公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-29 17:15 UTC
GoogleCloudPlatform / professional-services-data-validator
Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match
GoogleCloudPlatform/professional-services-data-validator 的健康指数为 100 分中的 80 分，处于「良好」区间。 其得分最高的类别是Vitality（94/100），最低的是AI Readiness（50/100）。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。
80
总分 / 100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。
80
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）
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
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 |
|---|---|---|---|---|---|
| PyPI | google-pso-data-validator | 8.8.2 | 10,612 | 62 | 1 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？
94
开发活跃度
90优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 26.3/36 | 提交节奏 — 52 周中有 38 周有提交 |
| 18/18 | 提交量 — 最近一年 103 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 103 |
| human_commit_share | 0.86 |
| days_since_last_push | 0 |
| active_weeks_last_year | 38 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 70 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 1 天前 |
| 27/27 | 发布节奏 — 约每 21.8 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 70 |
| latest_release_tag | v8.8.2 |
| releases_from_tags | 否 |
| days_since_latest_release | 1 |
| mean_days_between_releases | 21.8 |
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？
78
流行度与采用
72良好
评分方式
| 44/60 | 星标 — 516 个星标 |
| 18.5/25 | 复刻 — 166 个复刻 |
| 9/15 | 关注者 — 42 位关注者 |
所用输入
| forks | 166 |
| stars | 516 |
| watchers | 42 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
92优秀
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| has_pull_request_template | 是 |
生态采用（下载量）
67中等
评分方式
| 53.7/80 | 月度下载量 — pypi 合计每月 10,612 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
| packages | google-pso-data-validator |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10,612 |
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？
81
维护者韧性（巴士系数）
62中等
评分方式
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 13.1/22.5 | 提交分布 — 头号贡献者编写了 42% 的提交 |
| 13.5/13.5 | 贡献者广度 — 56 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 7 contributing companies or organizations |
所用输入
| bus_factor | 2 |
| contributors_sampled | 56 |
| top_contributor_share | 0.417 |
议题与 PR 响应能力
89优秀
评分方式
| 39.9/46.8 | 议题解决 — 85% 的议题已关闭 |
| 33.9/38.3 | PR 接受 — 已裁定的 PR 中 723/816 已合并 |
| 15/15 | OpenSSF Scorecard：Code-Review — all changesets reviewed |
所用输入
| merged_prs | 723 |
| open_issues | 142 |
| closed_issues | 825 |
| issue_closed_ratio | 0.853 |
| closed_unmerged_prs | 93 |
所有权与托管责任
80良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — GoogleCloudPlatform 有 21,384 位关注者 |
| 25/25 | 既往记录 — 1,498 个公开仓库，账户约 13 年 |
所用输入
| followers | 21,384 |
| owner_type | Organization |
| is_verified | — |
| owner_login | GoogleCloudPlatform |
| public_repos | 1,498 |
| account_age_days | 5,003 |
软件包维护
100优秀
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 1 天前 |
| 20/20 | 版本历史 — 62 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
| packages | google-pso-data-validator |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 1 |
工程质量
基础的工程与文档实践是否到位？
66
工程实践
60中等
评分方式
| 0/24 | CI 工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — .flake8 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 否 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 否 |
文档
75良好
评分方式
| 30/30 | README |
| 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 |
| 10/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
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？
77
安全态势
80良好
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — 无数据 |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — 无数据 |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 8 |
已排除计分（无数据或不适用）：branch_protection, dangerous_workflow, packaging, signed_releases, token_permissions。 其余权重已重新归一化。
依赖安全公告
64中等
评分方式
| 7/35 | 直接依赖不含已知公告 — 1 个受影响：ibis-framework 5.1.0 (critical) |
| 25/25 | 间接依赖不含已知公告 — 没有间接依赖携带已知公告 |
| 32/40 | 没有长期未处理的公告 — 1 个携带公告的软件包超过 90 天未处理；最早一条发布于 984 天前 |
所用输入
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 88 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1 |
| direct_affected_packages | 1 |
比对的是 pypi:google-pso-data-validator@8.8.2 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 88 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。
50
AI 代理上下文与指引
40存在风险
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 — 86 次人类提交中有 86 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — noxfile.py |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — .flake8 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — Dockerfile |
| 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 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | noxfile.py |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
53中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 52.9/55 | 可控的文件大小 — 采样的 105 个源文件中有 4 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 69,773 |
| source_files_sampled | 105 |
| oversized_source_files | 4 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — samples |
所用输入
| example_dirs | samples |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
516GitHub 星标
56贡献者
103最近 12 个月提交数
0距最近推送天数
70发布版本数
2巴士系数（bus factor）
142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
更多细节
Star 与 Fork 历史 0 ★ / 166 ⇿
0Star
166Fork
62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。
主版本 7次版本 41修订 14
每个点涵盖 5 天。
OpenSSF Scorecard 8.0 / 10
8.0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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | 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 |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 不适用 | Dangerous-Workflow | no workflows found |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 不适用 | Token-Permissions | No tokens found |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
全部依赖 32
