktime/skpro/issues/95 after moving git_diff\nfrom sktime and skpro to skbase.\n\n#### What does this implement/fix? Explain your changes.\n\nThis PR adds git_diff from utils.git_diff to skbase which is a refactor\nbecause the same code is used in both skpro and sktime, This PR adds\ngit_diff in skbase and will import this git_diff in skpro and sktime.\nThe git_diff files and related tests will be removed from skpro and\nsktime and will be added here.",
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"headline": "[ENH] move `git_diff` utility from `sktime` to `skbase` (#471)",
"author_name": "Param Thakkar",
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"oid": "d0f54f6c965c7eda35ed7ca35fe2016b276227ab",
"body": "#### Reference Issues/PRs\nFixes #163.\n\n\n#### What does this implement/fix? Explain your changes.\ntest_object_html_repr.py — new test to ensure\n_object_html_repr(meta_object) returns an HTML string and does not\nraise.",
"is_bot": false,
"headline": "[ENH] regression test for HTML repr of meta-objects (#473)",
"author_name": "Arnav Kapoor",
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"body": "…<0.20.0 to <0.21.0 (#479)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps-dev): Update sphinx-gallery requirement from …",
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"oid": "3546e9ae944a3c981521c2c3981129cca36bffc0",
"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/PyCQA/bandit: 1.8.6 →\n1.9.2](https://github.com/PyCQA/bandit/compare/1.8.6...1.9.2)\n<!--pre-commit.ci end-->",
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"headline": "[pre-commit.ci] pre-commit autoupdate (#470)",
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{
"oid": "a755252a15b51b9e7a98d435fc36cc594fb084bf",
"body": "#### Reference Issues/PRs\n\n#324\n\n#### What does this implement/fix? Explain your changes.\n\nTowards #324 by adding support in `deep_equals` for jax arrays. This PR\nalso adds a lot of tests for jax arrays.",
"is_bot": false,
"headline": "[ENH] `deep_equals` plugin for `jax` arrays (#477)",
"author_name": "Simon Blanke",
"author_login": "SimonBlanke",
"committed_at": "2025-11-28T00:54:10Z",
"body_truncated": false,
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{
"oid": "390913e3c4e186ff60802d418e0ae5e2909487d9",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to\n6.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 5 to 6 (#475)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-11-22T11:53:47Z",
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"oid": "477ac96ca66ceeaa7a82801b214f84542af38ce5",
"body": "…arams_resets_fitted_state' test to trigger error (#467)\n\n#### Reference Issues/PRs\n\nfixes #412\n\n\n#### What does this implement/fix? Explain your changes.\n\nThis PR adds a test to trigger the bug described in #412. If desired\nthis PR will also add a fix to the bug.",
"is_bot": false,
"headline": "[BUG] ensure `BaseMetaObject` resets at `set_params`; add 'test_set_p…",
"author_name": "Simon Blanke",
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"committed_at": "2025-11-15T10:27:05Z",
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"oid": "963bcfa94f2913509a0f4f1396848e5aed131075",
"body": "…package metadata (#461)\n\n#### Reference Issues/PRs\n\n#433\n\n\n#### What does this implement/fix? Explain your changes.\n\nSome broken packages with empty `.egg-info` folder, will result in empty\nmetadata, which will give `None` as pkg name and cause `ValueError(\"A\ndistribution name is required.\")` in `Distribution.from_name`\n\nAdded some simple filters to ignore them.",
"is_bot": false,
"headline": "[ENH] ensure _get_installed_packages does not break in case of empty …",
"author_name": "auderson",
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"body": "…463)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 4 to 5.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 4 to 5 (#…",
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"body": "…(#462)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 5 to 6.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 5 to 6 …",
"author_name": "dependabot[bot]",
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"headline": "[pre-commit.ci] pre-commit autoupdate (#468)",
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{
"oid": "62ab5fea8015a19df26fb83e2c127a09f73e91c5",
"body": "#### Reference Issues/PRs\n\n#442\n\n#### What does this implement/fix? Explain your changes.\n\n- I used `_get_members_uw` instead of `inspect.getmembers` to retrieve\nclass.\n- `inspect.unwrap()` does not work with MagicAttribute. It does not\nreturn the class itself.\n- Verify inspect.isclass(MagicAttribut\n[…]\n) returns True before attempting\nto unwrap\n- Use klass.__name__ and klass.__module__ instead of trying to use the\nunwrapped version's attributes\n- Catch exceptions and fall back to the original object",
"is_bot": false,
"headline": " [BUG] Fix Metaclass lookup (#457)",
"author_name": "Simon Blanke",
"author_login": "SimonBlanke",
"committed_at": "2025-11-07T22:06:02Z",
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"body": "Fixes a `B042` issue raised by pre-commit in the `skbase` exception.",
"is_bot": false,
"headline": "[BUG] exceptions - fix `B042` pre-commit issue (#465)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-11-01T11:02:11Z",
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{
"oid": "05c8496b9854dcf2b92e3d05e5bf0bf70d8c83bc",
"body": "The `case_sensitive` argument in `_check_soft_dependencies` was broken\nwith a sync from `sklearn`, currently it is not used.\n\nThis PR fixes the argument, and also adds regression tests for the\nargument.",
"is_bot": false,
"headline": "[BUG] fix `case_sensitive` argument in `_check_soft_dependencies` (#464)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-11-01T10:49:31Z",
