公开记录
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 18:47 UTC

zw008 / VMware-VKS

MCP Skill + CLI for vSphere with Tanzu (VKS) — Supervisor, Namespace, and TanzuKubernetesCluster lifecycle management. Requires vSphere 8.x+.

PythonMIT★ 4 星标⑂ 1 复刻始于 2026年3月在 GitHub 上查看 ↗

zw008/VMware-VKS 的健康指数为 100 分中的 57 分,处于「中等」区间。 其得分最高的类别是Vitality(85/100),最低的是Community & Adoption(28/100)。 最近一次更新在 1 天前。 近期的大部分工作由 1 位贡献者完成。

57
总分 / 100
中等

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。

57
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

wei zhou个人账户
18 关注者32 个公开仓库始于 2015年1月

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
PyPIvmware-vks1.8.8-681 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?

85优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 1 天前
11.1/36提交节奏 — 52 周中有 16 周有提交
18/18提交量 — 最近一年 136 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year136
human_commit_share0.91
days_since_last_push1
active_weeks_last_year16

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 67 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 0.9 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count67
latest_release_tagv1.8.8
releases_from_tags
days_since_latest_release1
mean_days_between_releases0.9
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?

28危急 · 占总体的 18%
评分方式
7.7/60星标 — 4 个星标
0/25复刻 — 1 个复刻
0/15关注者 — 0 位关注者
所用输入
forks1
stars4
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
0/18CONTRIBUTING 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

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?

51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
3.9/22.5提交分布 — 头号贡献者编写了 83% 的提交
2.7/13.5贡献者广度 — 2 位贡献者
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor1
contributors_sampled2
top_contributor_share0.826
评分方式
23.4/46.8议题解决 — 50% 的议题已关闭
21.2/38.3PR 接受 — 已裁定的 PR 中 10/18 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs10
open_issues1
closed_issues1
issue_closed_ratio0.5
closed_unmerged_prs8
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
9.2/25所有者影响力 — zw008 有 18 位关注者
23.1/25既往记录 — 32 个公开仓库,账户约 11 年
所用输入
followers18
owner_typeUser
is_verified
owner_loginzw008
public_repos32
account_age_days4,201
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 1 天前
20/20版本历史 — 68 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
packagesvmware-vks
ecosystemspypi
any_deprecated
min_days_since_publish1

工程质量

基础的工程与文档实践是否到位?

52中等 · 占总体的 20%

工程实践

30存在风险
评分方式
0/24CI 工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
已排除计分(无数据或不适用):OpenSSF Scorecard:CI-Tests。 其余权重已重新归一化。

文档

85优秀
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
10/10主题标签 — 11 个主题标签
10/10Wiki
所用输入
topicsagent-skills, ai-skill, claude-code, codex, gemini-cli, kubernetes, mcp, supervisor, tanzu, tkc, vmware
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?

64中等 · 占总体的 16%

安全态势

55中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
0/2.5CI-Tests — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflow — 无数据
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — 无数据
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate5.5
已排除计分(无数据或不适用):branch_protection, ci_tests, dangerous_workflow, packaging, signed_releases, token_permissions。 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
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
advisories6
affected_packages2
assessed_packages65
unassessed_packages0
affected_by_severityhigh 2
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 65 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。

48存在风险 · 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 — 91 次人类提交中有 91 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_share1
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
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile, lockfile
6/10已体现的代理实践 — 最近 100 次提交中有 3 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 9 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
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.03
toolchain_manifests
dependency_bot_commit_share0.09
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
55/55可控的文件大小 — 采样的 60 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes45,608
source_files_sampled60
oversized_source_files0
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files

关键数据

4GitHub 星标
2贡献者
136最近 12 个月提交数
1距最近推送天数
67发布版本数
1巴士系数(bus factor)
1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
  • deps.dev does not index pypi:vmware-vks@1.8.8; advisories assessed against the repository dependency graph instead

更多细节

OpenSSF Scorecard 5.5 / 10
5.5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 · 2026-07-22 18:47 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
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
不适用Dangerous-Workflowno workflows found
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
不适用Token-PermissionsNo tokens found
6Vulnerabilities4 existing vulnerabilities detected
直接依赖 8
注册表软件包版本约束清单文件
PyPIpyvmomi>=8.0.3.0,<10.0pyproject.toml
PyPIkubernetes>=29.0,<35.0pyproject.toml
PyPIpyaml>=24.0,<27.0pyproject.toml
PyPItyper>=0.12,<1.0pyproject.toml
PyPIrich>=13.0,<15.0pyproject.toml
PyPIpython-dotenv>=1.0,<2.0pyproject.toml
PyPImcp>=1.10,<2.0pyproject.toml
PyPIvmware-policy>=1.8.8,<2.0pyproject.toml
全部依赖 65