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 32 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 |
|---|---|---|---|
| PyPI | 0 | — | 间接 |
| PyPI | 1 | — | 间接 |
| PyPI | 3 | — | 间接 |
| PyPI | black | 26.5.1 | 间接 |
| PyPI | flake8 | — | 间接 |
| PyPI | flask | — | 间接 |
| PyPI | freezegun | — | 间接 |
| PyPI | fsspec | — | 间接 |
| PyPI | google-api-python-client | — | 间接 |
| PyPI | google-cloud-bigquery | — | 间接 |
| PyPI | google-cloud-bigquery-storage | — | 间接 |
| PyPI | google-cloud-secret-manager | — | 间接 |
| PyPI | google-cloud-spanner | — | 间接 |
| PyPI | google-cloud-storage | — | 间接 |
| PyPI | google-pso-data-validator | — | 间接 |
| PyPI | ibis-framework | 7.1.0 | 间接 |
| PyPI | impyla | — | 间接 |
| PyPI | jellyfish | — | 间接 |
| PyPI | pandas | — | 间接 |
| PyPI | parsy | — | 间接 |
| PyPI | psycopg2-binary | — | 间接 |
| PyPI | pyarrow | — | 间接 |
| PyPI | pydata-google-auth | — | 间接 |
| PyPI | pyfakefs | — | 间接 |
| PyPI | pymysql | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | pytest-rerunfailures | — | 间接 |
| PyPI | pytest-timeout | — | 间接 |
| PyPI | pyyaml | — | 间接 |
| PyPI | sqlalchemy | — | 间接 |
| PyPI | tabulate | — | 间接 |
依赖安全公告 1
安装 pypi:google-pso-data-validator@8.8.2 会引入 88 个包（直接与传递）：其中 1 个存在已知公告，1 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| ibis-framework | 5.1.0 | 直接 | 严重 | 1 | 7.1.0 |
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": 3655,
"has_wiki": true,
"homepage": null,
"languages": {
"HCL": 2694,
"TSQL": 55894,
"Shell": 7332,
"Python": 1255126
},
"pushed_at": "2026-07-29T17:13:08Z",
"created_at": "2020-04-10T21:18:19Z",
"owner_type": "Organization",
"updated_at": "2026-07-28T20:03:26Z",
"description": "Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "develop",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://cloud.google.com",
"name": "Google Cloud Platform",
"type": "Organization",
"login": "GoogleCloudPlatform",
"company": null,
"location": null,
"followers": 21384,
"avatar_url": "https://avatars.githubusercontent.com/u/2810941?v=4",
"created_at": "2012-11-16T04:52:17Z",
"is_verified": null,
"public_repos": 1498,
"account_age_days": 5003
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v8.8.2",
"kind": "patch",
"published_at": "2026-07-28T11:13:44Z"
},
{
"tag": "v8.8.1",
"kind": "patch",
"published_at": "2026-07-20T09:45:37Z"
},
{
"tag": "v8.8.0",
"kind": "minor",
"published_at": "2026-06-18T12:51:05Z"
},
{
"tag": "v8.7.1",
"kind": "patch",
"published_at": "2026-05-22T09:07:05Z"
},
{
"tag": "v8.7.0",
"kind": "minor",
"published_at": "2026-04-20T15:07:46Z"
},
{
"tag": "v8.6.0",
"kind": "minor",
"published_at": "2026-04-13T19:50:34Z"
},
{
"tag": "v8.5.2",
"kind": "patch",
"published_at": "2026-02-26T17:34:50Z"
},
{
"tag": "v8.5.1",
"kind": "patch",
"published_at": "2026-02-24T16:02:09Z"
},
{
"tag": "v8.5.0",
"kind": "minor",
"published_at": "2026-02-06T13:41:43Z"
},
{
"tag": "v8.4.0",
"kind": "minor",
"published_at": "2026-01-13T16:26:25Z"
},
{
"tag": "v8.3.0",
"kind": "minor",
"published_at": "2025-11-13T14:57:13Z"
},
{
"tag": "v8.2.0",
"kind": "minor",
"published_at": "2025-09-23T17:14:56Z"
},
{
"tag": "v8.1.1",
"kind": "patch",
"published_at": "2025-08-09T09:51:01Z"
},
{
"tag": "v8.1.0",
"kind": "minor",
"published_at": "2025-08-07T10:42:14Z"
},
{
"tag": "v8.0.0",
"kind": "major",
"published_at": "2025-07-30T15:16:15Z"
},
{
"tag": "v7.7.0",
"kind": "minor",
"published_at": "2025-05-21T15:16:33Z"
},
{
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{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 9",
"points": 4.5,
"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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "moderate",
"name": "Dependency advisories",
"note": "Matched the pypi:google-pso-data-validator@8.8.2 runtime dependency closure — what installing the published package pulls in — 88 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:google-pso-data-validator@8.8.2",
"assessed": 88
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 64,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 88,
"unassessed_packages": 0,
"affected_by_severity": "critical 1",
"direct_affected_packages": 1
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "1 affected: ibis-framework 5.1.0 (critical)",
"points": 7,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 1,
"packages": "ibis-framework 5.1.0 (critical)"
}
}
],
"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": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 984 days ago",
"points": 32,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 1,
"oldest": 984
}
}
],
"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": 88,
"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": 5
},
"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": 50,
"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": 1,
"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": "86 of 86 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 86,
"sampled": 86
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"noxfile.py"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "noxfile.py",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "noxfile.py"
}
}
],
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"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": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 69773,
"source_files_sampled": 105,
"oversized_source_files": 4
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "4/105 source files over 60KB",
"points": 52.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 105,
"oversized": 4
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"samples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "samples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-29T17:15:50.243871Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/GoogleCloudPlatform/professional-services-data-validator.svg",
"full_name": "GoogleCloudPlatform/professional-services-data-validator",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}