公开记录
软件健康报告模式 0.23.0 · 指标 1.13.0 · 2026-07-21 21:11 UTC

python-validators / validators

Python Data Validation for Humans™.

PythonMIT★ 1,120 星标⑂ 189 复刻始于 2013年10月在 GitHub 上查看 ↗

python-validators/validators 的健康指数为 100 分中的 28 分,处于「危急」区间。 其得分最高的类别是Community & Adoption(79/100),最低的是Vitality(35/100)。 最近一次更新在 129 天前。 近期的大部分工作由 2 位贡献者完成。

28
总分 / 100
危急

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。

28
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。

高风险司法辖区政策对加权总体健康应用 50% 的乘数,并对其设置“存在风险”上限 49。

所有权

11 关注者1 个公开仓库始于 2022年9月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

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标签
PyPIvalidators0.35.030,081,60360446 天前validationvalidatorpython-validator

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?

35存在风险 · 占总体的 22%
评分方式
9.9/36推送新近度 — 最近一次推送于 129 天前
1.4/36提交节奏 — 52 周中有 2 周有提交
6.3/18提交量 — 最近一年 4 次提交
0/10OpenSSF Scorecard:Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
所用输入
commits_last_year4
human_commit_share0.92
days_since_last_push129
active_weeks_last_year2

发布纪律

61中等
评分方式
27/27有发布版本 — 已发布 22 个发布版本
7.2/36发布时效 — 最近一次发布版本于 446 天前
27/27发布节奏 — 约每 41.9 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count22
latest_release_tag0.35.0
releases_from_tags
days_since_latest_release446
mean_days_between_releases41.9

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?

79良好 · 占总体的 18%
评分方式
49.5/60星标 — 1,120 个星标
19/25复刻 — 189 个复刻
6/15关注者 — 13 位关注者
所用输入
forks189
stars1,120
watchers13
growth_stateorganic
growth_factor_pct100

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 30,081,603 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
packagesvalidators
dependents
ecosystemspypi
total_downloads
monthly_downloads30,081,603
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?

67中等 · 占总体的 24%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
12.7/22.5提交分布 — 头号贡献者编写了 43% 的提交
13.5/13.5贡献者广度 — 56 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 7 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled56
top_contributor_share0.434
评分方式
45.8/46.8议题解决 — 98% 的议题已关闭
28.1/38.3PR 接受 — 已裁定的 PR 中 182/248 已合并
9/15OpenSSF Scorecard:Code-Review — Found 9/14 approved changesets -- score normalized to 6
所用输入
merged_prs182
open_issues4
closed_issues190
issue_closed_ratio0.979
closed_unmerged_prs66
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
7.8/25所有者影响力 — python-validators 有 11 位关注者
9.9/25既往记录 — 1 个公开仓库,账户约 3 年
所用输入
followers11
owner_typeOrganization
is_verified
owner_loginpython-validators
public_repos1
account_age_days1,412
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
14/35发布时效 — 最近一次发布于 446 天前
20/20版本历史 — 60 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
packagesvalidators
ecosystemspypi
any_deprecated
min_days_since_publish446

工程质量

基础的工程与文档实践是否到位?

60中等 · 占总体的 20%

工程实践

50中等
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
2/20OpenSSF Scorecard:CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1
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?

38存在风险 · 占总体的 16%

安全态势

22危急
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0.2/2.5CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
4.5/7.5Code-Review — Found 9/14 approved changesets -- score normalized to 6
2.5/2.5Contributors — project has 7 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5许可证 — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0.5/5SAST — SAST tool is not run on all commits -- score normalized to 1
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 32 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.5
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier50
security_posture_after_multiplier22
security_posture_before_jurisdiction45
已排除计分(无数据或不适用):packaging。 其余权重已重新归一化。 高风险司法辖区政策应用 50% 的乘数,并对安全态势设置“存在风险”上限 49。
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
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
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
advisories24
affected_packages6
assessed_packages44
unassessed_packages0
affected_by_severityhigh 2, moderate 3, low 1
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 44 个已解析依赖与 OSV 比对。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 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。

61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 — 92 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_share0.848
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — docs/Makefile
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — src/validators/py.typed
10/10可复现环境 — 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
8/8自动化维护 — 最近 100 次提交中有 8 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilespdm.lock
has_dockerfile
typed_language
bootstrap_filesdocs/Makefile
has_devcontainer
has_linter_config
typecheck_configssrc/validators/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.08
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(src/validators/py.typed)
55/55可控的文件大小 — 采样的 64 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes14,979
source_files_sampled64
oversized_source_files0

