Public record
Software health reportschema 0.15.0 · metrics 2.10.0 · 2026-07-19 16:00 UTC

OpenSTEF / openstef

Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.

PythonMPL-2.0★ 155 stars⑂ 52 forkssince Feb 2021View on GitHub ↗
KindLibraryhow this is determined
#forecasting#energy#python#data-science#machine-learning#time-series#energy-forecasting

OpenSTEF/openstef holds a health index of 95 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on AI Readiness (49/100). It was last updated 2 days ago. 3 contributors account for most of its recent work.

95
overall / 100
Exceptional

Software health index

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

95
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 82 is calibrated to 95 on the published index scale (record calibration 2026-08-02).

Ownership

OpenSTEFOrganization
87 followers7 public repossince Nov 2021

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIopenstef4.1.2-2462 days agoenergyforecastingmachinelearning

Metrics by category

Vitality

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

96Exceptional · 21% of overall

Development activity

95Exceptional
How it's scored
36/36Push recency — last push 2 days ago
31.2/36Commit cadence — 45/52 weeks with commits
18/18Commit volume — 250 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year250
human_commit_share—
days_since_last_push2
active_weeks_last_year45

Release discipline

98Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~7.9 days
8/10OpenSSF Scorecard: Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
Inputs used
releases_count100
latest_release_tagv4.1.2
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases7.9

Community & Adoption

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

72Good · 17% of overall

Popularity & adoption

54Moderate
How it's scored
35.5/60Stars — 155 stars
14.2/25Forks — 52 forks
3.9/15Watchers — 6 watchers
Inputs used
forks52
stars155
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MPL-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services—
has_pull_request_templateyes

Sustainability & Governance

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

83Excellent · 23% of overall

Maintainer resilience (bus factor)

77Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
17.6/22.5Commit distribution — top contributor authored 22% of commits
13.5/13.5Contributor breadth — 47 contributors
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled47
top_contributor_share0.22

Issue & PR responsiveness

84Excellent
How it's scored
34.8/42Issue resolution — 83% of issues closed
25/30PR acceptance — 692/831 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
13.5/15OpenSSF Scorecard: Code-Review — Found 24/25 approved changesets -- score normalized to 9
Inputs used
merged_prs692
open_issues35
closed_issues168
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.828
closed_unmerged_prs139
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

75Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
14/25Owner reach — 87 followers of OpenSTEF
16/25Track record — 7 public repos, account ~4 yr old
Inputs used
followers87
owner_typeOrganization
is_verified—
owner_loginOpenSTEF
public_repos7
account_age_days1,713
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 2 days ago
20/20Version history — 246 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesopenstef
ecosystemspypi
any_deprecatedno
min_days_since_publish2

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — ruff.toml
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://openstef.github.io/openstef
10/10Repository description
10/10Topics — 7 topics
10/10Wiki
Inputs used
topicsforecasting, energy, python, data-science, machine-learning, time-series, energy-forecasting
has_wikiyes
homepagehttps://openstef.github.io/openstef
docs_sitehttps://openstef.github.io/openstef
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

72Good · 16% of overall

Security posture

72Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
5.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 24/25 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 15 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
5/5Pinned-Dependencies — all dependencies are pinned
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
6/7.5Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7.2
Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.

AI Readiness

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

49Weak · 4% of overall

Agent context & guidance

1Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

64Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — ruff.toml
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

55Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/419 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes40,325
source_files_sampled419
oversized_source_files0

Machine-readable interfaces

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

Key facts

155GitHub stars
47contributors
250commits, last 12 months
2days since last push
100releases
3bus factor
35open issues
PyPIpackage ecosystems

Data collection warnings

  • Could not fetch pypi package 'openstef-docs' from its registry
  • Could not fetch pypi package 'openstef-examples' from its registry

