Public recordModerate
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-21 01:46 UTC
janluke / cloup
Library to build command line interfaces based on Click. It extends click with: option groups, constraints (e.g. mutually exclusive params), command aliases, help themes, "did you mean ...?" suggestions and more.
janluke/cloup holds a health index of 66 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (84/100) and lowest on AI Readiness (49/100). It was last updated 42 days ago. A single contributor accounts for most of its recent work.
66
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.
66
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
Gianluca GippettoPersonal account
27 followers36 public repossince Mar 2014
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | cloup | 3.1.0 | 928,454 | 46 | 55 days ago | cliclickargument-groupsoption-groupsconstraintshelp-colorshelp-themeshelp-styles |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
58
Development activity
36At risk
How it's scored
| 18/36 | Push recency — last push 42 days ago |
| 3.5/36 | Commit cadence — 5/52 weeks with commits |
| 9/18 | Commit volume — 9 commits in the last year |
| 6/10 | OpenSSF Scorecard: Maintained — 5 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 6 |
Inputs used
| commits_last_year | 9 |
| human_commit_share | — |
| days_since_last_push | 42 |
| active_weeks_last_year | 5 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 30 releases published |
| 36/36 | Release recency — latest release 55 days ago |
| 19.8/27 | Release cadence — a release every ~111.9 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 30 |
| latest_release_tag | v3.1.0 |
| releases_from_tags | no |
| days_since_latest_release | 55 |
| mean_days_between_releases | 111.9 |
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?
67
Popularity & adoption
45At risk
How it's scored
| 34.3/60 | Stars — 132 stars |
| 10.7/25 | Forks — 20 forks |
| 0/15 | Watchers — 2 watchers |
Inputs used
| forks | 20 |
| stars | 132 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (BSD-3-Clause) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
99Excellent
How it's scored
| 79.6/80 | Monthly downloads — 928,454 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | cloup |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 928,454 |
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?
62
Maintainer resilience (bus factor)
29Critical
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 96% of commits |
| 13.5/13.5 | Contributor breadth — 14 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 14 |
| top_contributor_share | 0.964 |
How it's scored
| 41.9/46.8 | Issue resolution — 90% of issues closed |
| 32.4/38.3 | PR acceptance — 66/78 decided PRs merged |
| 3/15 | OpenSSF Scorecard: Code-Review — Found 7/26 approved changesets -- score normalized to 2 |
Inputs used
| merged_prs | 66 |
| open_issues | 11 |
| closed_issues | 96 |
| issue_closed_ratio | 0.897 |
| closed_unmerged_prs | 12 |
Ownership & stewardship
55Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 10.4/25 | Owner reach — 27 followers of janluke |
| 23.4/25 | Track record — 36 public repos, account ~12 yr old |
Inputs used
| followers | 27 |
| owner_type | User |
| is_verified | — |
| owner_login | janluke |
| public_repos | 36 |
| account_age_days | 4,513 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 55 days ago |
| 20/20 | Version history — 46 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | cloup |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 55 |
Engineering Quality
Are baseline engineering and documentation practices in place?
84
Engineering practices
80Good
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — tox.ini |
| 0/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 10/20 | OpenSSF Scorecard: CI-Tests — 5 out of 9 merged PRs checked by a CI test -- score normalized to 5 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://cloup.readthedocs.io/ |
| 10/10 | Repository description |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Inputs used
| topics | click, cli, python, package, library |
| has_wiki | no |
| homepage | https://cloup.readthedocs.io/ |
| 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?
60
Security posture
50Moderate
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 |
| 1.2/2.5 | CI-Tests — 5 out of 9 merged PRs checked by a CI test -- score normalized to 5 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 1.5/7.5 | Code-Review — Found 7/26 approved changesets -- score normalized to 2 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 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 |
| 4.5/7.5 | Maintained — 5 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 6 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 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 |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 1 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:cloup@3.1.0 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.
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.
