Public recordModerate
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-16 21:38 UTC
front-matter / commonmeta-py
Documentation
front-matter/commonmeta-py holds a health index of 62 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (84/100) and lowest on AI Readiness (35/100). It was last updated today. A single contributor accounts for most of its recent work.
62
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.
62
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
Front MatterOrganization
11 followers137 public repossince Feb 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 | commonmeta-py | 0.259 | 15,872 | 292 | 0 days ago | bibtexcommonmetacrossrefcsldataciteinveniordmmetadataopenalexschemaorgscience |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
72
Development activity
86Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 21.5/36 | Commit cadence — 31/52 weeks with commits |
| 18/18 | Commit volume — 168 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 168 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 31 |
Release discipline
52Moderate
How it's scored
| 27/27 | Ships releases — 6 releases published |
| 7.2/36 | Release recency — latest release 415 days ago |
| 12.6/27 | Release cadence — a release every ~124.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 6 |
| latest_release_tag | 0.113 |
| releases_from_tags | no |
| days_since_latest_release | 415 |
| mean_days_between_releases | 124.4 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
56
Popularity & adoption
27Critical
How it's scored
| 20.4/60 | Stars — 19 stars |
| 7/25 | Forks — 8 forks |
| 0/15 | Watchers — 2 watchers |
Inputs used
| forks | 8 |
| stars | 19 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
80Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 7.2/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | yes |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
How it's scored
| 56/80 | Monthly downloads — 15,872 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | commonmeta-py |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 15,872 |
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?
54
Maintainer resilience (bus factor)
27Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0.8/22.5 | Commit distribution — top contributor authored 97% of commits |
| 6.8/13.5 | Contributor breadth — 5 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 5 |
| top_contributor_share | 0.966 |
Issue & PR responsiveness
43At risk
How it's scored
| 29.9/46.8 | Issue resolution — 64% of issues closed |
| 12.8/38.3 | PR acceptance — 31/93 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 31 |
| open_issues | 9 |
| closed_issues | 16 |
| issue_closed_ratio | 0.64 |
| closed_unmerged_prs | 62 |
Ownership & stewardship
62Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 7.8/25 | Owner reach — 11 followers of front-matter |
| 23.9/25 | Track record — 137 public repos, account ~5 yr old |
Inputs used
| followers | 11 |
| owner_type | Organization |
| is_verified | — |
| owner_login | front-matter |
| public_repos | 137 |
| account_age_days | 1,989 |
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 — 292 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | commonmeta-py |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
84
Engineering practices
80Good
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .pylintrc |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://python.commonmeta.org |
| 10/10 | Repository description |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Inputs used
| topics | bibtex, citeproc, doi, metadata, python |
| has_wiki | no |
| homepage | https://python.commonmeta.org |
| 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?
42
Security posture
42At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 29 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4.2 |
Excluded from scoring (no data or not applicable): ci_tests, packaging, signed_releases. 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.
35
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)
53Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .pylintrc |
| 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 |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
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
52Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 52.2/55 | Manageable file sizes — 5/97 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 372,885 |
| source_files_sampled | 97 |
| oversized_source_files | 5 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — notebooks |
Inputs used
| example_dirs | notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
19GitHub stars
5contributors
168commits, last 12 months
0days since last push
6releases
1bus factor
9open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 4.2 / 10
4.2aggregate
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 29 existing vulnerabilities detected |
Direct dependencies 32
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | commonmeta-schema | ==1.0rc8 | pyproject.toml |
| PyPI | dateparser | >=1.1.7,<2 | pyproject.toml |
| PyPI | PyYAML | >=5.4 | pyproject.toml |
| PyPI | beautifulsoup4 | >=4.11,<5 | pyproject.toml |
| PyPI | bibtexparser | ~=1.4 | pyproject.toml |
| PyPI | citeproc-py-styles | >=0.1.2,<1 | pyproject.toml |
| PyPI | citeproc-py | >=0.9,<1 | pyproject.toml |
| PyPI | jsonschema | ~=4.21 | pyproject.toml |
| PyPI | base32_lib | ~=1.0 | pyproject.toml |
| PyPI | datacite | >=1.1.1,<2 | pyproject.toml |
| PyPI | xmltodict | >=0.12,<0.20 | pyproject.toml |
| PyPI | nameparser | >=1.1.1,<2 | pyproject.toml |
| PyPI | pycountry | >=22.3.5 | pyproject.toml |
| PyPI | click | >=8.1.7,<9 | pyproject.toml |
| PyPI | furl | >=2.1.3,<3 | pyproject.toml |
| PyPI | lxml | >=4.8 | pyproject.toml |
| PyPI | python-dateutil | >=2.8.2,<3 | pyproject.toml |
| PyPI | nh3 | >=0.2.14,<0.3 | pyproject.toml |
| PyPI | pyjwt | >=2.8.0,<3 | pyproject.toml |
| PyPI | orjson | >=3.9.14,<4 | pyproject.toml |
| PyPI | orjsonl | >=1.0.0,<2 | pyproject.toml |
| PyPI | edtf | >=5.0.0,<6 | pyproject.toml |
| PyPI | requests | >=2.32.3 | pyproject.toml |
| PyPI | requests-toolbelt | >=1.0.0 | pyproject.toml |
| PyPI | psycopg | >=3.2,<4 | pyproject.toml |
| PyPI | marshmallow-utils | >=0.10.0 | pyproject.toml |
| PyPI | xmlschema | >=2.5.1 | pyproject.toml |
| PyPI | isbnlib | >=3.10.14 | pyproject.toml |
| PyPI | pillow | >=11.0.0 | pyproject.toml |
| PyPI | zstandard | >=0.22.0,<1 | pyproject.toml |
| PyPI | typing-extensions | >=4.7.1,<5 | pyproject.toml |
| PyPI | jsonschema-rs | >=0.47 | pyproject.toml |
All dependencies 248
Full resolved dependency set from the GitHub dependency graph: 43 direct and 205 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | base32-lib | 1.0.2 | direct |
| PyPI | beautifulsoup4 | 4.15.0 | direct |
| PyPI | bibtexparser | 1.4.4 | direct |
| PyPI | citeproc-py | 0.10.1 | direct |
| PyPI | citeproc-py-styles | 0.1.6 | direct |