More detail

OpenSSF Scorecard 7.2 / 10
7.2aggregate

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 · 2026-07-19 15:59 UTC

10Binary-Artifactsno binaries found in the repo
7Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 24/25 approved changesets -- score normalized to 9
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
10Pinned-Dependenciesall dependencies are pinned
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
8Signed-Releases3 out of the last 3 releases have a total of 3 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Direct dependencies 29
RegistryPackageVersion constraintManifest
PyPIhuggingface-hub>=1.2.2docs/pyproject.toml
PyPIipython>=9.4docs/pyproject.toml
PyPIjupyter-cache>=1docs/pyproject.toml
PyPIjupytext>=1.16docs/pyproject.toml
PyPIkaleido>=0.2.1,<0.3,!=0.2.1.post1docs/pyproject.toml
PyPImatplotlib>=3.10.5docs/pyproject.toml
PyPImyst-nb>=1.2docs/pyproject.toml
PyPIopenstef—docs/pyproject.toml
PyPIopenstef-beam—docs/pyproject.toml
PyPIopenstef-core—docs/pyproject.toml
PyPIopenstef-foundation-models—docs/pyproject.toml
PyPIopenstef-models—docs/pyproject.toml
PyPIoptuna>=4.7docs/pyproject.toml
PyPIpydata-sphinx-theme>=0.16.1docs/pyproject.toml
PyPIsphinx>=8.2.3docs/pyproject.toml
PyPIsphinx-autobuild>=2024.10.3docs/pyproject.toml
PyPIsphinx-autodoc-typehints>=3.2docs/pyproject.toml
PyPIsphinx-copybutton>=0.5.2docs/pyproject.toml
PyPIsphinx-design>=0.6.1docs/pyproject.toml
PyPIsphinx-gallery>=0.19docs/pyproject.toml
PyPIsphinx-prompt>=1.10docs/pyproject.toml
PyPIsphinx-pyproject>=0.3docs/pyproject.toml
PyPIsphinxcontrib-mermaid>=0.9.2docs/pyproject.toml
PyPIopenstef—examples/pyproject.toml
PyPIopenstef-beam—examples/pyproject.toml
PyPIopenstef-core—examples/pyproject.toml
PyPIopenstef-models—examples/pyproject.toml
PyPIopenstef-core—pyproject.toml
PyPIopenstef-models—pyproject.toml
All dependencies 458

