公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 14:49 UTC

gabrieldemarmiesse / python-on-whales

An awesome Python wrapper for an awesome Docker CLI!

PythonMIT★ 708 星标⑂ 130 复刻始于 2020年8月在 GitHub 上查看 ↗

gabrieldemarmiesse/python-on-whales 的健康指数为 100 分中的 70 分,处于「良好」区间。 其得分最高的类别是Engineering Quality(85/100),最低的是Security(52/100)。 最近一次更新在 30 天前。 近期的大部分工作由 1 位贡献者完成。

70
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

70
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

403 关注者86 个公开仓库始于 2015年6月Kyutai

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
PyPIpython-on-whales0.81.012,474,237101141 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

64中等 · 占总体的 22%
评分方式
28.8/36推送新近度 — 最近一次推送于 30 天前
8.3/36提交节奏 — 52 周中有 12 周有提交
12.6/18提交量 — 最近一年 24 次提交
2/10OpenSSF Scorecard:Maintained — 3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2
所用输入
commits_last_year24
human_commit_share1
days_since_last_push30
active_weeks_last_year12

发布纪律

82良好
评分方式
27/27有发布版本 — 已发布 100 个发布版本
27/36发布时效 — 最近一次发布版本于 141 天前
19.8/27发布节奏 — 约每 61 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count100
latest_release_tagv0.81.0
releases_from_tags
days_since_latest_release141
mean_days_between_releases61
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

77良好 · 占总体的 18%
评分方式
46.2/60星标 — 708 个星标
17.6/25复刻 — 130 个复刻
4.3/15关注者 — 7 位关注者
所用输入
forks130
stars708
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
80/80月度下载量 — pypi 合计每月 12,474,237 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagespython-on-whales
dependents
ecosystemspypi
total_downloads
monthly_downloads12,474,237
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

69中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
5.1/22.5提交分布 — 头号贡献者编写了 77% 的提交
13.5/13.5贡献者广度 — 80 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 8 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled80
top_contributor_share0.774
评分方式
35.7/46.8议题解决 — 76% 的议题已关闭
35.6/38.3PR 接受 — 已裁定的 PR 中 455/489 已合并
10.5/15OpenSSF Scorecard:Code-Review — Found 22/30 approved changesets -- score normalized to 7
所用输入
merged_prs455
open_issues52
closed_issues168
issue_closed_ratio0.764
closed_unmerged_prs34
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
18.7/25所有者影响力 — gabrieldemarmiesse 有 403 位关注者
25/25既往记录 — 86 个公开仓库,账户约 11 年
所用输入
followers403
owner_typeUser
is_verified
owner_logingabrieldemarmiesse
public_repos86
account_age_days4,061
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 141 天前
20/20版本历史 — 101 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagespython-on-whales
ecosystemspypi
any_deprecated
min_days_since_publish141

工程质量

基础的工程与文档实践是否到位?

85优秀 · 占总体的 20%

工程实践

92优秀
评分方式
24/24CI 工作流 — 3 个工作流
24/24存在测试
16/16Linter 配置 — .flake8
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
18/20OpenSSF Scorecard:CI-Tests — 24 out of 25 merged PRs checked by a CI test -- score normalized to 9
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

75良好
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

52中等 · 占总体的 16%

安全态势

40存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.2/2.5CI-Tests — 24 out of 25 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 22/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
1.5/7.5Maintained — 3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 20 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.1
已排除计分(无数据或不适用):branch_protection, signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages5
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:python-on-whales@0.81.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 5 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

54中等 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 100 次人类提交中有 78 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.78
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — .flake8
11/11静态类型检查 — python_on_whales/py.typed
10/10可复现环境 — Dockerfile, lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configspython_on_whales/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(python_on_whales/py.typed)
54.4/55可控的文件大小 — 采样的 93 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes86,016
source_files_sampled93
oversized_source_files1

关键数据

708GitHub 星标
80贡献者
24最近 12 个月提交数
30距最近推送天数
100发布版本数
1巴士系数(bus factor)
52开放议题
PyPI软件包生态系统数

数据采集警告

  • 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

更多细节

Star 与 Fork 历史 0 ★ / 130 ⇿
0Star
130Fork
94发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

025507510012515012932020-122023-092026-06
主版本 0次版本 73修订 19

每个点涵盖 6 天。

OpenSSF Scorecard 4.1 / 10
4.1综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-28 14:48 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
9CI-Tests24 out of 25 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 22/30 approved changesets -- score normalized to 7
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
2Maintained3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities20 existing vulnerabilities detected
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