| PyPI | click | 8.1.8 | direct |
| PyPI | click | 8.4.2 | direct |
| PyPI | commonmeta-schema | 1.0rc8 | direct |
| PyPI | datacite | 1.4.0 | direct |
| PyPI | dateparser | 1.2.2 | direct |
| PyPI | dateparser | 1.4.1 | direct |
| PyPI | edtf | 5.0.0 | direct |
| PyPI | edtf | 5.0.1 | direct |
| PyPI | furl | 2.1.4 | direct |
| PyPI | isbnlib | 3.10.14 | direct |
| PyPI | jsonschema | 4.25.1 | direct |
| PyPI | jsonschema | 4.26.0 | direct |
| PyPI | jsonschema-rs | 0.47.0 | direct |
| PyPI | lxml | 6.1.1 | direct |
| PyPI | marshmallow-utils | 0.15.1 | direct |
| PyPI | nameparser | 1.1.3 | direct |
| PyPI | nameparser | 1.4.0 | direct |
| PyPI | nh3 | 0.2.22 | direct |
| PyPI | orjson | 3.11.5 | direct |
| PyPI | orjson | 3.11.9 | direct |
| PyPI | orjsonl | 1.0.0 | direct |
| PyPI | pillow | 11.3.0 | direct |
| PyPI | pillow | 12.3.0 | direct |
| PyPI | psycopg | 3.2.13 | direct |
| PyPI | psycopg | 3.3.4 | direct |
| PyPI | pycountry | 24.6.1 | direct |
| PyPI | pycountry | 26.2.16 | direct |
| PyPI | pyjwt | 2.13.0 | direct |
| PyPI | python-dateutil | 2.9.0.post0 | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | requests | 2.32.5 | direct |
| PyPI | requests | 2.34.2 | direct |
| PyPI | requests-toolbelt | 1.0.0 | direct |
| PyPI | typing-extensions | 4.16.0 | direct |
| PyPI | xmlschema | 4.2.0 | direct |
| PyPI | xmlschema | 4.3.2 | direct |
| PyPI | xmltodict | 0.15.1 | direct |
| PyPI | zstandard | 0.25.0 | direct |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | anyio | 4.14.2 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | arrow | 1.4.0 | indirect |
| PyPI | asttokens | 3.0.2 | indirect |
| PyPI | async-lru | 2.0.5 | indirect |
| PyPI | async-lru | 2.3.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | babel-edtf | 1.2.1 | indirect |
| PyPI | backports-zstd | 1.6.0 | indirect |
| PyPI | beartype | 0.22.9 | indirect |
| PyPI | black | 25.11.0 | indirect |
| PyPI | black | 26.5.1 | indirect |
| PyPI | bleach | 6.2.0 | indirect |
| PyPI | bleach | 6.4.0 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cffi | 2.1.0 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | coverage | 7.15.2 | indirect |
| PyPI | debugpy | 1.8.21 | indirect |
| PyPI | decorator | 5.3.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | elementpath | 5.0.4 | indirect |
| PyPI | elementpath | 5.1.3 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | ftfy | 6.3.1 | indirect |
| PyPI | geojson | 3.2.0 | indirect |
| PyPI | geojson | 3.3.0 | indirect |
| PyPI | griffe | 1.14.0 | indirect |
| PyPI | griffe | 2.1.0 | indirect |
| PyPI | griffecli | 2.1.0 | indirect |
| PyPI | griffelib | 2.1.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | idutils | 1.6.1 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | importlib-resources | 6.5.2 | indirect |
| PyPI | importlib-resources | 7.1.0 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | 6.31.0 | indirect |
| PyPI | ipykernel | 7.3.0 | indirect |
| PyPI | ipython | 8.18.1 | indirect |
| PyPI | ipython | 8.39.0 | indirect |
| PyPI | ipython | 9.15.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | isal | 1.8.0 | indirect |
| PyPI | isbnlib2 | 3.11.19 | indirect |
| PyPI | isbnlib2 | 3.11.7 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jedi | 0.20.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | json5 | 0.15.0 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | jsonresolver | 0.5.1 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter-builder | 1.1.0 | indirect |
| PyPI | jupyter-client | 8.6.3 | indirect |
| PyPI | jupyter-client | 8.9.1 | indirect |
| PyPI | jupyter-core | 5.8.1 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | jupyter-events | 0.12.1 | indirect |
| PyPI | jupyter-lsp | 2.3.1 | indirect |
| PyPI | jupyter-server | 2.18.2 | indirect |
| PyPI | jupyter-server | 2.20.0 | indirect |
| PyPI | jupyter-server-terminals | 0.5.4 | indirect |
| PyPI | jupyterlab | 4.5.9 | indirect |
| PyPI | jupyterlab | 4.6.1 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | jupyterlab-quarto | 0.2.8 | indirect |
| PyPI | jupyterlab-server | 2.28.0 | indirect |
| PyPI | lark | 1.3.1 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | marshmallow | 3.26.2 | indirect |
| PyPI | marshmallow-oneofschema | 3.2.0 | indirect |
| PyPI | matplotlib-inline | 0.2.2 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mistune | 3.3.3 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nbclient | 0.10.2 | indirect |
| PyPI | nbclient | 0.11.0 | indirect |
| PyPI | nbconvert | 7.17.1 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | nest-asyncio2 | 1.7.2 | indirect |
| PyPI | notebook-shim | 0.2.4 | indirect |
| PyPI | orderedmultidict | 1.0.2 | indirect |
| PyPI | overrides | 7.7.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandocfilters | 1.5.1 | 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 | platformdirs | 4.4.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | plum-dispatch | 1.7.4 | indirect |
| PyPI | plum-dispatch | 2.9.0 | indirect |
| PyPI | prometheus-client | 0.25.0 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | propcache | 0.4.1 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | psycopg-binary | 3.2.13 | indirect |
| PyPI | psycopg-binary | 3.3.4 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pycparser | 2.23 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pytest | 8.4.2 | indirect |
| PyPI | pytest-black | 0.6.0 | indirect |
| PyPI | pytest-cov | 4.1.0 | indirect |
| PyPI | pytest-recording | 0.13.4 | indirect |
| PyPI | python-json-logger | 4.0.0 | indirect |
| PyPI | python-json-logger | 4.1.0 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | pywin32 | 312 | indirect |
| PyPI | pywinpty | 3.0.3 | indirect |
| PyPI | pywinpty | 3.0.5 | indirect |
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"contributors_sampled": 5,
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"quality_signals": {
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"has_docs_dir": true,
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"has_editorconfig": false,
"has_linter_config": true,
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},
"security_signals": {
"lockfiles": [
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"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
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"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": null,
"reason": "no pull request found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
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"reason": "Found 0/30 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 6 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
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"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "no SAST tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
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"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