49
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
| 18/18 | One-command bootstrap — Makefile, docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — tox.ini |
| 11/11 | Static type checking — cloup/py.typed |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 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 | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile, docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | cloup/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (cloup/py.typed) |
| 55/55 | Manageable file sizes — 0/58 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 30,631 |
| source_files_sampled | 58 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
132GitHub stars
14contributors
9commits, last 12 months
42days since last push
30releases
1bus factor
11open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 5.0 / 10
5.0aggregate
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 |
| 5 | CI-Tests | 5 out of 9 merged PRs checked by a CI test -- score normalized to 5 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 2 | Code-Review | Found 7/26 approved changesets -- score normalized to 2 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 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 |
| 6 | Maintained | 5 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 6 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 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 |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies 93
Full resolved dependency set from the GitHub dependency graph: 0 direct and 93 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | alabaster | 0.7.13 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | astroid | 2.15.6 | indirect |
| PyPI | babel | 2.12.1 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | beautifulsoup4 | 4.12.2 | indirect |
| PyPI | certifi | 2023.5.7 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.2.0 | indirect |
| PyPI | click | — | indirect |
| PyPI | click | 8.1.8 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | cryptography | 46.0.5 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | docutils | 0.16 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | filelock | 3.19.1 | indirect |
| PyPI | flake8 | 7.3.0 | indirect |
| PyPI | furo | 2021.4.11b34 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | id | 1.6.1 | indirect |
| PyPI | idna | 3.4 | indirect |
| PyPI | imagesize | 1.4.1 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.1 | indirect |
| PyPI | jaraco-functools | 4.4.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.0.3 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | lazy-object-proxy | 1.9.0 | indirect |
| PyPI | librt | 0.8.1 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markupsafe | 2.1.3 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | more-itertools | 10.8.0 | indirect |
| PyPI | mypy | 1.19.1 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nh3 | 0.3.3 | indirect |
| PyPI | packaging | 23.1 | indirect |
| PyPI | pathspec | 1.0.4 | indirect |
| PyPI | platformdirs | 4.4.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | py | 1.11.0 | indirect |
| PyPI | pycodestyle | 2.14.0 | indirect |
| PyPI | pycparser | 2.23 | indirect |
| PyPI | pyflakes | 3.4.0 | indirect |
| PyPI | pygments | 2.15.1 | indirect |
| PyPI | pytest | 8.4.2 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-discovery | 1.1.3 | indirect |
| PyPI | pyyaml | 6.0 | indirect |
| PyPI | readme-renderer | 43.0 | indirect |
| PyPI | requests | 2.31.0 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rfc3986 | 2.0.0 | indirect |
| PyPI | rich | 14.3.3 | indirect |
| PyPI | secretstorage | 3.3.3 | indirect |
| PyPI | setuptools | 80.10.2 | indirect |
| PyPI | setuptools-scm | — | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | snowballstemmer | 2.2.0 | indirect |
| PyPI | soupsieve | 2.4.1 | indirect |
| PyPI | sphinx | 3.5.4 | indirect |
| PyPI | sphinx-autoapi | 1.8.4 | indirect |
| PyPI | sphinx-autobuild | 2024.10.3 | indirect |
| PyPI | sphinx-copybutton | 0.5.2 | indirect |
| PyPI | sphinx-issues | 3.0.1 | indirect |
| PyPI | sphinx-panels | 0.6.0 | indirect |
| PyPI | sphinx-version-warning | 1.1.2 | indirect |
| PyPI | sphinxcontrib-applehelp | 1.0.4 | indirect |
| PyPI | sphinxcontrib-devhelp | 1.0.2 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.0.1 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-qthelp | 1.0.3 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 1.1.5 | indirect |
| PyPI | starlette | 0.49.3 | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | tox | 3.28.0 | indirect |
| PyPI | twine | 6.2.0 | indirect |
| PyPI | typing-extensions | — | indirect |
| PyPI | typing-extensions | 4.7.1 | indirect |
| PyPI | unidecode | 1.3.6 | indirect |
| PyPI | urllib3 | 2.0.3 | indirect |
| PyPI | uvicorn | 0.39.0 | indirect |
| PyPI | virtualenv | 21.2.0 | indirect |
| PyPI | watchfiles | 1.1.1 | indirect |
| PyPI | websockets | 15.0.1 | indirect |
| PyPI | wrapt | 1.15.0 | indirect |
| PyPI | zipp | 3.23.0 | indirect |
Dependency advisories 0
Installing pypi:cloup@3.1.0 pulls in 1 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
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"click",
"cli",
"python",
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],
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"size_kb": 827,
"has_wiki": false,
"homepage": "https://cloup.readthedocs.io/",
"languages": {
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"Makefile": 3489
},
"pushed_at": "2026-06-08T18:07:23Z",
"created_at": "2020-02-25T17:51:36Z",
"owner_type": "User",
"updated_at": "2026-07-15T10:34:01Z",
"description": "Library to build command line interfaces based on Click. It extends click with: option groups, constraints (e.g. mutually exclusive params), command aliases, help themes, \"did you mean ...?\" suggestions and more.",
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},
"owner": {
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"location": "Palermo, Italy",
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"avatar_url": "https://avatars.githubusercontent.com/u/6934216?v=4",
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},
"activity": {
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"latest_release_at": "2026-05-26T02:46:45Z",
"latest_release_tag": "v3.1.0",
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"days_since_last_push": 42,
"active_weeks_last_year": 5,
"days_since_latest_release": 55,
"mean_days_between_releases": 111.9
},
"community": {
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"has_description": true,
"has_contributing": true,
"health_percentage": 71,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "cloup",
"exists": true,
"license": "BSD 3-Clause",
"keywords": [
"CLI",
"click",
"argument groups",
"option groups",
"constraints",
"help colors",
"help themes",
"help styles",
"Intended Audience :: Developers",
"License :: OSI Approved :: BSD License",
"Natural Language :: English",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.9"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/cloup/",
"is_deprecated": false,
"latest_version": "3.1.0",
"repository_url": "https://github.com/janLuke/cloup",
"versions_count": 46,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 928454,
"first_published_at": "2020-02-25T18:59:48.359592Z",