依赖安全公告 0

安装 pypi:python-on-whales@0.81.0 会引入 5 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 3106,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "HCL": 340,
        "Shell": 935,
        "Python": 663166,
        "Dockerfile": 323
      },
      "pushed_at": "2026-06-27T15:27:51Z",
      "created_at": "2020-08-30T18:10:19Z",
      "owner_type": "User",
      "updated_at": "2026-07-28T04:43:36Z",
      "description": "An awesome Python wrapper for an awesome Docker CLI!",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Gabriel de Marmiesse",
      "type": "User",
      "login": "gabrieldemarmiesse",
      "company": "Kyutai",
      "location": "Paris, France",
      "followers": 403,
      "avatar_url": "https://avatars.githubusercontent.com/u/12891691?v=4",
      "created_at": "2015-06-15T07:51:55Z",
      "is_verified": null,
      "public_repos": 86,
      "account_age_days": 4061
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.81.0",
          "kind": "minor",
          "published_at": "2026-03-09T14:17:07Z"
        },
        {
          "tag": "v0.80.0",
          "kind": "minor",
          "published_at": "2026-01-10T18:00:33Z"
        },
        {
          "tag": "v0.79.0",
          "kind": "minor",
          "published_at": "2025-10-24T09:06:42Z"
        },
        {
          "tag": "v0.78.0",
          "kind": "minor",
          "published_at": "2025-07-14T17:08:16Z"
        },
        {
          "tag": "v0.77.0",
          "kind": "minor",
          "published_at": "2025-05-26T16:54:47Z"
        },
        {
          "tag": "v0.76.1",
          "kind": "patch",
          "published_at": "2025-03-27T11:15:52Z"
        },
        {
          "tag": "v0.75.1",
          "kind": "patch",
          "published_at": "2025-01-10T19:26:21Z"
        },
        {
          "tag": "v0.75.0",
          "kind": "minor",
          "published_at": "2025-01-09T10:57:00Z"
        },
        {
          "tag": "v0.74.0",
          "kind": "minor",
          "published_at": "2024-11-20T11:34:36Z"
        },
        {
          "tag": "v0.73.0",
          "kind": "minor",
          "published_at": "2024-09-06T10:22:42Z"
        },
        {
          "tag": "v0.72.0",
          "kind": "minor",
          "published_at": "2024-07-19T13:51:49Z"
        },
        {
          "tag": "v0.71.0",
          "kind": "minor",
          "published_at": "2024-04-24T08:06:35Z"
        },
        {
          "tag": "v0.70.1",
          "kind": "patch",
          "published_at": "2024-03-21T12:33:28Z"
        },
        {
          "tag": "v0.70.0",
          "kind": "minor",
          "published_at": "2024-03-10T11:16:05Z"
        },
        {
          "tag": "v0.69.0",
          "kind": "minor",
          "published_at": "2024-02-17T12:48:48Z"
        },
        {
          "tag": "v0.68.0",
          "kind": "minor",
          "published_at": "2023-12-14T09:40:28Z"
        },
        {
          "tag": "v0.67.0",
          "kind": "minor",
          "published_at": "2023-11-12T18:06:04Z"
        },
        {
          "tag": "v0.66.0",
          "kind": "minor",
          "published_at": "2023-11-05T10:33:04Z"
        },
        {
          "tag": "v0.65.0",
          "kind": "minor",
          "published_at": "2023-09-30T08:47:22Z"
        },
        {
          "tag": "v0.64.3",
          "kind": "patch",
          "published_at": "2023-09-04T19:28:59Z"
        },
        {
          "tag": "v0.64.2",
          "kind": "patch",
          "published_at": "2023-08-16T14:26:15Z"
        },
        {
          "tag": "v0.64.1",
          "kind": "patch",
          "published_at": "2023-08-12T18:21:23Z"
        },
        {
          "tag": "v0.64.0",
          "kind": "minor",
          "published_at": "2023-07-30T12:22:04Z"
        },
        {
          "tag": "v0.63.0",
          "kind": "minor",
          "published_at": "2023-07-20T17:56:32Z"
        },
        {
          "tag": "v0.62.0",
          "kind": "minor",
          "published_at": "2023-06-18T11:14:30Z"
        },
        {
          "tag": "v0.61.0",
          "kind": "minor",
          "published_at": "2023-06-09T16:10:23Z"
        },
        {
          "tag": "v0.60.1",
          "kind": "patch",
          "published_at": "2023-04-13T13:50:35Z"
        },
        {
          "tag": "v0.60.0",
          "kind": "minor",
          "published_at": "2023-03-30T14:20:49Z"
        },
        {
          "tag": "v0.59.0",
          "kind": "minor",
          "published_at": "2023-02-21T21:32:39Z"
        },
        {
          "tag": "v0.58.0",
          "kind": "minor",
          "published_at": "2023-02-10T16:40:20Z"
        },
        {
          "tag": "v0.57.0",
          "kind": "minor",
          "published_at": "2023-02-03T17:05:35Z"
        },
        {
          "tag": "v0.56.0",
          "kind": "minor",
          "published_at": "2023-01-05T15:25:18Z"
        },
        {
          "tag": "v0.55.0",
          "kind": "minor",
          "published_at": "2022-11-26T10:53:14Z"
        },
        {
          "tag": "v0.54.0",
          "kind": "minor",
          "published_at": "2022-11-19T14:44:26Z"
        },
        {
          "tag": "v0.53.0",
          "kind": "minor",
          "published_at": "2022-10-20T13:43:07Z"
        },
        {
          "tag": "v0.52.0",
          "kind": "minor",
          "published_at": "2022-08-18T13:45:45Z"
        },
        {
          "tag": "v0.51.1",
          "kind": "patch",
          "published_at": "2022-08-07T09:22:04Z"
        },
        {
          "tag": "v0.51.0",
          "kind": "minor",
          "published_at": "2022-08-06T12:22:55Z"
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          "oid": "6bb687729a55095f86342aa55ea7537a471d47f0",
          "body": "…(#680)",
          "is_bot": false,
          "headline": "Allow customization of `--isolation` and `--quiet` in `legacy_build` …",
          "author_name": "makuchma",
          "author_login": "makuchma",
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          "headline": "Bump version to 0.77.0",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-05-26T16:53:48Z",
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          "body": "Co-authored-by: Pietro Agazzi <pietro.agazzi@prconsulting.eu>",
          "is_bot": false,
          "headline": "Add events method to stream Docker Compose events (#676)",