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"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 6.1.0 →\n7.0.0](https://github.com/pycqa/isort/compare/6.1.0...7.0.0)\n<!--pre-commit.ci end-->",
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"headline": "[pre-commit.ci] pre-commit autoupdate (#458)",
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{
"oid": "8c23c795ba98613b617106c0ea9e41f5e261e491",
"body": "#### Reference Issues/PRs\n\nFixes #112 by adding a test\n\n\n#### What does this implement/fix? Explain your changes.\n\nThis does not fix anything, since the bug is apparently already fixed by\n#115. But it adds a minimal test.\n\nThe test creates a dummy module to test the behaviour of `all_objects`.\nThis \n[…]\nndent\nfrom the existing code. I verified, that the test fails (in an expected\nway) before #115 was merged (while all other tests passed). So this test\nshould give some additional safety in the future.",
"is_bot": false,
"headline": "[BUG] regression test certifying for fix #115 (#460)",
"author_name": "Simon Blanke",
"author_login": "SimonBlanke",
"committed_at": "2025-10-14T15:13:20Z",
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{
"oid": "941bdb3b4bb9b4e78ab1963c3739c7af4497b1f0",
"body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 5\nto 6.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 5 to 6 (#459)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-10-14T15:04:23Z",
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{
"oid": "d8c4bb57703bb0b9c7044458d6167e00450eb564",
"body": "release 0.13.0 changelog",
"is_bot": false,
"headline": "[DOC] release 0.13.0 changelog (#456)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-10-08T20:26:14Z",
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{
"oid": "9eb1cf88c1ac3025fd39b5791ec350306aebd6eb",
"body": "Release 0.13.0\n\n* changelog\n* version bump",
"is_bot": false,
"headline": "Release 0.13.0 (#455)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-10-08T20:20:42Z",
"body_truncated": false,
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{
"oid": "33116a56bbb63b64f36add5d71a11d8c99d07016",
"body": "Updates `TagAliaserMixin` to the state of `sktime`, adds tests.",
"is_bot": false,
"headline": "[ENH] `TagAliaserMixin` updated to `sktime` state, added tests (#454)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-10-08T20:17:39Z",
"body_truncated": false,
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{
"oid": "55f3f95fca847f4b882dc8832603b8ea61e5bda4",
"body": "Adds python 3.14 support and removes python 3.9 support.",
"is_bot": false,
"headline": "[MNT] python 3.14 compatibility and python 3.9 end-of-life (#453)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-10-08T20:05:35Z",
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{
"oid": "b25d1e1a48fcc67697d61c772d46b3a8145f766f",
"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 6.0.1 →\n6.1.0](https://github.com/pycqa/isort/compare/6.0.1...6.1.0)\n- https://github.com/psf/black →\nhttps://github.com/psf/black-pre-commit-mirror\n<!--pre-commit.ci end-->",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#451)",
"author_name": "pre-commit-ci[bot]",
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"committed_at": "2025-10-08T19:10:27Z",
"body_truncated": false,
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{
"oid": "b6eb583ee9443e0e720eb2f5af0f9aad709c85dd",
"body": "Bumps [github/codeql-action](https://github.com/github/codeql-action)\nfrom 3 to 4.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump github/codeql-action from 3 to 4 (#452)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-10-08T19:10:20Z",
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{
"oid": "388780e5ad5ab5ab63cc4d766da9936b5b67c4ce",
"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black: 25.1.0 →\n25.9.0](https://github.com/psf/black/compare/25.1.0...25.9.0)\n<!--pre-commit.ci end-->",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#450)",
"author_name": "pre-commit-ci[bot]",
"author_login": "pre-commit-ci[bot]",
"committed_at": "2025-09-25T06:49:02Z",
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{
"oid": "c1b2f7ae5bd548cf423a76aa3597f07c08014320",
"body": "Found few misspellings like DEAULT_CLONE_PLUGINS\n\n-> https://github.com/crate-ci/typos",
"is_bot": false,
"headline": "[DOC] Fix typos (#449)",
"author_name": "Viktor Szépe",
"author_login": "szepeviktor",
"committed_at": "2025-09-20T15:24:50Z",
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{
"oid": "d80ad0d0642564b4432a0b1f445a2371091da8ad",
"body": "Release 0.12.6\n\n* changelog\n* version bump",
"is_bot": false,
"headline": "Release 0.12.6 (#448)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-09-18T22:05:48Z",
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{
"oid": "207c926aa7d088365ed3218ce4176f32f8378345",
"body": "…fixture generation handling (#446)\n\nThis PR improves the functionality of `QuickTester`:\n\n* improved verbosity levels, `verbose` can now be an integer that allows\ngranular control on whether printout from the tests are displayed or not\n* customizable fixture generation from the input object `obj` - in case\nthis is different from the class/instance mechanism, e.g., using a\npackage mechanism, see here for an example:\nhttps://github.com/sktime/pytorch-forecasting/pull/1954",
"is_bot": false,
"headline": "[ENH] improved `QuickTester`: verbosity levels, plugin structure for …",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-09-18T17:06:12Z",
"body_truncated": false,
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{
"oid": "b5bbd1df1ae9ff60ba02847736fbf649f52a3c1a",
