Public recordGood
Software health reportschema 0.15.0 · metrics 1.13.0 · 2026-07-19 16:00 UTC
OpenSTEF / openstef
Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.
OpenSTEF/openstef holds a health index of 83 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on AI Readiness (40/100). It was last updated 2 days ago. 3 contributors account for most of its recent work.
83
overall / 100Software 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.
83
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)
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
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
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | openstef | 4.1.2 | - | 246 | 2 days ago | energyforecastingmachinelearning |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
96
Development activity
95Excellent
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 31.2/36 | Commit cadence — 45/52 weeks with commits |
| 18/18 | Commit volume — 250 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 250 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 45 |
Release discipline
98Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 2 days ago |
| 27/27 | Release cadence — a release every ~7.9 days |
| 8/10 | OpenSSF Scorecard: Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts. |
Inputs used
| releases_count | 100 |
| latest_release_tag | v4.1.2 |
| releases_from_tags | no |
| days_since_latest_release | 2 |
| mean_days_between_releases | 7.9 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
72
Popularity & adoption
54Moderate
How it's scored
| 35.5/60 | Stars — 155 stars |
| 14.2/25 | Forks — 52 forks |
| 3.9/15 | Watchers — 6 watchers |
Inputs used
| forks | 52 |
| stars | 155 |
| watchers | 6 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MPL-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
79
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 17.6/22.5 | Commit distribution — top contributor authored 22% of commits |
| 13.5/13.5 | Contributor breadth — 47 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 47 |
| top_contributor_share | 0.22 |
How it's scored
| 38.7/46.8 | Issue resolution — 83% of issues closed |
| 31.9/38.3 | PR acceptance — 692/831 decided PRs merged |
| 13.5/15 | OpenSSF Scorecard: Code-Review — Found 24/25 approved changesets -- score normalized to 9 |
Inputs used
| merged_prs | 692 |
| open_issues | 35 |
| closed_issues | 168 |
| issue_closed_ratio | 0.828 |
| closed_unmerged_prs | 139 |
Ownership & stewardship
60Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 14/25 | Owner reach — 87 followers of OpenSTEF |
| 16/25 | Track record — 7 public repos, account ~4 yr old |
Inputs used
| followers | 87 |
| owner_type | Organization |
| is_verified | — |
| owner_login | OpenSTEF |
| public_repos | 7 |
| account_age_days | 1,713 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 2 days ago |
| 20/20 | Version history — 246 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | openstef |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 2 |
Engineering Quality
Are baseline engineering and documentation practices in place?
90
Engineering practices
84Good
How it's scored
| 24/24 | CI workflows — 8 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — ruff.toml |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://openstef.github.io/openstef |
| 10/10 | Repository description |
| 10/10 | Topics — 7 topics |
| 10/10 | Wiki |
Inputs used
| topics | forecasting, energy, python, data-science, machine-learning, time-series, energy-forecasting |
| has_wiki | yes |
| homepage | https://openstef.github.io/openstef |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
72
Security posture
72Good
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 5.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6.8/7.5 | Code-Review — Found 24/25 approved changesets -- score normalized to 9 |
| 2.5/2.5 | Contributors — project has 15 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 4.5/5 | SAST — SAST tool detected but not run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 6/7.5 | Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 24 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 7.2 |
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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
40
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| 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
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — ruff.toml |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 10/10 | OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/419 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 40,325 |
| source_files_sampled | 419 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 7 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 9 | Code-Review | Found 24/25 approved changesets -- score normalized to 9 |
| 10 | Contributors | project has 15 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 9 | SAST | SAST tool detected but not run on all commits |
| 10 | Security-Policy | security policy file detected |
| 8 | Signed-Releases | 3 out of the last 3 releases have a total of 3 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 24 existing vulnerabilities detected |
Direct dependencies 29
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | huggingface-hub | >=1.2.2 | docs/pyproject.toml |
| PyPI | ipython | >=9.4 | docs/pyproject.toml |
| PyPI | jupyter-cache | >=1 | docs/pyproject.toml |
| PyPI | jupytext | >=1.16 | docs/pyproject.toml |
| PyPI | kaleido | >=0.2.1,<0.3,!=0.2.1.post1 | docs/pyproject.toml |