Full resolved dependency set from the GitHub dependency graph: 45 direct and 413 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIhuggingface-hub—direct
PyPIhuggingface-hub1.20.1direct
PyPIipython—direct
PyPIipython9.14.1direct
PyPIjupyter-cache—direct
PyPIjupyter-cache1.0.1direct
PyPIjupytext—direct
PyPIjupytext1.19.4direct
PyPIkaleido—direct
PyPIkaleido0.2.1direct
PyPImatplotlib—direct
PyPImatplotlib3.11.0direct
PyPImyst-nb—direct
PyPImyst-nb1.4.0direct
PyPIopenstef—direct
PyPIopenstef0.0.0direct
PyPIopenstef-beam—direct
PyPIopenstef-beam0.0.0direct
PyPIopenstef-core—direct
PyPIopenstef-core0.0.0direct
PyPIopenstef-foundation-models0.0.0direct
PyPIopenstef-models—direct
PyPIopenstef-models0.0.0direct
PyPIoptuna—direct
PyPIoptuna4.9.0direct
PyPIpydata-sphinx-theme—direct
PyPIpydata-sphinx-theme0.19.0direct
PyPIsphinx—direct
PyPIsphinx9.1.0direct
PyPIsphinx-autobuild—direct
PyPIsphinx-autobuild2025.8.25direct
PyPIsphinx-autodoc-typehints—direct
PyPIsphinx-autodoc-typehints3.11.0direct
PyPIsphinx-copybutton—direct
PyPIsphinx-copybutton0.5.2direct
PyPIsphinx-design—direct
PyPIsphinx-design0.7.0direct
PyPIsphinx-gallery—direct
PyPIsphinx-gallery0.21.0direct
PyPIsphinx-prompt—direct
PyPIsphinx-prompt1.10.2direct
PyPIsphinx-pyproject—direct
PyPIsphinx-pyproject0.3.0direct
PyPIsphinxcontrib-mermaid—direct
PyPIsphinxcontrib-mermaid2.0.2direct
PyPIa2wsgi1.10.10indirect
PyPIaccessible-pygments0.0.5indirect
PyPIaiobotocore3.7.0indirect
PyPIaiohappyeyeballs2.6.2indirect
PyPIaiohttp3.14.1indirect
PyPIaioitertools0.13.0indirect
PyPIaiosignal1.4.0indirect
PyPIaiosmtplib5.1.1indirect
PyPIaiosqlite0.21.0indirect
PyPIalabaster1.0.0indirect
PyPIalembic1.18.4indirect
PyPIamqp5.3.1indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIantlr4-python3-runtime4.13.2indirect
PyPIanyio4.13.0indirect
PyPIapache-airflow—indirect
PyPIapache-airflow3.2.2indirect
PyPIapache-airflow-core3.2.2indirect
PyPIapache-airflow-providers-common-compat1.15.0indirect
PyPIapache-airflow-providers-common-io1.7.2indirect
PyPIapache-airflow-providers-common-sql2.0.0indirect
PyPIapache-airflow-providers-smtp3.0.1indirect
PyPIapache-airflow-providers-standard1.15.0indirect
PyPIapache-airflow-task-sdk1.2.2indirect
PyPIappnope0.1.4indirect
PyPIargcomplete3.6.3indirect
PyPIargon2-cffi25.1.0indirect
PyPIargon2-cffi-bindings25.1.0indirect
PyPIarrow1.4.0indirect
PyPIasgiref3.11.1indirect
PyPIasttokens3.0.1indirect
PyPIasync-lru2.3.0indirect
PyPIattrs26.1.0indirect
PyPIaws-sam-translator1.110.0indirect
PyPIaws-xray-sdk2.15.0indirect
PyPIbabel2.18.0indirect
PyPIbackoff2.2.1indirect
PyPIbeautifulsoup44.14.3indirect
PyPIbilliard4.2.4indirect
PyPIbleach6.4.0indirect
PyPIblinker1.9.0indirect
PyPIboolean-py5.0indirect
PyPIboto31.43.0indirect
PyPIbotocore1.43.0indirect
PyPIcachetools7.1.4indirect
PyPIcadwyn7.1.0indirect
PyPIcattrs24.1.3indirect
PyPIcelery—indirect
PyPIcelery5.6.3indirect
PyPIcertifi2026.5.20indirect
PyPIcffi2.0.0indirect
PyPIcfn-lint1.51.2indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.4.1indirect
PyPIclick-didyoumean0.3.1indirect
PyPIclick-plugins1.1.1.2indirect
PyPIclick-repl0.3.0indirect
PyPIcloudpickle3.1.2indirect
PyPIcolorama0.4.6indirect
PyPIcoloredlogs14.0indirect
PyPIcolorlog6.10.1indirect
PyPIcomm0.2.3indirect
PyPIconfigurator3.2.0indirect
PyPIcontourpy1.3.3indirect
PyPIcoverage7.14.1indirect
PyPIcron-descriptor2.0.8indirect