来自 GitHub 依赖图的完整解析依赖集合:8 个直接依赖与 57 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
PyPIkubernetes33.1.0直接
PyPImcp1.28.1直接
PyPIpyaml26.2.1直接
PyPIpython-dotenv1.2.2直接
PyPIpyvmomi9.0.0.0直接
PyPIrich14.3.3直接
PyPItyper0.24.1直接
PyPIvmware-policy1.8.8直接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanyio4.13.0间接
PyPIattrs26.1.0间接
PyPIcertifi2026.2.25间接
PyPIcffi2.0.0间接
PyPIcharset-normalizer3.4.6间接
PyPIclick8.3.1间接
PyPIcolorama0.4.6间接
PyPIcoverage7.13.5间接
PyPIcryptography49.0.0间接
PyPIdurationpy0.10间接
PyPIexceptiongroup1.3.1间接
PyPIgoogle-auth2.49.1间接
PyPIh110.16.0间接
PyPIhttpcore1.0.9间接
PyPIhttpx0.28.1间接
PyPIhttpx-sse0.4.3间接
PyPIidna3.15间接
PyPIiniconfig2.3.0间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPImarkdown-it-py4.0.0间接
PyPImdurl0.1.2间接
PyPIoauthlib3.3.1间接
PyPIpackaging26.0间接
PyPIpluggy1.6.0间接
PyPIpyasn10.6.3间接
PyPIpyasn1-modules0.4.2间接
PyPIpycparser3.0间接
PyPIpydantic2.12.5间接
PyPIpydantic-core2.41.5间接
PyPIpydantic-settings2.14.2间接
PyPIpygments2.20.0间接
PyPIpyjwt2.13.0间接
PyPIpytest9.0.3间接
PyPIpytest-cov7.1.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-multipart0.0.32间接
PyPIpywin32311间接
PyPIpyyaml6.0.3间接
PyPIreferencing0.37.0间接
PyPIrequests2.33.0间接
PyPIrequests-oauthlib2.0.0间接
PyPIrpds-py0.30.0间接
PyPIruff0.15.12间接
PyPIshellingham1.5.4间接
PyPIsix1.17.0间接
PyPIsse-starlette3.3.3间接
PyPIstarlette1.3.1间接
PyPItomli2.4.1间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspection0.4.2间接
PyPIurllib32.7.0间接
PyPIuvicorn0.42.0间接
PyPIvmware-vks1.8.8间接
PyPIwebsocket-client1.9.0间接
依赖安全公告 2

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 65 个包,其中也包含从不交付的开发与测试版本固定:2 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
click8.3.1间接18.3.3
pyasn10.6.3间接50.6.4

