Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-17 07:46 UTC
PowerGridModel / power-grid-model
Python/C++ library for distribution power system analysis
PowerGridModel/power-grid-model holds a health index of 82 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on AI Readiness (51/100). It was last updated today. 2 contributors account for most of its recent work.
82
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.
82
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
Power Grid ModelOrganization
180 followers21 public repossince Mar 2023
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 |
|---|---|---|---|---|---|
| PyPI | power-grid-model | 1.13.120 | 101,420 | 920 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
96
Development activity
100Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 2,471 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 24 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 2,471 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~0.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 100 |
| latest_release_tag | v1.13.120 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0.7 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
76
Popularity & adoption
57Moderate
How it's scored
| 38.5/60 | Stars — 236 stars |
| 15.4/25 | Forks — 71 forks |
| 3.3/15 | Watchers — 5 watchers |
Inputs used
| forks | 71 |
| stars | 236 |
| watchers | 5 |
| 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 |
How it's scored
| 66.7/80 | Monthly downloads — 101,420 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | power-grid-model |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 101,420 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
75
Maintainer resilience (bus factor)
64Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 15.1/22.5 | Commit distribution — top contributor authored 33% of commits |
| 13.5/13.5 | Contributor breadth — 34 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 34 |
| top_contributor_share | 0.328 |
How it's scored
| 30.9/46.8 | Issue resolution — 66% of issues closed |
| 35.3/38.3 | PR acceptance — 1,050/1,138 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 1,050 |
| open_issues | 108 |
| closed_issues | 211 |
| issue_closed_ratio | 0.661 |
| closed_unmerged_prs | 88 |
Ownership & stewardship
63Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 16.2/25 | Owner reach — 180 followers of PowerGridModel |
| 16.4/25 | Track record — 21 public repos, account ~3 yr old |
Inputs used
| followers | 180 |
| owner_type | Organization |
| is_verified | — |
| owner_login | PowerGridModel |
| public_repos | 21 |
| account_age_days | 1,214 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 920 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | power-grid-model |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 13 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 7 out of 7 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 | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 8 topics |
| 0/10 | Wiki |
Inputs used
| topics | powersystem, powerflow, stateestimation, python, cpp, numpy, eigen3, shortcircuit |
| has_wiki | no |
| homepage | — |
| 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?
75
Security posture
75Good
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 1.8/2.5 | CII-Best-Practices — badge detected: Silver |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 13 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 24 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 4.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 7.5 |
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.
51
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.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — src/power_grid_model/py.typed |
| 10/10 | Reproducible environment — devcontainer, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 9/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | yes |
| has_linter_config | yes |
| typecheck_configs | src/power_grid_model/py.typed |
| 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
98Excellent
How it's scored
| 45/45 | Type-checkable code — C++ (statically typed) |
| 53.5/55 | Manageable file sizes — 8/286 source files over 60KB |
Inputs used
| primary_language | C++ |
| largest_source_bytes | 131,221 |
| source_files_sampled | 286 |
| oversized_source_files | 8 |
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
236GitHub stars
34contributors
2,471commits, last 12 months
0days since last push
100releases
2bus factor
108open issues
npm, PyPIpackage ecosystems
More detail
OpenSSF Scorecard 7.5 / 10
7.5aggregate
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 |
| 4 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 7 | CII-Best-Practices | badge detected: Silver |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 13 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 24 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 9 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 9 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 1
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | numpy | >=2.0.0 | pyproject.toml |
All dependencies 203
Full resolved dependency set from the GitHub dependency graph: 1 direct and 202 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | numpy | 2.5.1 | direct |
| npm | @biomejs/biome | 2.5.3 | indirect |
| npm | @biomejs/cli-darwin-arm64 | 2.5.3 | indirect |
| npm | @biomejs/cli-darwin-x64 | 2.5.3 | indirect |
| npm | @biomejs/cli-linux-arm64 | 2.5.3 | indirect |
| npm | @biomejs/cli-linux-arm64-musl | 2.5.3 | indirect |
| npm | @biomejs/cli-linux-x64 | 2.5.3 | indirect |
| npm | @biomejs/cli-linux-x64-musl | 2.5.3 | indirect |
| npm | @biomejs/cli-win32-arm64 | 2.5.3 | indirect |
| npm | @biomejs/cli-win32-x64 | 2.5.3 | indirect |
| npm | @types/debug | 4.1.13 | indirect |
| npm | @types/katex | 0.16.8 | indirect |
| npm | @types/ms | 2.1.0 | indirect |
| npm | @types/unist | 2.0.11 | indirect |
| npm | ansi-regex | 6.2.2 | indirect |
| npm | argparse | 2.0.1 | indirect |
| npm | balanced-match | 4.0.4 | indirect |
| npm | brace-expansion | 5.0.7 | indirect |
| npm | character-entities | 2.0.2 | indirect |
| npm | character-entities-legacy | 3.0.0 | indirect |