PyPIcroniter6.2.2indirect
PyPIcryptography48.0.1indirect
PyPIcycler0.12.1indirect
PyPIdagster—indirect
PyPIdagster1.13.10indirect
PyPIdagster-graphql1.13.10indirect
PyPIdagster-pipes1.13.10indirect
PyPIdagster-shared1.13.10indirect
PyPIdagster-webserver—indirect
PyPIdagster-webserver1.13.10indirect
PyPIdatabricks-sdk0.112.0indirect
PyPIdebugpy1.8.20indirect
PyPIdecorator5.3.1indirect
PyPIdefusedxml0.7.1indirect
PyPIdepgather0.5.0indirect
PyPIdeprecated1.3.1indirect
PyPIdill0.4.1indirect
PyPIdnspython2.8.0indirect
PyPIdocker7.1.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIdocutils0.22.4indirect
PyPIdom-toml2.3.0indirect
PyPIdomdf-python-tools3.10.0indirect
PyPIemail-validator2.3.0indirect
PyPIexecnet2.1.2indirect
PyPIexecuting2.2.1indirect
PyPIfastapi0.138.0indirect
PyPIfastapi-cli0.0.27indirect
PyPIfastjsonschema2.21.2indirect
PyPIfilelock3.29.0indirect
PyPIflask3.1.3indirect
PyPIflask-cors6.0.2indirect
PyPIflatbuffers25.12.19indirect
PyPIfonttools4.63.0indirect
PyPIfqdn1.5.1indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.6.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.50indirect
PyPIgoogle-auth2.53.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgql4.0.0indirect
PyPIgraphene3.4.3indirect
PyPIgraphql-core3.2.8indirect
PyPIgraphql-relay3.2.0indirect
PyPIgreenback1.3.0indirect
PyPIgreenlet3.5.1indirect
PyPIgrpcio1.81.0indirect
PyPIgrpcio-health-checking1.81.0indirect
PyPIh110.16.0indirect
PyPIh5py3.16.0indirect
PyPIhatchling—indirect
PyPIhf-xet1.5.1indirect
PyPIholidays—indirect
PyPIholidays0.99indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhumanfriendly10.0indirect
PyPIid1.6.1indirect
PyPIidna3.17indirect
PyPIimagesize2.0.0indirect
PyPIimportlib-metadata9.0.0indirect
PyPIiniconfig2.3.0indirect
PyPIipykernel7.3.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIipywidgets8.1.8indirect
PyPIisoduration20.11.0indirect
PyPIitsdangerous2.2.0indirect
PyPIjedi0.20.0indirect
PyPIjinja23.1.6indirect
PyPIjmespath1.1.0indirect
PyPIjoblib—indirect
PyPIjoblib1.5.3indirect
PyPIjoserfc1.6.8indirect
PyPIjson50.14.0indirect
PyPIjsonpatch1.33indirect
PyPIjsonpath-ng1.8.0indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.5.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter—indirect
PyPIjupyter1.1.1indirect
PyPIjupyter-builder1.0.2indirect
PyPIjupyter-client8.9.1indirect
PyPIjupyter-console6.6.3indirect
PyPIjupyter-core5.9.1indirect
PyPIjupyter-events0.12.1indirect
PyPIjupyter-lsp2.3.1indirect
PyPIjupyter-server2.20.0indirect
PyPIjupyter-server-terminals0.5.4indirect
PyPIjupyterlab4.6.0indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIjupyterlab-server2.28.0indirect
PyPIjupyterlab-widgets3.0.16indirect
PyPIkiwisolver1.5.0indirect
PyPIkombu5.6.2indirect
PyPIlark1.3.1indirect
PyPIlazy-object-proxy1.12.0indirect
PyPIlibcst1.8.6indirect
PyPIlicense-expression30.4.4indirect
PyPIlicensecheck2026.0.8indirect
PyPIlightgbm—indirect
PyPIlightgbm4.6.0indirect
PyPIlinkify-it-py2.1.0indirect
PyPIlockfile0.12.2indirect
PyPIloguru0.7.3indirect
PyPImako1.3.12indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib-inline0.2.2indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImethodtools0.4.7indirect
PyPImicrosoft-python-type-stubs0indirect
PyPImistune3.2.1indirect
PyPImlflow-skinny—indirect
PyPImlflow-skinny3.14.0indirect
PyPImore-itertools11.1.0indirect
PyPImoto5.2.1indirect