"latest_published_at": "2026-05-26T02:48:18.110203Z",
"latest_version_yanked": null,
"days_since_latest_publish": 55
}
]
},
"popularity": {
"forks": 20,
"stars": 132,
"watchers": 2,
"open_issues_and_prs": 15
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile",
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"cloup/py.typed"
],
"largest_source_bytes": 30631,
"source_files_sampled": 58,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"setup.cfg",
"setup.py"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 1,
"assessed_package": "pypi:cloup@3.1.0",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "alabaster",
"direct": false,
"version": "0.7.13",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.12.1",
"ecosystem": "pypi"
},
{
"name": "astroid",
"direct": false,
"version": "2.15.6",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.12.1",
"ecosystem": "pypi"
},
{
"name": "backports-tarfile",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.12.2",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2023.5.7",
"ecosystem": "pypi"
},
{
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"max_points": 10
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]
},
{
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"note": null,
"notes": [],
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"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
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"multiplier_pct": 100,
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},
"components": [
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"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
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]
}
],
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},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 67,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"note": null,
"notes": [],
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"inputs": {
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"stars": 132,
"watchers": 2,
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"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
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"name": "Stars",
"detail": "132 stars",
"points": 34.3,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 132
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "20 forks",
"points": 10.7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 20
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "2 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 2
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (BSD-3-Clause)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "BSD-3-Clause"
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}
],
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{
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"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
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},
{
"key": "issue_template",
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"status": "missed",
"details": [],
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},
{
"key": "pr_template",
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"detail": null,
"points": 0,
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"notes": [
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"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 99,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 928454
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"components": [
{
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"points": 79.6,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 928454,
"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
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"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 62,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 29,
"inputs": {
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"contributors_sampled": 14,
"top_contributor_share": 0.964
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
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{
"key": "commit_distribution",
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"detail": "top contributor authored 96% of commits",
"points": 0.8,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 96
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "14 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 14
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"merged_prs": 66,
"open_issues": 11,
"closed_issues": 96,
"issue_closed_ratio": 0.897,
"closed_unmerged_prs": 12
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "90% of issues closed",
"points": 41.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 90
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "66/78 decided PRs merged",
"points": 32.4,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 66,
"decided": 78
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 7/26 approved changesets -- score normalized to 2",
"points": 3,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
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"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 55,
"inputs": {
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"owner_type": "User",
"is_verified": null,
"owner_login": "janluke",
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"account_age_days": 4513
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "27 followers of janluke",
"points": 10.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
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"login": "janluke"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "36 public repos, account ~12 yr old",
"points": 23.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 36
}
},
{
"code": "account_age_years",
"params": {
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"cloup"
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 55
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"components": [
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"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
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"code": "packages_published",
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"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
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"detail": "latest publish 55 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 55
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}
],
"max_points": 35
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{
"key": "version_history",
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"detail": "46 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 46
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}
],
"max_points": 20
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{
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"points": 20,
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"details": [
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"code": "package_not_deprecated",
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],
"max_points": 20
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]
}
],
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},
{
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"name": "Engineering Quality",
"value": 84,
"weight": 0.2,