| npm | character-reference-invalid | 2.0.1 | indirect |
| npm | commander | 15.0.0 | indirect |
| npm | commander | 8.3.0 | indirect |
| npm | debug | 4.4.3 | indirect |
| npm | decode-named-character-reference | 1.3.0 | indirect |
| npm | deep-extend | 0.6.0 | indirect |
| npm | dequal | 2.0.3 | indirect |
| npm | devlop | 1.1.0 | indirect |
| npm | entities | 4.5.0 | indirect |
| npm | fdir | 6.5.0 | indirect |
| npm | get-east-asian-width | 1.6.0 | indirect |
| npm | ignore | 7.0.6 | indirect |
| npm | ini | 4.1.3 | indirect |
| npm | is-alphabetical | 2.0.1 | indirect |
| npm | is-alphanumerical | 2.0.1 | indirect |
| npm | is-decimal | 2.0.1 | indirect |
| npm | is-hexadecimal | 2.0.1 | indirect |
| npm | js-yaml | 4.2.0 | indirect |
| npm | jsonc-parser | 3.3.1 | indirect |
| npm | jsonpointer | 5.0.1 | indirect |
| npm | katex | 0.16.47 | indirect |
| npm | linkify-it | 5.0.2 | indirect |
| npm | markdown-it | 14.2.0 | indirect |
| npm | markdownlint | 0.41.0 | indirect |
| npm | markdownlint-cli | 0.49.0 | indirect |
| npm | mdurl | 2.0.0 | indirect |
| npm | micromark | 4.0.2 | indirect |
| npm | micromark-core-commonmark | 2.0.3 | indirect |
| npm | micromark-extension-directive | 4.0.0 | indirect |
| npm | micromark-extension-gfm-autolink-literal | 2.1.0 | indirect |
| npm | micromark-extension-gfm-footnote | 2.1.0 | indirect |
| npm | micromark-extension-gfm-table | 2.1.1 | indirect |
| npm | micromark-extension-math | 3.1.0 | indirect |
| npm | micromark-factory-destination | 2.0.1 | indirect |
| npm | micromark-factory-label | 2.0.1 | indirect |
| npm | micromark-factory-space | 2.0.1 | indirect |
| npm | micromark-factory-title | 2.0.1 | indirect |
| npm | micromark-factory-whitespace | 2.0.1 | indirect |
| npm | micromark-util-character | 2.1.1 | indirect |
| npm | micromark-util-chunked | 2.0.1 | indirect |
| npm | micromark-util-classify-character | 2.0.1 | indirect |
| npm | micromark-util-combine-extensions | 2.0.1 | indirect |
| npm | micromark-util-decode-numeric-character-reference | 2.0.2 | indirect |
| npm | micromark-util-encode | 2.0.1 | indirect |
| npm | micromark-util-html-tag-name | 2.0.1 | indirect |
| npm | micromark-util-normalize-identifier | 2.0.1 | indirect |
| npm | micromark-util-resolve-all | 2.0.1 | indirect |
| npm | micromark-util-sanitize-uri | 2.0.1 | indirect |
| npm | micromark-util-subtokenize | 2.1.0 | indirect |
| npm | micromark-util-symbol | 2.0.1 | indirect |
| npm | micromark-util-types | 2.0.2 | indirect |
| npm | minimatch | 10.2.5 | indirect |
| npm | minimist | 1.2.8 | indirect |
| npm | ms | 2.1.3 | indirect |
| npm | parse-entities | 4.0.2 | indirect |
| npm | picomatch | 4.0.5 | indirect |
| npm | punycode.js | 2.3.1 | indirect |
| npm | run-con | 1.3.2 | indirect |
| npm | smol-toml | 1.6.1 | indirect |
| npm | string-width | 8.2.1 | indirect |
| npm | strip-ansi | 7.2.0 | indirect |
| npm | strip-json-comments | 3.1.1 | indirect |
| npm | tinyglobby | 0.2.17 | indirect |
| npm | uc.micro | 2.1.0 | indirect |
| PyPI | alabaster | 1.0.0 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | ast-serialize | 0.6.0 | indirect |
| PyPI | astroid | 4.0.4 | indirect |
| PyPI | asttokens | 3.0.2 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | breathe | 4.36.0 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.1.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | clang-format | 18.1.8 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | coverage | 7.15.1 | indirect |
| PyPI | dataclasses-json | 0.6.7 | indirect |
| PyPI | debugpy | 1.8.21 | indirect |
| PyPI | decorator | 5.3.1 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | distlib | 0.4.3 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.29.7 | indirect |
| PyPI | gersemi | 0.27.7 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.51 | indirect |
| PyPI | greenlet | 3.5.3 | indirect |
| PyPI | identify | 2.6.19 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | ignore-python | 0.3.3 | 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 | 9.15.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | isort | 8.0.1 | indirect |
| PyPI | jedi | 0.20.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter-cache | 1.0.1 | indirect |
| PyPI | jupyter-client | 8.9.1 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | librt | 0.13.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | marshmallow | 3.26.2 | indirect |
| PyPI | matplotlib-inline | 0.2.2 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mdit-py-plugins | 0.6.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | msgpack | 1.2.1 | indirect |
| PyPI | mypy | 2.2.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | myst-nb | 1.4.0 | indirect |
| PyPI | myst-parser | 5.1.0 | indirect |
| PyPI | nbclient | 0.11.0 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio2 | 1.7.2 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpydoc | 1.10.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandas | 3.0.3 | indirect |
| PyPI | parso | 0.8.7 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | 4.6.0 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pylint | 4.0.6 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.4.4 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | readthedocs-sphinx-search | 0.3.2 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | roman-numerals | 4.1.0 | indirect |
| PyPI | rpds-py | 2026.6.3 | indirect |
| PyPI | ruff | 0.15.21 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smmap | 5.0.3 | indirect |
| PyPI | snowballstemmer | 3.1.1 | indirect |
| PyPI | sphinx | 9.1.0 | indirect |
| PyPI | sphinx-rtd-theme | 3.1.0 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-jquery | 4.1 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-mermaid | 2.0.3 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | sphinxcontrib-tikz | 0.4.20 | indirect |
| PyPI | sqlalchemy | 2.0.51 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | tabulate | 0.10.0 | indirect |
| PyPI | tomlkit | 0.15.0 | indirect |
| PyPI | tornado | 6.5.7 | indirect |
| PyPI | traitlets | 5.15.1 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | typing-inspect | 0.9.0 | indirect |
| PyPI | tzdata | 2026.3 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | virtualenv | 21.6.1 | indirect |
