gabrieldemarmiesse/python-on-whales holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Engineering Quality (85/100) and lowest on Security (52/100). It was last updated 30 days ago. A single contributor accounts for most of its recent work.
70
overall / 100
Good
Software 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.
70
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.
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
5
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:python-on-whales@0.81.0 runtime dependency closure — what installing the published package pulls in — 5 packages. Reachability is not analyzed.
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.
Type-checkable code — Python with type-check config (python_on_whales/py.typed)
54.4/55
Manageable file sizes — 1/93 source files over 60KB
Inputs used
primary_language
Python
largest_source_bytes
86,016
source_files_sampled
93
oversized_source_files
1
Key facts
708GitHub stars
80contributors
24commits, last 12 months
30days since last push
100releases
1bus factor
52open issues
PyPIpackage ecosystems
Data collection warnings
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
Star and fork history 0 ★ / 130 ⇿
0Stars
130Forks
94Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 73Patch 19
Each point covers 6 days.
OpenSSF Scorecard 4.1 / 10
4.1aggregate
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).Scorecard v5.5.0 · 2026-07-28 14:48 UTC
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Dependency advisories 0
Installing pypi:python-on-whales@0.81.0 pulls in 5 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
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"headline": "Add metadata_file opt-in for buildx builds (#689)",
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"headline": "Improve typing of `run` by using `@overload` (#685)",
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"headline": "Fix secrets specs labels being capitalized (#675)",
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"headline": "Add support for multi-nodes on builders (#674)",
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"body": "Fix #671 , thanks @koenvandesande !\n\nAdded `my_secret.spec.name`",
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"headline": "Fixed secrets and added tests (#673)",
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"headline": "bump version to 0.75.1",
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"body": "The latest 0.75.0 release [failed to publish to\nPyPi](https://github.com/gabrieldemarmiesse/python-on-whales/actions/runs/12688518269/job/35365228093).\nThis appears to be a [known behavior of\nsetuptools](https://github.com/pypa/setuptools/issues/4759)/[uv](https://github.com/astral-sh/uv/issues/9513\n[…]\n753576).\n\nIt appeared to keep the correct license metadata on PyPi, since this\nfield seems to be an optional addition to the `project.license.file`\nfield.\n\nHappy to implement any feedback, please lmk!",
"is_bot": false,
"headline": "Work around setuptools license file metadata issue (#666)",
"author_name": "Eric Weber",
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"body": "As seen in https://docs.docker.com/build/bake/remote-definition/\nNote that this is experimental (like `buildx.bake`)",
"is_bot": false,
"headline": "Support bake remote definitions (#656)",
"author_name": "Eric Weber",
"author_login": "rcwbr",
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"headline": "Bump version to 0.74.0 (#652)",
"author_name": "Gabriel de Marmiesse",
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"oid": "140865d6ac2b36b3d5a26b78f0b9cf8788fd7b0f",
"body": "This will become the main way we use the project for contributors. Any contributor can use other tools, \r\nbut they'll have to find out how to use the project themselves. It doesn't change anything for end users.",
"is_bot": false,
"headline": "Use uv in github actions and recommend uv for dev (#650)",
"author_name": "Gabriel de Marmiesse",
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"headline": "Set `defer_build=True` pydantic config, improving import time signifi…",
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"headline": "Remove leftover Pydantic v1 handling (#642)",
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"body": "We test `buildx imagetools` by using docker images available on dockerhub, some are given hashes to get the image for a specific platform and thus checking that we parse the output correctly. The docker images used were old and thus we had to upgrade them. This is what I did in this PR.\r\n\r\nMaybe we could find a way to avoid the dependency on dockerhub but I don't see any good solution for that.",
"is_bot": false,
"headline": ":bug: Fix buildx tests in the CI by upgrading the docker images (#646)",
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"body": "Partially fixes\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/644",
"is_bot": false,
"headline": "Specify ubuntu-24.04 in the GitHub actions config (#645)",
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"body": "Before:\r\n\r\n```\r\n$ python-on-whales download-cli\r\nzsh: command not found: python-on-whales\r\n```\r\n\r\nAfter:\r\n\r\n```\r\n$ python-on-whales download-cli\r\nThe python-on-whales command line interface has been removed in python-on-whales v0.74.0. If you were using it to download the docker CLI, you should instead do it manually. Take a look at https://gabrieldemarmiesse.github.io/python-on-whales/docker_client/ which has instructions to download the Docker client.\r\n```",
"is_bot": false,
"headline": "Display an error message if using the `python-on-whales` command (#640)",
"author_name": "Gabriel de Marmiesse",
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"headline": "Update docs references to download-cli (#639)",
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"is_bot": false,
"headline": "Remove download docker client functionality (#633)",
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"headline": "Fix breakage of `ContainerCLI.create(env_files=path)` (#637)",
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"body": "- Podman is now available in the default Ubuntu apt repos\r\n- Docker now doesn't come with the daemon config file\r\n- Newer version of podman has support for something that was previously an xfail testcase",
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"active_weeks_last_year": 12
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"components": [
{
"key": "push_recency",
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"status": "partial",
"details": [
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"code": "push_recency",
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{
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"status": "partial",
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"weeks": 12
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{
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"count": 24
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}
],
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{
"key": "openssf_scorecard_maintained",
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"points": 2,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
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"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 82,
"inputs": {
"releases_count": 100,
"latest_release_tag": "v0.81.0",
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"mean_days_between_releases": 61
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"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "100 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 100
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}
],
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{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 141 days ago",
"points": 27,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 141
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~61 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 61
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}
],
"max_points": 27
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{
"key": "openssf_scorecard_signed_releases",
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"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
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"days_since_last_human_commit_is_floor": false
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"components": [
{
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"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 30
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}
],
"max_points": 100
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]
}
],
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},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 77,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"forks": 130,
"stars": 708,
"watchers": 7,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "708 stars",
"points": 46.2,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 708
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "130 forks",
"points": 17.6,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 130
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "7 watchers",
"points": 4.3,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 7
}
}
],
"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 (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
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"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 100,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 12474237