关键数据

1,120GitHub 星标
56贡献者
4最近 12 个月提交数
129距最近推送天数
22发布版本数
2巴士系数(bus factor)
4开放议题
PyPI软件包生态系统数

更多细节

Star 与 Fork 历史 1,120 ★ / 189 ⇿
1,120Star
189Fork
22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。

仅显示最近的历史——该仓库超出采集窗口,因此未采集最早的历史记录。

02004006008001,0001,2001,120178152016-022021-042026-07
主版本 0次版本 15修订 7

每个点涵盖 10 天。

OpenSSF Scorecard 4.5 / 10
4.5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 · 2026-07-21 21:11 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
1CI-Tests2 out of 17 merged PRs checked by a CI test -- score normalized to 1
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6Code-ReviewFound 9/14 approved changesets -- score normalized to 6
10Contributorsproject has 7 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
1SASTSAST tool is not run on all commits -- score normalized to 1
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities32 existing vulnerabilities detected
全部依赖 44

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 44 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIalabaster0.7.13间接
PyPIbabel2.15.0间接
PyPIbeautifulsoup44.12.3间接
PyPIcertifi2024.7.4间接
PyPIcharset-normalizer3.3.2间接
PyPIcolorama0.4.6间接
PyPIdocutils0.20.1间接
PyPIeth-hash0.7.0间接
PyPIexceptiongroup1.2.1间接
PyPIfuro2024.8.6间接
PyPIidna3.7间接
PyPIimagesize1.4.1间接
PyPIimportlib-metadata8.0.0间接
PyPIiniconfig2.0.0间接
PyPIjinja23.1.6间接
PyPImarkdown-it-py3.0.0间接
PyPImarkupsafe2.1.5间接
PyPImdit-py-plugins0.4.1间接
PyPImdurl0.1.2间接
PyPImyst-parser3.0.1间接
PyPInodeenv1.9.1间接
PyPIpackaging24.1间接
PyPIpluggy1.5.0间接
PyPIpycryptodome3.20.0间接
PyPIpygments2.18.0间接
PyPIpypandoc-binary1.13间接
PyPIpyright1.1.378间接
PyPIpytest8.3.2间接
PyPIpyyaml6.0.1间接
PyPIrequests2.32.4间接
PyPIruff0.6.3间接
PyPIsnowballstemmer2.2.0间接
PyPIsoupsieve2.5间接
PyPIsphinx7.1.2间接
PyPIsphinx-basic-ng1.0.0b2间接
PyPIsphinxcontrib-applehelp1.0.4间接
PyPIsphinxcontrib-devhelp1.0.2间接
PyPIsphinxcontrib-htmlhelp2.0.1间接
PyPIsphinxcontrib-jsmath1.0.1间接
PyPIsphinxcontrib-qthelp1.0.3间接
PyPIsphinxcontrib-serializinghtml1.1.5间接
PyPItomli2.0.1间接
PyPIurllib32.2.2间接
PyPIzipp3.19.2间接
依赖安全公告 6

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 44 个包,其中也包含从不交付的开发与测试版本固定:6 个存在已知公告,0 个为直接依赖。

软件包版本关系严重程度公告数修复版本
soupsieve2.5间接42.8.4
urllib32.2.2间接122.7.0
idna3.7间接23.15
pytest8.3.2间接29.0.3
requests2.32.4间接22.33.0
pygments2.18.0间接22.20.0