PyPImpmath1.3.0indirect
PyPImsgspec0.21.1indirect
PyPImultidict6.7.1indirect
PyPImyst-parser5.1.0indirect
PyPInarwhals2.21.2indirect
PyPInatsort8.4.0indirect
PyPInbclient0.10.4indirect
PyPInbconvert7.17.1indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio21.7.2indirect
PyPInetworkx3.6.1indirect
PyPInotebook7.6.0indirect
PyPInotebook-shim0.2.4indirect
PyPInumpy—indirect
PyPInumpy2.4.6indirect
PyPInumpy-typing-compat20251206.2.4indirect
PyPInvidia-cublas-cu12—indirect
PyPInvidia-cublas-cu1212.9.2.10indirect
PyPInvidia-cuda-nvrtc-cu1212.9.86indirect
PyPInvidia-cuda-runtime-cu12—indirect
PyPInvidia-cuda-runtime-cu1212.9.79indirect
PyPInvidia-cudnn-cu12—indirect
PyPInvidia-cudnn-cu129.23.2.1indirect
PyPInvidia-cufft-cu12—indirect
PyPInvidia-cufft-cu1211.4.1.4indirect
PyPInvidia-curand-cu12—indirect
PyPInvidia-curand-cu1210.3.10.19indirect
PyPInvidia-nccl-cu122.30.4indirect
PyPInvidia-nvjitlink-cu1212.9.86indirect
PyPIonnxruntime—indirect
PyPIonnxruntime1.27.0indirect
PyPIonnxruntime-gpu—indirect
PyPIonnxruntime-gpu1.27.0indirect
PyPIopenapi-schema-validator0.9.0indirect
PyPIopenapi-spec-validator0.9.0indirect
PyPIopenstef-deployment-examples0.0.0indirect
PyPIopenstef-docs0.0.0indirect
PyPIopenstef-examples0.0.0indirect
PyPIopenstef-meta—indirect
PyPIopenstef-meta0.0.0indirect
PyPIopentelemetry-api1.42.1indirect
PyPIopentelemetry-exporter-otlp1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.42.1indirect
PyPIopentelemetry-proto1.42.1indirect
PyPIopentelemetry-sdk1.42.1indirect
PyPIopentelemetry-semantic-conventions0.63b1indirect
PyPIoptype0.17.1indirect
PyPIoutcome1.3.0.post0indirect
PyPIpackaging26.2indirect
PyPIpandas—indirect
PyPIpandas2.3.3indirect
PyPIpandas-stubs2.3.3.260113indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.7indirect
PyPIpastel0.2.1indirect
PyPIpathable0.6.0indirect
PyPIpathlib-abc0.5.2indirect
PyPIpathspec1.1.1indirect
PyPIpendulum3.2.0indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.10.0indirect
PyPIplotly—indirect
PyPIplotly6.8.0indirect
PyPIpluggy1.6.0indirect
PyPIpoethepoet0.46.0indirect
PyPIprometheus-client0.25.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpvlib—indirect
PyPIpvlib0.15.2indirect
PyPIpy-partiql-parser0.6.3indirect
PyPIpyarrow—indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycountry—indirect
PyPIpycountry26.2.16indirect
PyPIpycparser3.0indirect
PyPIpydantic—indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-extra-types—indirect
PyPIpydantic-extra-types2.11.1indirect
PyPIpydantic-settings—indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpygtrie2.5.0indirect
PyPIpyjwt2.13.0indirect
PyPIpyopenssl26.2.0indirect
PyPIpyparsing3.3.2indirect
PyPIpypi-attestations0.0.29indirect
PyPIpyproject-fmt2.25.1indirect
PyPIpyreadline33.5.6indirect
PyPIpytest9.1.1indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-daemon3.1.2indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-debian1.1.0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-json-logger4.1.0indirect
PyPIpython-magic0.4.27indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-slugify8.0.4indirect
PyPIpytz2026.2indirect
PyPIpywin32311indirect
PyPIpywinpty3.0.3indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.3indirect
PyPIpyyaml-ft8.0.0indirect
PyPIpyzmq27.1.0indirect
PyPIredis6.4.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.2indirect