| PyPI | matplotlib | >=3.10.5 | docs/pyproject.toml |
| PyPI | myst-nb | >=1.2 | docs/pyproject.toml |
| PyPI | openstef | — | docs/pyproject.toml |
| PyPI | openstef-beam | — | docs/pyproject.toml |
| PyPI | openstef-core | — | docs/pyproject.toml |
| PyPI | openstef-foundation-models | — | docs/pyproject.toml |
| PyPI | openstef-models | — | docs/pyproject.toml |
| PyPI | optuna | >=4.7 | docs/pyproject.toml |
| PyPI | pydata-sphinx-theme | >=0.16.1 | docs/pyproject.toml |
| PyPI | sphinx | >=8.2.3 | docs/pyproject.toml |
| PyPI | sphinx-autobuild | >=2024.10.3 | docs/pyproject.toml |
| PyPI | sphinx-autodoc-typehints | >=3.2 | docs/pyproject.toml |
| PyPI | sphinx-copybutton | >=0.5.2 | docs/pyproject.toml |
| PyPI | sphinx-design | >=0.6.1 | docs/pyproject.toml |
| PyPI | sphinx-gallery | >=0.19 | docs/pyproject.toml |
| PyPI | sphinx-prompt | >=1.10 | docs/pyproject.toml |
| PyPI | sphinx-pyproject | >=0.3 | docs/pyproject.toml |
| PyPI | sphinxcontrib-mermaid | >=0.9.2 | docs/pyproject.toml |
| PyPI | openstef | — | examples/pyproject.toml |
| PyPI | openstef-beam | — | examples/pyproject.toml |
| PyPI | openstef-core | — | examples/pyproject.toml |
| PyPI | openstef-models | — | examples/pyproject.toml |
| PyPI | openstef-core | — | pyproject.toml |
| PyPI | openstef-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.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | huggingface-hub | — | direct |
| PyPI | huggingface-hub | 1.20.1 | direct |
| PyPI | ipython | — | direct |
| PyPI | ipython | 9.14.1 | direct |
| PyPI | jupyter-cache | — | direct |
| PyPI | jupyter-cache | 1.0.1 | direct |
| PyPI | jupytext | — | direct |
| PyPI | jupytext | 1.19.4 | direct |
| PyPI | kaleido | — | direct |
| PyPI | kaleido | 0.2.1 | direct |
| PyPI | matplotlib | — | direct |
| PyPI | matplotlib | 3.11.0 | direct |
| PyPI | myst-nb | — | direct |
| PyPI | myst-nb | 1.4.0 | direct |
| PyPI | openstef | — | direct |
| PyPI | openstef | 0.0.0 | direct |
| PyPI | openstef-beam | — | direct |
| PyPI | openstef-beam | 0.0.0 | direct |
| PyPI | openstef-core | — | direct |
| PyPI | openstef-core | 0.0.0 | direct |
| PyPI | openstef-foundation-models | 0.0.0 | direct |
| PyPI | openstef-models | — | direct |
| PyPI | openstef-models | 0.0.0 | direct |
| PyPI | optuna | — | direct |
| PyPI | optuna | 4.9.0 | direct |
| PyPI | pydata-sphinx-theme | — | direct |
| PyPI | pydata-sphinx-theme | 0.19.0 | direct |
| PyPI | sphinx | — | direct |
| PyPI | sphinx | 9.1.0 | direct |
| PyPI | sphinx-autobuild | — | direct |
| PyPI | sphinx-autobuild | 2025.8.25 | direct |
| PyPI | sphinx-autodoc-typehints | — | direct |
| PyPI | sphinx-autodoc-typehints | 3.11.0 | direct |
| PyPI | sphinx-copybutton | — | direct |
| PyPI | sphinx-copybutton | 0.5.2 | direct |
| PyPI | sphinx-design | — | direct |
| PyPI | sphinx-design | 0.7.0 | direct |
| PyPI | sphinx-gallery | — | direct |
| PyPI | sphinx-gallery | 0.21.0 | direct |
| PyPI | sphinx-prompt | — | direct |
| PyPI | sphinx-prompt | 1.10.2 | direct |
| PyPI | sphinx-pyproject | — | direct |
| PyPI | sphinx-pyproject | 0.3.0 | direct |
| PyPI | sphinxcontrib-mermaid | — | direct |
| PyPI | sphinxcontrib-mermaid | 2.0.2 | direct |
| PyPI | a2wsgi | 1.10.10 | indirect |
| PyPI | accessible-pygments | 0.0.5 | indirect |
| PyPI | aiobotocore | 3.7.0 | indirect |
| PyPI | aiohappyeyeballs | 2.6.2 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aioitertools | 0.13.0 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | aiosmtplib | 5.1.1 | indirect |
| PyPI | aiosqlite | 0.21.0 | indirect |
| PyPI | alabaster | 1.0.0 | indirect |
| PyPI | alembic | 1.18.4 | indirect |
| PyPI | amqp | 5.3.1 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | antlr4-python3-runtime | 4.13.2 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | apache-airflow | — | indirect |
| PyPI | apache-airflow | 3.2.2 | indirect |
| PyPI | apache-airflow-core | 3.2.2 | indirect |
| PyPI | apache-airflow-providers-common-compat | 1.15.0 | indirect |
| PyPI | apache-airflow-providers-common-io | 1.7.2 | indirect |
| PyPI | apache-airflow-providers-common-sql | 2.0.0 | indirect |
| PyPI | apache-airflow-providers-smtp | 3.0.1 | indirect |
| PyPI | apache-airflow-providers-standard | 1.15.0 | indirect |
| PyPI | apache-airflow-task-sdk | 1.2.2 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argcomplete | 3.6.3 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | arrow | 1.4.0 | indirect |
| PyPI | asgiref | 3.11.1 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | async-lru | 2.3.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | aws-sam-translator | 1.110.0 | indirect |
| PyPI | aws-xray-sdk | 2.15.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backoff | 2.2.1 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | billiard | 4.2.4 | indirect |
| PyPI | bleach | 6.4.0 | indirect |
| PyPI | blinker | 1.9.0 | indirect |
| PyPI | boolean-py | 5.0 | indirect |
| PyPI | boto3 | 1.43.0 | indirect |
| PyPI | botocore | 1.43.0 | indirect |
| PyPI | cachetools | 7.1.4 | indirect |
| PyPI | cadwyn | 7.1.0 | indirect |
| PyPI | cattrs | 24.1.3 | indirect |
| PyPI | celery | — | indirect |
| PyPI | celery | 5.6.3 | indirect |
| PyPI | certifi | 2026.5.20 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfn-lint | 1.51.2 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.4.1 | indirect |
| PyPI | click-didyoumean | 0.3.1 | indirect |
| PyPI | click-plugins | 1.1.1.2 | indirect |
| PyPI | click-repl | 0.3.0 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coloredlogs | 14.0 | indirect |
| PyPI | colorlog | 6.10.1 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | configurator | 3.2.0 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.14.1 | indirect |
