Public recordExceptional
Software health reportschema 0.11.0 · metrics 2.10.0 · 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 95 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on AI Readiness (60/100). It was last updated today. 2 contributors account for most of its recent work.
95
overall / 100Software 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)
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
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
100Exceptional
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 |
| readme_badges | — |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | — |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
83Excellent
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 |
| unverified_packages_excluded | — |
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?
79
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 |
Issue & PR responsiveness
81Excellent
How it's scored
| 27.8/42 | Issue resolution — 66% of issues closed |
| 27.7/30 | PR acceptance — 1,050/1,138 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 1,050 |
| open_issues | 108 |
| closed_issues | 211 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.661 |
| closed_unmerged_prs | 88 |
| 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
78Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain — verified-domain status not read for this organization |
| 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 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
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
94Exceptional
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 | — |
| docs_site | — |
| 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
60
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 |
| 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.
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
98Exceptional
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
100Exceptional
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software |
| 0/20 | MCP server — not applicable to this kind of software |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| 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
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 |
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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.
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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.