PyPIrequests-cache1.3.2indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrequirements-parser0.13.0indirect
PyPIresponses0.26.1indirect
PyPIreuse6.2.0indirect
PyPIrfc3161-client1.0.6indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc39862.0.0indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrfc87850.1.4indirect
PyPIrich15.0.0indirect
PyPIrich-argparse1.8.0indirect
PyPIrich-toolkit0.20.1indirect
PyPIroman-numerals4.1.0indirect
PyPIrpds-py2026.5.1indirect
PyPIruff0.15.20indirect
PyPIs3fs—indirect
PyPIs3fs2026.6.0indirect
PyPIs3transfer0.17.1indirect
PyPIscikit-learn—indirect
PyPIscikit-learn1.7.2indirect
PyPIscipy—indirect
PyPIscipy1.17.1indirect
PyPIscipy-stubs1.17.1.5indirect
PyPIscoringrules—indirect
PyPIsecuresystemslib1.4.0indirect
PyPIsend2trash2.1.0indirect
PyPIsetproctitle1.3.7indirect
PyPIsetuptools82.0.1indirect
PyPIshellingham1.5.4indirect
PyPIsigstore4.3.0indirect
PyPIsigstore-models0.0.6indirect
PyPIsigstore-rekor-types0.0.18indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsnowballstemmer3.1.0indirect
PyPIsoupsieve2.8.4indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsqlalchemy2.0.51indirect
PyPIsqlparse0.5.5indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.3.1indirect
PyPIstructlog25.5.0indirect
PyPIsvcs25.1.0indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItenacity9.1.4indirect
PyPItermcolor3.3.0indirect
PyPIterminado0.18.1indirect
PyPItext-unidecode1.3indirect
PyPIthreadpoolctl3.6.0indirect
PyPItinycss21.4.0indirect
PyPItomli2.4.1indirect
PyPItomlkit0.15.0indirect
PyPItoposort1.10indirect
PyPItornado6.5.7indirect
PyPItqdm—indirect
PyPItqdm4.68.3indirect
PyPItraitlets5.15.0indirect
PyPItuf7.0.0indirect
PyPIty0.0.55indirect
PyPItyper0.25.1indirect
PyPItypes-pytz2026.2.0.20260518indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPItzlocal5.3.1indirect
PyPIuc-micro-py2.0.0indirect
PyPIuniversal-pathlib0.3.10indirect
PyPIuri-template1.3.0indirect
PyPIurl-normalize3.0.0indirect
PyPIurllib32.7.0indirect
PyPIuuid62025.0.1indirect
PyPIuvicorn0.48.0indirect
PyPIuvloop0.22.1indirect
PyPIvine5.1.0indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.7.0indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwerkzeug3.1.8indirect
PyPIwidgetsnbextension4.0.15indirect
PyPIwin32-setctime1.2.0indirect
PyPIwirerope1.0.0indirect
PyPIwrapt2.2.1indirect
PyPIxgboost—indirect
PyPIxgboost3.3.0indirect
PyPIxgboost-cpu—indirect
PyPIxgboost-cpu3.3.0indirect
PyPIxmltodict1.0.4indirect
PyPIyarl1.24.2indirect
PyPIzipp4.1.0indirect
Raw JSON report machine-readable

Feedback

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

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with OpenSTEF/openstef. Read them side by side →

98Nixtla/statsforecastLightning ⚡️ fast forecasting with statistical and econometric models.Exceptional98autogluon/autogluonFast and Accurate ML in 3 Lines of CodeExceptional97unit8co/dartsA python library for user-friendly forecasting and anomaly detection on time series.Exceptional98sktime/sktimeA unified framework for machine learning with time seriesExceptional100scikit-learn/scikit-learnscikit-learn: machine learning in PythonExceptional100ray-project/rayRay is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.Exceptional

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.15.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.