| PyPI | cron-descriptor | 2.0.8 | indirect |
| PyPI | croniter | 6.2.2 | indirect |
| PyPI | cryptography | 48.0.1 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | dagster | — | indirect |
| PyPI | dagster | 1.13.10 | indirect |
| PyPI | dagster-graphql | 1.13.10 | indirect |
| PyPI | dagster-pipes | 1.13.10 | indirect |
| PyPI | dagster-shared | 1.13.10 | indirect |
| PyPI | dagster-webserver | — | indirect |
| PyPI | dagster-webserver | 1.13.10 | indirect |
| PyPI | databricks-sdk | 0.112.0 | indirect |
| PyPI | debugpy | 1.8.20 | indirect |
| PyPI | decorator | 5.3.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | depgather | 0.5.0 | indirect |
| PyPI | deprecated | 1.3.1 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | dnspython | 2.8.0 | indirect |
| PyPI | docker | 7.1.0 | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | dom-toml | 2.3.0 | indirect |
| PyPI | domdf-python-tools | 3.10.0 | indirect |
| PyPI | email-validator | 2.3.0 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastapi | 0.138.0 | indirect |
| PyPI | fastapi-cli | 0.0.27 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.29.0 | indirect |
| PyPI | flask | 3.1.3 | indirect |
| PyPI | flask-cors | 6.0.2 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | fonttools | 4.63.0 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.6.0 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.50 | indirect |
| PyPI | google-auth | 2.53.0 | indirect |
| PyPI | googleapis-common-protos | 1.75.0 | indirect |
| PyPI | gql | 4.0.0 | indirect |
| PyPI | graphene | 3.4.3 | indirect |
| PyPI | graphql-core | 3.2.8 | indirect |
| PyPI | graphql-relay | 3.2.0 | indirect |
| PyPI | greenback | 1.3.0 | indirect |
| PyPI | greenlet | 3.5.1 | indirect |
| PyPI | grpcio | 1.81.0 | indirect |
| PyPI | grpcio-health-checking | 1.81.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | h5py | 3.16.0 | indirect |
| PyPI | hatchling | — | indirect |
| PyPI | hf-xet | 1.5.1 | indirect |
| PyPI | holidays | — | indirect |
| PyPI | holidays | 0.99 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httptools | 0.8.0 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | humanfriendly | 10.0 | indirect |
| PyPI | id | 1.6.1 | indirect |
| PyPI | idna | 3.17 | indirect |
| PyPI | imagesize | 2.0.0 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | 7.3.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.8 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | itsdangerous | 2.2.0 | indirect |
| PyPI | jedi | 0.20.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | joblib | — | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | joserfc | 1.6.8 | indirect |
| PyPI | json5 | 0.14.0 | indirect |
| PyPI | jsonpatch | 1.33 | indirect |
| PyPI | jsonpath-ng | 1.8.0 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-path | 0.5.0 | indirect |
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| PyPI | jupyter-core | 5.9.1 | indirect |
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| PyPI | notebook | 7.6.0 | indirect |
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| PyPI | nvidia-cudnn-cu12 | — | indirect |
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| PyPI | nvidia-cufft-cu12 | — | indirect |
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| PyPI | requirements-parser | 0.13.0 | indirect |
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| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
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]
},
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]
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]
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{
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{
"key": "issue_template",
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{
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}
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{
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{
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]
},
{
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}
],
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{
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{
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]
},
{
"key": "stewardship",
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"components": [
{
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"code": "owner_organization",
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{
"key": "verified_domain",
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{
"key": "owner_reach",
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{
"key": "track_record",
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"code": "public_repos",
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"count": 7
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},
{
"code": "account_age_years",
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]
},
{
"key": "package_maintenance",
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"note": null,
"notes": [],
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{
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],
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{
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],
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{
"key": "version_history",
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}
],
"max_points": 20
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{
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}
],