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"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
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"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "29 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "745220d28e8ced3ed3808d01e14cef7266075d19",
"ran_at": "2026-07-16T21:38:35Z",
"aggregate_score": 4.2,
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},
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"has_security_policy": false,
"has_dependabot_config": true
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/front-matter/commonmeta-py",
"host": "github.com",
"name": "commonmeta-py",
"owner": "front-matter"
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"metrics": {
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"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
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"inputs": {
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"vitality": 72,
"community": 56,
"governance": 54,
"engineering": 84
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"components": []
},
"categories": [
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"name": "Vitality",
"value": 72,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
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"note": null,
"notes": [],
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"inputs": {
"commits_last_year": 168,
"human_commit_share": null,
"days_since_last_push": 0,
"active_weeks_last_year": 31
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"components": [
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"points": 36,
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{
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"status": "partial",
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"code": "commit_cadence_weeks",
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"weeks": 31
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],
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{
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{
"key": "openssf_scorecard_maintained",
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"points": 10,
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"details": [],
"max_points": 10
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]
},
{
"key": "release_discipline",
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"notes": [
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},
{
"code": "weights_renormalized",
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],
"value": 52,
"inputs": {
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"components": [
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{
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],
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"metrics": [
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"note": null,
"notes": [],
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"inputs": {
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"stars": 19,
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"components": [
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"key": "stars",
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"status": "partial",
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"code": "stars",
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}
],
"max_points": 60
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{
"key": "forks",
"name": "Forks",
"detail": "8 forks",
"points": 7,
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"details": [
{
"code": "forks",
"params": {
"count": 8
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}
],
"max_points": 25
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{
"key": "watchers",
"name": "Watchers",
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"points": 0,
"status": "missed",
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"code": "watchers",
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}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": true,
"has_code_of_conduct": true,
"has_pull_request_template": true
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
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},
{
"code": "license_spdx",
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}
],
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{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
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},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 7.2,
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{
"key": "pr_template",
"name": "PR template",
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"max_points": 6.3
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]
},
{
"key": "ecosystem_adoption",
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"notes": [
{
"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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],
"value": 70,
"inputs": {
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"dependents": null,
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"components": [
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"key": "monthly_downloads",
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"points": 56,
"status": "partial",
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"code": "downloads_monthly",
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"count": 15872,
"ecosystems": "pypi"
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}
],
"max_points": 80
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{
"key": "registry_dependents",
"name": "Registry dependents",
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"points": 0,
"status": "excluded",
"details": [
{
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],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 54,
"weight": 0.24,
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"key": "maintainer_resilience",
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"note": null,
"notes": [],
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"contributors_sampled": 5,
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"components": [
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"key": "bus_factor",
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"status": "partial",
"details": [
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"code": "bus_factor",
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}
],
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{
"key": "commit_distribution",
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"status": "partial",
"details": [
{
"code": "top_contributor_share",
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "5 contributors",
"points": 6.8,
"status": "partial",
"details": [
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"code": "contributors_sampled",
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"max_points": 10