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"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
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"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 12474237,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
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},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 69,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 38,
"inputs": {
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"contributors_sampled": 80,
"top_contributor_share": 0.774
},
"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
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 77% of commits",
"points": 5.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 77
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "80 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 80
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"merged_prs": 455,
"open_issues": 52,
"closed_issues": 168,
"issue_closed_ratio": 0.764,
"closed_unmerged_prs": 34
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "76% of issues closed",
"points": 35.7,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 76
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "455/489 decided PRs merged",
"points": 35.6,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 455,
"decided": 489
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 22/30 approved changesets -- score normalized to 7",
"points": 10.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
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"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",
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}
],
"value": 67,
"inputs": {
"followers": 403,
"owner_type": "User",
"is_verified": null,
"owner_login": "gabrieldemarmiesse",
"public_repos": 86,
"account_age_days": 4061
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
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"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": "403 followers of gabrieldemarmiesse",
"points": 18.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 403,
"login": "gabrieldemarmiesse"
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}
],
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},
{
"key": "track_record",
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"detail": "86 public repos, account ~11 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 86
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},
{
"code": "account_age_years",
"params": {
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
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"ecosystems": "pypi",
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"components": [
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"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
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"status": "met",
"details": [
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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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"details": [
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"code": "publish_recency",
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}
],
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{
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"detail": "101 published versions",
"points": 20,
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}
],
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{
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"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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],
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]
}
],
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{
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"weight": 0.2,
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"name": "Engineering practices",
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"notes": [],
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"has_linter_config": true,
"has_precommit_config": true
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"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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}
],
"max_points": 24
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{
"key": "tests_present",
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"points": 24,
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"details": [],
"max_points": 24
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{
"key": "linter_config",
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"details": [
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],
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},
{
"key": "pre_commit_hooks",
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"status": "met",
"details": [],
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},
{
"key": "editorconfig",
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]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
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"homepage": null,
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{
"key": "documentation_directory",
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{
"key": "documentation_homepage_site",
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},
{
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{
"key": "topics",
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"points": 0,
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{
"key": "wiki",
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"points": 10,
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"details": [],
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]
}
],
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{
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"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
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"key": "security_posture",
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"notes": [
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"params": {
"components": [
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},
{
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],
"value": 40,
"inputs": {
"source": "openssf_scorecard",
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"scorecard_aggregate": 4.1
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"components": [
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"points": 7.5,
"status": "met",
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},
{
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"points": 0,
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],
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},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 2.2,
"status": "partial",
"details": [],
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
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},
{
"key": "contributors",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
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"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "license",
"name": "License",
"detail": "license file detected",
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"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2",
"points": 1.5,
"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": "20 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"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:python-on-whales@0.81.0 runtime dependency closure — what installing the published package pulls in — 5 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:python-on-whales@0.81.0",
"assessed": 5
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 5,
"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": 5,
"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": {}
}
],
"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": 11
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 54,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.78,
"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": "78 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 78,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"python_on_whales/py.typed"
],
"agent_commit_share": 0,
"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": ".flake8",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "python_on_whales/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "python_on_whales/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"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": 81,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 86016,
"source_files_sampled": 93,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (python_on_whales/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "python_on_whales/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/93 source files over 60KB",
"points": 54.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 93,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"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": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-28T14:49:27.213346Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gabrieldemarmiesse/python-on-whales.svg",
"full_name": "gabrieldemarmiesse/python-on-whales",
"license_state": "standard",
"license_spdx": "MIT"
}
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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 v0.27.0 — full methodology · metrics wiki.