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},
{
"key": "engineering",
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"code": "ci_workflows",
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{
"key": "tests_present",
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{
"key": "linter_config",
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]
},
{
"key": "documentation",
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"value": 100,
"inputs": {
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"components": [
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{
"key": "documentation_homepage_site",
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{
"key": "repository_description",
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{
"key": "topics",
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]
}
],
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"key": "branch_protection",
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{
"key": "contributors",
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{
"key": "dangerous_workflow",
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"status": "met",
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{
"key": "dependency_update_tool",
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"status": "met",
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{
"key": "fuzzing",
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"status": "missed",
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{
"key": "license",
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{
"key": "maintained",
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"status": "met",
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"max_points": 7.5
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{
"key": "packaging",
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"code": "no_data",
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],
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{
"key": "pinned_dependencies",
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{
"key": "sast",
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"status": "partial",
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{
"key": "security_policy",
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"status": "met",
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{
"key": "signed_releases",
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"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
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{
"key": "token_permissions",
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"status": "missed",
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{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"status": "missed",
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
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"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"policy_countries": [
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"review_only_matches": 0,
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"components": [
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"key": "policy_exposure_multiplier",
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"status": "met",
"details": [
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"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 40,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"code": "excluded_no_data",
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{
"code": "weights_renormalized",
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],
"value": 1,
"inputs": {
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"agent_instruction_files": [],
"agent_instruction_max_bytes": null
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"components": [
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"key": "agent_instructions",
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"status": "missed",
"details": [
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"code": "no_agent_instructions",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
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},
{
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}
],
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]
},
{
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},
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{
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],
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},
{
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},
{
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},
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},
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],
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},
{
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],
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},
{
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},
{
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},
{
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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": [
"Could not fetch pypi package 'openstef-docs' from its registry",
"Could not fetch pypi package 'openstef-examples' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-19T16:00:17.771820Z",
"schema_version": "0.15.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/OpenSTEF/openstef.svg",
"full_name": "OpenSTEF/openstef",
"license_state": "standard",
"license_spdx": "MPL-2.0"
}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 v0.15.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.