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]
},
{
"key": "responsiveness",
"band": "at_risk",
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"note": null,
"notes": [],
"value": 43,
"inputs": {
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"issue_closed_ratio": 0.64,
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"components": [
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"key": "issue_resolution",
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"status": "partial",
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"code": "issues_closed_share",
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}
],
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{
"key": "pr_acceptance",
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"status": "partial",
"details": [
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"code": "decided_prs_merged",
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],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
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]
},
{
"key": "stewardship",
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"note": null,
"notes": [],
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"inputs": {
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"owner_login": "front-matter",
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"account_age_days": 1989
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"components": [
{
"key": "ownership_backing",
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"details": [
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"code": "owner_organization",
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],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
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"points": 0,
"status": "missed",
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{
"key": "owner_reach",
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"status": "partial",
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"code": "owner_followers",
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},
{
"key": "track_record",
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"points": 23.9,
"status": "partial",
"details": [
{
"code": "public_repos",
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},
{
"code": "account_age_years",
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}
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]
},
{
"key": "package_maintenance",
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"note": null,
"notes": [],
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"inputs": {
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"ecosystems": "pypi",
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"min_days_since_publish": 0
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"components": [
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"key": "published_resolvable",
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"points": 25,
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"code": "packages_published",
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"ecosystems": "pypi"
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],
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{
"key": "publish_recency",
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"detail": "latest publish 0 days ago",
"points": 35,
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"details": [
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"code": "publish_recency",
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}
],
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{
"key": "version_history",
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"points": 20,
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"details": [
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"code": "published_versions",
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}
],
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{
"key": "not_deprecated",
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],
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"details": [
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"code": "ci_workflows",
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}
],
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{
"key": "tests_present",
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"points": 24,
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{
"key": "linter_config",
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{
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{
"key": "editorconfig",
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},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"bibtex",
"citeproc",
"doi",
"metadata",
"python"
],
"has_wiki": false,
"homepage": "https://python.commonmeta.org",
"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": "https://python.commonmeta.org",
"points": 15,
"status": "met",
"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": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"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": "at_risk",
"name": "Security",
"value": 42,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"ci_tests",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 42,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 4.2
},
"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 not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 6 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 0 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "29 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"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": 3
},
"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": "at_risk",
"name": "AI Readiness",
"value": 35,
"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": "moderate",
"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": 53,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"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": ".pylintrc",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".pylintrc"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"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 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 372885,
"source_files_sampled": 97,
"oversized_source_files": 5
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "5/97 source files over 60KB",
"points": 52.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 97,
"oversized": 5
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "notebooks"
}
}
],
"max_points": 40
}
]
}
],
"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": "2026-07-16T21:38:42.020923Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/front-matter/commonmeta-py.svg",
"full_name": "front-matter/commonmeta-py",
"license_state": "standard",
"license_spdx": "MIT"
}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.