"metrics": [
{
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"name": "Engineering practices",
"note": null,
"notes": [],
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"inputs": {
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"has_tests": true,
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"components": [
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"detail": "1 workflow(s)",
"points": 24,
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"details": [
{
"code": "ci_workflows",
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}
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{
"key": "tests_present",
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{
"key": "linter_config",
"name": "Linter config",
"detail": "tox.ini",
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"details": [
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{
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "editorconfig",
"name": ".editorconfig",
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"details": [],
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{
"key": "openssf_scorecard_ci_tests",
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"points": 10,
"status": "partial",
"details": [],
"max_points": 20
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]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
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"has_wiki": false,
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"components": [
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{
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{
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{
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"detail": null,
"points": 10,
"status": "met",
"details": [],
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{
"key": "topics",
"name": "Topics",
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"points": 10,
"status": "met",
"details": [
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}
],
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{
"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",
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"name": "Security",
"value": 60,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 50,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5
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"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": "5 out of 9 merged PRs checked by a CI test -- score normalized to 5",
"points": 1.2,
"status": "partial",
"details": [],
"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 7/26 approved changesets -- score normalized to 2",
"points": 1.5,
"status": "partial",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"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": "5 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 6",
"points": 4.5,
"status": "partial",
"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 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:cloup@3.1.0 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:cloup@3.1.0",
"assessed": 1
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 1,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 1,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"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": {}
}
],
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"inputs": {
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"red_flag": false,
"exposures": [],
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"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 12
},
"components": [
{
"key": "policy_exposure_multiplier",
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"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
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}
]
}
],
"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": 49,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
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]
}
},
{
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}
],
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},
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{
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{
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"params": {}
}
],
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{
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},
{
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"params": {}
}
],
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}
]
},
{
"key": "ai_verify_loop",
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"name": "Verify loop (build / test / typecheck)",
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"notes": [
{
"code": "excluded_no_data",
"params": {
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}
},
{
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"bootstrap_files": [
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],
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"has_linter_config": true,
"typecheck_configs": [
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"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
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"status": "met",
"details": [
{
"code": "file_list",
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}
}
],
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},
{
"key": "automated_tests",
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"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"detail": "tox.ini",
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"status": "met",
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"params": {
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}
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},
{
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"status": "met",
"details": [
{
"code": "file_list",
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}
],
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},
{
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"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"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": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
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"largest_source_bytes": 30631,
"source_files_sampled": 58,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
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"detail": "Python with type-check config (cloup/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
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"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/58 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 58,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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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,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
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"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"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": "2026-07-21T01:46:14.777122Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/janluke/cloup.svg",
"full_name": "janluke/cloup",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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 v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.