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": 3515,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Shell": 1393,
        "Python": 164854,
        "PowerShell": 1576
      },
      "pushed_at": "2026-03-14T07:39:52Z",
      "created_at": "2013-10-17T08:16:32Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-18T00:55:19Z",
      "description": "Python Data Validation for Humans™.",
      "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": null,
      "type": "Organization",
      "login": "python-validators",
      "company": null,
      "location": null,
      "followers": 11,
      "avatar_url": "https://avatars.githubusercontent.com/u/113113270?v=4",
      "created_at": "2022-09-08T12:44:51Z",
      "is_verified": null,
      "public_repos": 1,
      "account_age_days": 1412
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "0.35.0",
          "kind": "minor",
          "published_at": "2025-05-01T05:42:33Z"
        },
        {
          "tag": "0.34.0",
          "kind": "minor",
          "published_at": "2024-09-03T17:40:48Z"
        },
        {
          "tag": "0.33.0",
          "kind": "minor",
          "published_at": "2024-07-15T02:41:11Z"
        },
        {
          "tag": "0.32.0",
          "kind": "minor",
          "published_at": "2024-07-10T11:27:13Z"
        },
        {
          "tag": "0.31.0",
          "kind": "minor",
          "published_at": "2024-07-08T12:08:29Z"
        },
        {
          "tag": "0.30.0",
          "kind": "minor",
          "published_at": "2024-07-04T02:41:10Z"
        },
        {
          "tag": "0.29.0",
          "kind": "minor",
          "published_at": "2024-07-01T15:29:50Z"
        },
        {
          "tag": "0.28.3",
          "kind": "patch",
          "published_at": "2024-05-25T02:59:11Z"
        },
        {
          "tag": "0.28.2",
          "kind": "patch",
          "published_at": "2024-05-24T03:53:33Z"
        },
        {
          "tag": "0.28.1",
          "kind": "patch",
          "published_at": "2024-04-19T13:31:58Z"
        },
        {
          "tag": "0.28.0",
          "kind": "minor",
          "published_at": "2024-04-04T02:44:06Z"
        },
        {
          "tag": "0.27.0",
          "kind": "minor",
          "published_at": "2024-04-03T05:24:44Z"
        },
        {
          "tag": "0.26.0",
          "kind": "minor",
          "published_at": "2024-04-02T14:46:09Z"
        },
        {
          "tag": "0.25.0",
          "kind": "minor",
          "published_at": "2024-04-02T07:09:12Z"
        },
        {
          "tag": "0.24.0",
          "kind": "minor",
          "published_at": "2024-03-24T02:29:47Z"
        },
        {
          "tag": "0.23.2",
          "kind": "patch",
          "published_at": "2024-03-20T05:38:14Z"
        },
        {
          "tag": "0.23.1",
          "kind": "patch",
          "published_at": "2024-03-19T11:46:41Z"
        },
        {
          "tag": "0.23.0",
          "kind": "minor",
          "published_at": "2024-03-19T07:53:36Z"
        },
        {
          "tag": "0.22.0",
          "kind": "minor",
          "published_at": "2023-09-02T09:07:33Z"
        },
        {
          "tag": "0.21.2",
          "kind": "patch",
          "published_at": "2023-08-07T08:55:44Z"
        },
        {
          "tag": "0.21.1",
          "kind": "patch",
          "published_at": "2023-04-13T01:35:07Z"
        },
        {
          "tag": "0.21.0",
          "kind": "minor",
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          "headline": "Merge pull request #405 from davidt99/master",
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          "author_name": "David Tufik",
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          "headline": "Merge pull request #402 from davidt99/master",
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          "headline": "Merge pull request #400 from mattseymour/patch-1",
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          "headline": "Update README.md",
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          "body": "- Cache TLDs if environment variable `PYVLD_CACHE_TLD` is `True`",
          "is_bot": false,
          "headline": "feat: cache IANA TLDs for faster lookups (#390)",
          "author_name": "Ori Avtalion",
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          "body": "- add a new validator for bsc addresses\r\n- minor fix in test cases\r\n- chore: updates CHANGES.md\r\n\r\n---------\r\n\r\nCo-authored-by: Yozachar <38415384+yozachar@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add validator for bsc addresses (#389)",
          "author_name": "Mehdi Samsami",
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          "committed_at": "2024-07-15T02:32:27Z",
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          "headline": "add a new validator for sha384 hash (#387)",
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          "committed_at": "2024-07-10T11:18:00Z",
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          "body": "Bumps [certifi](https://github.com/certifi/python-certifi) from 2024.6.2 to 2024.7.4.\r\n- [Commits](https://github.com/certifi/python-certifi/compare/2024.06.02...2024.07.04)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: certifi\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps): bump certifi from 2024.6.2 to 2024.7.4 in /package (#385)",
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          "is_bot": false,
          "headline": "feat: add validators for base16 and base32 encodings (#386)",
          "author_name": "Mehdi Samsami",
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          "headline": "feat: add validator for trx addresses (#384)",
          "author_name": "Mehdi Samsami",
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          "is_bot": false,
          "headline": "feat: add validator for eth addresses (#383)",
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          "headline": "Merge pull request #381 from yozachar/workshop",
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          "headline": "Merge pull request #379 from yozachar/workshop",
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          "headline": "Merge pull request #377 from yozachar/workshop",
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          "headline": "Merge pull request #376 from python-validators/dependabot/pip/package…",
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          "headline": "Merge pull request #375 from prousso/chore/add-symbols-pictographs-su…",
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          "headline": "Merge pull request #374 from grleblanc/fix-ipv4-private",
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          "headline": "chore: pytest and rm bool",
          "author_name": "inspxctelement",
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          "headline": "chore: tox",
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          "headline": "fix(ip_address): properly handle private is false",
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          "is_bot": false,
          "headline": "Merge pull request #372 from python-validators/dependabot/pip/package…",
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          "body": "Bumps [jinja2](https://github.com/pallets/jinja) from 3.1.3 to 3.1.4.\n- [Release notes](https://github.com/pallets/jinja/releases)\n- [Changelog](https://github.com/pallets/jinja/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pallets/jinja/compare/3.1.3...3.1.4)\n\n---\nupdated-dependencies:\n- dependency-name: jinja2\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "build(deps): bump jinja2 from 3.1.3 to 3.1.4 in /package",