          "author_name": "Pietro Agazzi",
          "author_login": "pietroagazzi",
          "committed_at": "2025-05-19T15:19:04Z",
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        {
          "oid": "7a6145a90d49ee6bb1dd80c805b150b19fd09a00",
          "body": "…#635)",
          "is_bot": false,
          "headline": "Rework filters to support passing multiple filters of the same type (…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2025-04-27T14:33:31Z",
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        {
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          "is_bot": false,
          "headline": "Bump version to 0.76.1",
          "author_name": "gabrieldemarmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-27T11:04:03Z",
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        {
          "oid": "0e0dbafc0e6dba9faec179b054e922e451cd013c",
          "body": null,
          "is_bot": false,
          "headline": "Fix secrets specs labels being capitalized (#675)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-25T17:48:47Z",
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        {
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          "is_bot": false,
          "headline": "Bump version to 0.76.0",
          "author_name": "gabrieldemarmiesse",
          "author_login": "gabrieldemarmiesse",
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          "is_bot": false,
          "headline": "Add support for multi-nodes on builders (#674)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-25T17:13:22Z",
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        {
          "oid": "3e95100df068a0ad97dce67a9a0b0d2c510d818a",
          "body": "Fix #671 , thanks @koenvandesande !\n\nAdded `my_secret.spec.name`",
          "is_bot": false,
          "headline": "Fixed secrets and added tests (#673)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-21T16:15:02Z",
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        {
          "oid": "9621e92614cc60f17203f0628440d570d060cded",
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          "is_bot": false,
          "headline": "bump version to 0.75.1",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-01-10T19:25:38Z",
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        },
        {
          "oid": "c3b82f3ebbe59037b97476479f47b66d52b734d9",
          "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",
          "author_login": "rcwbr",
          "committed_at": "2025-01-10T18:45:43Z",
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          "is_bot": false,
          "headline": "Bump version to 0.75.0",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-01-09T10:00:32Z",
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        {
          "oid": "63120611d2506eccd386d7eee3df2cc36d682b53",
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          "is_bot": false,
          "headline": "Add envs option to docker.compose.run() (#664) (#665)",
          "author_name": "www84",
          "author_login": "www84",
          "committed_at": "2024-12-26T14:00:25Z",
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          "is_bot": false,
          "headline": "Add volumes option to docker.compose.run() (#663)",
          "author_name": "www84",
          "author_login": "www84",
          "committed_at": "2024-12-25T16:42:51Z",
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          "oid": "86804eea508b7a38c9ce76d07baf8b36a95a9ff4",
          "body": null,
          "is_bot": false,
          "headline": "Add entrypoint option to docker.compose.run() (#659) (#661)",
          "author_name": "www84",
          "author_login": "www84",
          "committed_at": "2024-12-25T09:49:39Z",
          "body_truncated": false,
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        },
        {
          "oid": "07fe32a17239b1626a9acbc5d61dea0d6cfe4188",
          "body": null,
          "is_bot": false,
          "headline": "Update comment in python-publish.yml",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-12-12T18:59:19Z",
          "body_truncated": false,
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        },
        {
          "oid": "b2ff8654488378d913ce900b4e526b4b4d3ed6a7",
          "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",
          "committed_at": "2024-12-09T11:48:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2f95b07dac7084f4bf1e30207fcbf2823e36df9",
          "body": null,
          "is_bot": false,
          "headline": "Add anchor to link being displayed when using CLI (#654)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-11-20T11:50:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Bump version to 0.74.0 (#652)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-11-20T11:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-11-20T11:05:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a9f090c8669d5cfe61e5388e4c2d9eacbc2d964",
          "body": "…ect output (#648)",
          "is_bot": false,
          "headline": "Fix Pod property type annotations to allow for missing fields in insp…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-11-09T14:20:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b590c97ff0c85228329e70f04700d4ef65c23bc0",
          "body": "…641)",
          "is_bot": false,
          "headline": "Add podman `is_infra` and `namespace` fields to `Container` object (#…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-23T11:22:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d992525ce6cd43d9ce14cc552886b07bc77ba9e2",
          "body": "…cantly (#643)\n\nCo-authored-by: Gabriel de Marmiesse <gabrieldemarmiesse@gmail.com>",
          "is_bot": false,
          "headline": "Set `defer_build=True` pydantic config, improving import time signifi…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-23T11:10:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4531cedef39d5d12b10bbd0386eb685c954b64e3",
          "body": "Co-authored-by: Gabriel de Marmiesse <gabrieldemarmiesse@gmail.com>",
          "is_bot": false,
          "headline": "Remove leftover Pydantic v1 handling (#642)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-23T10:15:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43b4001331eaf1a1cc59b732c0cfea0103728b30",