"body": "The `TagAliaserMixin` methods `get_tag` and `get_class_tag` were not\nbehaving as intended: they were not aliasing the tags.\n\nThis is fixed by delegating to the correctly behaving `get_tags` and\n`get_class_tags` in case a tag is aliasing or aliased.",
"is_bot": false,
"headline": "[BUG] fix `TagAliaserMixin` `get_tag` and `get_class_tag` (#445)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-09-18T17:02:48Z",
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{
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"body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/asottile/blacken-docs: 1.19.1 →\n1.20.0](https://github.com/asottile/blacken-docs/compare/1.19.1...1.20.0)\n<!--pre-commit.ci end-->",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#447)",
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{
"oid": "4162ef9dd0889a269708ca054ce051523dfab3a6",
"body": "…ting` (#441)\n\nupdates `_safe_import` to the state in `sktime` and `pytorch_forecasting`",
"is_bot": false,
"headline": "[ENH] update `_safe_import` to state in `sktime` and `pytorch_forecas…",
"author_name": "Franz Király",
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"committed_at": "2025-09-07T17:17:07Z",
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{
"oid": "37b8895468a17f8ff1eb90057d704c80e6905389",
"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 5 to 6.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 5 to 6 (#444)",
"author_name": "dependabot[bot]",
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"committed_at": "2025-09-07T09:56:23Z",
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{
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"body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 4\nto 5.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 4 to 5 (#443)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-09-07T09:56:09Z",
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{
"oid": "1c6c4f4e5d5709a53fa3dd8259f6d7dbf002c557",
"body": "From\nhttps://github.com/sktime/skpro/pull/583#pullrequestreview-3131917702",
"is_bot": false,
"headline": "[MNT] Check versions in wheels workflow (#440)",
"author_name": "Viktor Szépe",
"author_login": "szepeviktor",
"committed_at": "2025-08-24T20:34:09Z",
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{
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"body": "Release 0.12.5\n\n* changelog\n* version bump",
"is_bot": false,
"headline": "Release 0.12.5 (#437)",
"author_name": "Franz Király",
"author_login": "fkiraly",
"committed_at": "2025-08-17T16:07:56Z",
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{
"oid": "d8cc4185f43b807662f84a2d256da78d09b638b6",
"body": "…(#438)\n\nremoves the deprecated `fix-encoding-pragma` hook from `pre-commit`",
"is_bot": false,
"headline": "[MNT] remove deprecated `fix-encoding-pragma` hook from `pre-commit` …",
"author_name": "Franz Király",
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"committed_at": "2025-08-17T14:40:51Z",
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{
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"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 4 to 5 (#436)",
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"committed_at": "2025-08-14T09:14:01Z",
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"is_bot": true,
"headline": "[pre-commit.ci] pre-commit autoupdate (#435)",
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"author_login": "pre-commit-ci[bot]",
"committed_at": "2025-08-12T11:18:57Z",
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{
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"body": "…(#434)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 4 to 5.",
"is_bot": true,
"headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 4 to 5 …",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-08-12T11:18:11Z",
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"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 7.3
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 9/18 approved changesets -- score normalized to 5",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 3 contributing companies or organizations -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool detected but not run on all commits",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"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"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 12
},
"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": 51,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "weak",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.982,
"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": "55 of 56 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 55,
"sampled": 56
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 59,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.27
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "27 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 27,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 72525,
"source_files_sampled": 70,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/70 source files over 60KB",
"points": 54.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 70,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library"
],
"labels": [
"library"
],
"scores": {
"library": 8
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "tags",
"label": "library",
"source": "tag:framework",
"weight": 2
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-08-02T16:00:00.801913Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/sktime/skbase.svg",
"full_name": "sktime/skbase",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}
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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 v2.5.0, schema v0.27.0 — full methodology · metrics wiki.