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          "headline": "Merge pull request #371 from yozachar/workshop",
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          "headline": "Merge pull request #370 from yozachar/workshop",
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          "headline": "chore: updated dev dependencies; bump version",
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          "body": "chore: update contribution guidelines",
          "is_bot": false,
          "headline": "Merge pull request #369 from yozachar/workshop",
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          "is_bot": false,
          "headline": "chore: update contribution guidelines",
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          "headline": "Merge pull request #368 from yozachar/workshop",
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          "headline": "fix: use backup url from documentation",
          "author_name": "yozachar",
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          "headline": "chore: adds contribution guidelines",
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          "headline": "Merge pull request #367 from yozachar/workshop",
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          "headline": "fix: rfc cases in the `domain` validator",
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          "body": "…/idna-3.7\n\nbuild(deps): bump idna from 3.6 to 3.7 in /package",
          "is_bot": false,
          "headline": "Merge pull request #365 from python-validators/dependabot/pip/package…",
          "author_name": "Yozachar",
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          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.6 to 3.7.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.rst)\n- [Commits](https://github.com/kjd/idna/compare/v3.6...v3.7)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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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",
            "band": "excellent",
            "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "validators"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 30081603
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "30,081,603 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 30081603,
                      "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": 67,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 56,
              "top_contributor_share": 0.434
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 43% of commits",
                "points": 12.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 43
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "56 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 56
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "merged_prs": 182,
              "open_issues": 4,
              "closed_issues": 190,
              "issue_closed_ratio": 0.979,
              "closed_unmerged_prs": 66
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "98% of issues closed",
                "points": 45.8,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 98
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "182/248 decided PRs merged",
                "points": 28.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 182,
                      "decided": 248
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 9/14 approved changesets -- score normalized to 6",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "followers": 11,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "python-validators",
              "public_repos": 1,
              "account_age_days": 1412
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "11 followers of python-validators",
                "points": 7.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 11,
                      "login": "python-validators"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "1 public repos, account ~3 yr old",
                "points": 9.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 1
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "good",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "packages": [
                "validators"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 446
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 446 days ago",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 446
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "60 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 60
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 60,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "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": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 38,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier to Security posture and gives it an At risk ceiling of 49.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "jurisdiction_posture_adjustment",
                "params": {
                  "cap": 49,
                  "pct": 50
                }
              }
            ],
            "value": 22,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.5,
              "high_risk_jurisdiction_cap": 49,
              "high_risk_jurisdiction_multiplier": 50,
              "security_posture_after_multiplier": 22,
              "security_posture_before_jurisdiction": 45
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
                "points": 0.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 9/14 approved changesets -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is fuzzed",
                "points": 5,
                "status": "met",
                "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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "32 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): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 44 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 44
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 24,
              "affected_packages": 6,
              "assessed_packages": 44,
              "unassessed_packages": 0,
              "affected_by_severity": "high 2, moderate 3, low 1",
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": 44,
              "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": "moderate",
            "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": 50,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
                {
                  "role": "top_contributor",
                  "count": 1,
                  "country": "Russia"
                }
              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Russia: top_contributor (1)",
                "points": 50,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "top_contributor",
                      "count": 1,
                      "country": "Russia"
                    }
                  }
                ],
                "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": 61,
        "weight": 0,
        "metrics": [
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:11:45.564657Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/python-validators/validators.svg",
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}

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 v0.23.0—— 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.