          "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)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-10-23T10:05:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67f75f4689651d44d759c5ac8cb5a5cc7d64fe94",
          "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)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-21T15:23:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40e1f2782eee49493264442d6350b732305f5fb2",
          "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",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-10-14T11:05:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a1ecad38b214fbbf652f2f3576fc797f6faee94",
          "body": null,
          "is_bot": false,
          "headline": "Update docs references to download-cli (#639)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-14T10:37:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e08c98b675b1049e967dc55892853a3b1459452",
          "body": "Removes dependency on typer/tqdm/requests by dropping support for\r\ndownloading the docker client.\r\n\r\nInitially agreed at\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/512#issuecomment-1872322431,\r\nthis has been deprecated since\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales\n[…]\nales/pull/513 as a\r\nresolution to\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/512. We\r\nwill also be able to close\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/575.",
          "is_bot": false,
          "headline": "Remove download docker client functionality (#633)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-13T20:46:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "30f2905ea47bffe8d5e19276d1465ec73941c00d",
          "body": null,
          "is_bot": false,
          "headline": "Fix breakage of `ContainerCLI.create(env_files=path)` (#637)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-13T19:21:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76e85551d6e9c0825cb995be354d7e70e5e4d27b",
          "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",
          "is_bot": false,
          "headline": "Fix the CI setup and podman testcase (#638)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-13T19:01:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86a5c8d1987de3514ceabc5b6ba3b894940581c6",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 0.73.0",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-09-06T10:20:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a518a5719d4d2e979538a6d232f42cce141ecef",
          "body": "Podman has support for a \"network exists\" command which checks if a\r\nnetwork exists. This adds support for that command, although it does so\r\nby way of network inspect for compatibility with Docker, which does not\r\nhave a standalone `network exists` command.\r\n\r\nCloses #618\r\n\r\n---------\r\n\r\nCo-authored-by: Gabriel de Marmiesse <gabrieldemarmiesse@gmail.com>",
          "is_bot": false,
          "headline": "Add \"network exists\" command (#632)",
          "author_name": "Ellis Clark",
          "author_login": "eclark0426",
          "committed_at": "2024-09-05T15:31:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f58af9e0e43f3127b2f519b70a55ad0850024284",
          "body": "They should now show up in the docs.",
          "is_bot": false,
          "headline": "Added missing docstrings for network functions (#631)",
          "author_name": "Steve T",
          "author_login": "stock90975",
          "committed_at": "2024-09-05T13:30:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ac7b6f34a5dddee531eaadf9c11addd5dd45146",
          "body": "Follows https://github.com/gabrieldemarmiesse/python-on-whales/pull/595\r\nand https://github.com/gabrieldemarmiesse/python-on-whales/pull/599,\r\nworking on\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/584.",
          "is_bot": false,
          "headline": "Update container component to accept args as Iterable and Mapping (#627)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T12:38:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7bd00cbca75ff11c99b32c64df893b13189717e5",
          "body": "Follows https://github.com/gabrieldemarmiesse/python-on-whales/pull/595,\r\nworking on\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/584.",
          "is_bot": false,
          "headline": "Update pod component to use generic Iterable and Mapping types (#599)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T12:30:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cfd6920692807bf5babc533b55a7de8f3e379f93",
          "body": "just like the example in the documentation:\r\n\r\nhttps://squidfunk.github.io/mkdocs-material/setup/changing-the-colors/#automatic-light-dark-mode\r\n\r\nCo-authored-by: Lewis Gaul <lewis.gaul@gmail.com>",
          "is_bot": false,
          "headline": "add auto/light/dark mode for docs (#625)",
          "author_name": "Stefan Krüger",
          "author_login": "s-light",
          "committed_at": "2024-09-05T12:26:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1a7f3eaa55e7446d472aaee1c05362a2132eafd3",
          "body": "Fixes https://github.com/gabrieldemarmiesse/python-on-whales/issues/594",
          "is_bot": false,
          "headline": "Drop support for pydantic v1 (#630)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T10:09:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9da040b7fa7bd76831c5817d411c55f53acd8ee2",
          "body": "Hopefully fixing two issues that have started being hit in the \"Render\r\ndocs\" CI job:\r\n* `podman pod create` failing with \"initializing source\r\ndocker://k8s.gcr.io/pause:3.5: Requesting bear token: invalid status\r\ncode from registry 404 (Not Found)\", reported at\r\nhttps://github.com/gabrieldemarmiess\n[…]\ndating doc package dependencies and pinning a couple more\r\nindirect dependencies (I think the lack of pinning `griffe` while\r\npinning to an older version of `mkdocstrings-python` was the\r\nproblem...).",
          "is_bot": false,
          "headline": "Fix \"Render docs\" CI job (#628)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T09:53:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "69b2ac30146d56598bc42b22a8d015e327c2f234",
          "body": null,
          "is_bot": false,
          "headline": "Allow for multiple env-files (#616)",
          "author_name": "Einar Wigum Arbo",
          "author_login": "einarwar",