| PyPI | wcwidth | 0.8.2 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"powersystem",
"powerflow",
"stateestimation",
"python",
"cpp",
"numpy",
"eigen3",
"shortcircuit"
],
"is_fork": false,
"size_kb": 19313,
"has_wiki": false,
"homepage": null,
"languages": {
"C": 136987,
"C++": 2857591,
"CMake": 17528,
"Jinja": 12295,
"Shell": 2566,
"Python": 749118
},
"pushed_at": "2026-07-17T06:54:06Z",
"created_at": "2022-01-20T12:31:31Z",
"owner_type": "Organization",
"updated_at": "2026-07-17T02:22:28Z",
"description": "Python/C++ library for distribution power system analysis",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MPL-2.0",
"default_branch": "main",
"primary_language": "C++",
"significant_languages": [
"C++",
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"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MPL-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 83,
"inputs": {
"packages": [
"power-grid-model"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 101420
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "101,420 downloads/month across pypi",
"points": 66.7,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 101420,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 75,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 34,
"top_contributor_share": 0.328
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 33% of commits",
"points": 15.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 33
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "34 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 34
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 13 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"merged_prs": 1050,
"open_issues": 108,
"closed_issues": 211,
"issue_closed_ratio": 0.661,
"closed_unmerged_prs": 88
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "66% of issues closed",
"points": 30.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 66
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "1050/1138 decided PRs merged",
"points": 35.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 1050,
"decided": 1138
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"followers": 180,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "PowerGridModel",
"public_repos": 21,
"account_age_days": 1214
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "180 followers of PowerGridModel",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 180,
"login": "PowerGridModel"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "21 public repos, account ~3 yr old",
"points": 16.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 21
}
},
{
"code": "account_age_years",
"params": {
"years": 3
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"power-grid-model"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "920 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 920
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 86,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "13 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 13
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"powersystem",
"powerflow",
"stateestimation",
"python",
"cpp",
"numpy",
"eigen3",
"shortcircuit"
],
"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "8 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 8
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 75,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "good",
"name": "Security posture",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 7.5
},
"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": "branch protection is not maximal on development and all release branches",
"points": 3,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "badge detected: Silver",
"points": 1.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 13 contributing companies or organizations",
"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": "30 commit(s) and 24 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 9",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 9",
"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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"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,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"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": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 76,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"package-lock.json",
"uv.lock"
],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [
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"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "src/power_grid_model/py.typed",
"points": 11,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "devcontainer, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 9",
"points": 9,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 98,
"inputs": {
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"largest_source_bytes": 131221,
"source_files_sampled": 286,
"oversized_source_files": 8
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "C++ (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "C++"
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "8/286 source files over 60KB",
"points": 53.5,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 286,
"oversized": 8
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
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"notebooks"
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"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
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"details": [],
"max_points": 40
},
{
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"detail": null,
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{
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{
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"params": {
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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": [],
"report_type": "repository",
"generated_at": "2026-07-17T07:46:18.917048Z",
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"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/PowerGridModel/power-grid-model.svg",
"full_name": "PowerGridModel/power-grid-model",
"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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.