          "committed_at": "2024-08-15T09:25:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "338feb5738264e7247298fffbf2c3bf81fa7f4f0",
          "body": "Previously treated `Pod.create(share=[])` the same as not passing the\r\n`share` arg (not passing it to podman), but the podman default is to\r\nshare `uts`, `ipc` and `net` namespaces. This means there's no way to\r\nspecify that *no* namespaces should be shared.\r\n\r\nIn addition, podman expects this list \n[…]\nl\r\n`Command.add_args_iterable()` helper method meant only one shared\r\nnamespace could be specified.\r\n\r\nIt seems possible there could be other related bugs to do with the\r\nformat of lists on the CLI...",
          "is_bot": false,
          "headline": "Fix handling of 'podman pod create --share=...' (#620)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-08-06T19:48:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "144fd129975e259971bd065d4cb1e95d00ef7136",
          "body": null,
          "is_bot": false,
          "headline": "Add Tuple[Union[str, int]] to ValidPortMapping (#619)",
          "author_name": "Ellis Clark",
          "author_login": "eclark0426",
          "committed_at": "2024-08-06T19:43:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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                "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
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "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,
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              "days_since_last_human_commit": 30,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 30 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "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"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "708 stars",
                "points": 46.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 708
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "130 forks",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 130
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "7 watchers",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 7
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                  }
                ],
                "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"
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                  }
                ],
                "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": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
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            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "python-on-whales"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 12474237
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "12,474,237 downloads/month across pypi",
                "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
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "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": {
              "bus_factor": 1,
              "contributors_sampled": 80,
              "top_contributor_share": 0.774
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                  }
                ],
                "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
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                  }
                ],
                "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
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                  }
                ],
                "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,
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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
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            ]
          },
          {
            "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": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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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
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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": "403 followers of gabrieldemarmiesse",
                "points": 18.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 403,
                      "login": "gabrieldemarmiesse"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "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": {
                      "years": 11
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 141
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            "components": [
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                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
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                    "code": "packages_published",
                    "params": {
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 141 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 141
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "101 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
                    "params": {
                      "count": 101
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "repository_description",
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                "max_points": 10
              },
              {
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                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
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                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 40,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.1
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            "components": [
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                "key": "binary_artifacts",
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                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
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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": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 22/30 approved changesets -- score normalized to 7",
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                "status": "partial",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "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"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.