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": [
        "agent-skills",
        "ai-skill",
        "claude-code",
        "codex",
        "gemini-cli",
        "kubernetes",
        "mcp",
        "supervisor",
        "tanzu",
        "tkc",
        "vmware"
      ],
      "is_fork": false,
      "size_kb": 437,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 432361,
        "Dockerfile": 201
      },
      "pushed_at": "2026-07-21T15:43:06Z",
      "created_at": "2026-03-25T03:07:29Z",
      "owner_type": "User",
      "updated_at": "2026-07-21T15:45:39Z",
      "description": "MCP Skill + CLI for vSphere with Tanzu (VKS) — Supervisor, Namespace, and TanzuKubernetesCluster lifecycle management. Requires vSphere 8.x+.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "wei zhou",
      "type": "User",
      "login": "zw008",
      "company": null,
      "location": "China",
      "followers": 18,
      "avatar_url": "https://avatars.githubusercontent.com/u/10613299?v=4",
      "created_at": "2015-01-20T11:29:10Z",
      "is_verified": null,
      "public_repos": 32,
      "account_age_days": 4201
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.8.8",
          "kind": "patch",
          "published_at": "2026-07-21T15:43:09Z"
        },
        {
          "tag": "v1.8.7",
          "kind": "patch",
          "published_at": "2026-07-21T11:39:18Z"
        },
        {
          "tag": "v1.8.5",
          "kind": "patch",
          "published_at": "2026-07-20T13:03:44Z"
        },
        {
          "tag": "v1.8.4",
          "kind": "patch",
          "published_at": "2026-07-20T08:25:23Z"
        },
        {
          "tag": "v1.8.3",
          "kind": "patch",
          "published_at": "2026-07-20T03:40:54Z"
        },
        {
          "tag": "v1.8.2",
          "kind": "patch",
          "published_at": "2026-07-19T18:01:20Z"
        },
        {
          "tag": "v1.8.1",
          "kind": "patch",
          "published_at": "2026-07-19T11:23:43Z"
        },
        {
          "tag": "v1.8.0",
          "kind": "minor",
          "published_at": "2026-07-19T09:41:34Z"
        },
        {
          "tag": "v1.7.7",
          "kind": "patch",
          "published_at": "2026-07-17T06:53:02Z"
        },
        {
          "tag": "v1.7.5",
          "kind": "patch",
          "published_at": "2026-07-13T07:14:40Z"
        },
        {
          "tag": "v1.7.4",
          "kind": "patch",
          "published_at": "2026-07-13T04:45:04Z"
        },
        {
          "tag": "v1.7.3",
          "kind": "patch",
          "published_at": "2026-07-03T00:46:39Z"
        },
        {
          "tag": "v1.7.2",
          "kind": "patch",
          "published_at": "2026-07-02T14:29:20Z"
        },
        {
          "tag": "v1.7.1",
          "kind": "patch",
          "published_at": "2026-07-02T10:45:38Z"
        },
        {
          "tag": "v1.7.0",
          "kind": "minor",
          "published_at": "2026-06-27T00:59:46Z"
        },
        {
          "tag": "v1.6.1",
          "kind": "patch",
          "published_at": "2026-06-23T23:56:10Z"
        },
        {
          "tag": "v1.6.0",
          "kind": "minor",
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          "body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: release v1.6.1 (.env password b64 obfuscation)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-23T23:54:28Z",
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          "is_coding_agent": true
        },
        {
          "oid": "1b87237fff4db1cf0e76a7888cf13bd7f6a95fc0",
          "body": "Ruff F401 — the test uses plain asserts, not pytest.raises.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: remove unused pytest import from b64 regression test",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-23T23:38:50Z",
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          "is_coding_agent": true
        },
        {
          "oid": "ec737149428b2661d724ae92c244cd40fe0fe99b",
          "body": "Plaintext *_PASSWORD values in ~/.<skill>/.env are rewritten to b64: on\nfirst load and decoded transparently at runtime, via python-dotenv's own\nparser so the stored secret never drifts (handles quotes, inline comments,\ntrailing whitespace, and passwords literally starting with b64:).\nObfuscation, not encryption — for real at-rest secrecy inject from a\nsecret manager. Adds a 10-case regression suite per skill.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: auto-obfuscate .env passwords to grep-safe b64 form",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-23T14:38:09Z",
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          "is_coding_agent": true
        },
        {
          "oid": "8883e528e1d4238062022ffeaa45da25fd54ab35",
          "body": "Adds undo= declarations on reversible write tools (via vmware-policy 1.6.0); inherits the\ntoken/runaway budget guard, audit accountability fields, and graduated risk tiers.\nRequires vmware-policy >= 1.6.0.",
          "is_bot": false,
          "headline": "feat: v1.6.0 — undo-token support + harness trust architecture",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-22T09:15:07Z",
          "body_truncated": false,
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        },
        {
          "oid": "5710b12df3c894f615e4138c47199be5c0008797",
          "body": "No code changes. Aligns with the v1.5.39 family release (AIops snapshot-delete async +\nhonest-timeout fix; Storage datastore-browse timeout fix).",
          "is_bot": false,
          "headline": "chore: bump to v1.5.39 for family version alignment",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-22T00:35:09Z",
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          "oid": "b6994b849633718e07db2c501a9520db63fed122",
          "body": "…pendabot security alerts\n\nResolves all open Dependabot alerts (5 high / 4 medium / 5 low):\n- cryptography -> 49.0.0 (bundled OpenSSL vuln)\n- starlette -> 1.3.1 (SSRF/NTLM via UNC, form-limit bypass)\n- python-multipart -> 0.0.32 (quadratic querystring DoS, smuggling)\n- pyjwt -> 2.13.0 (public-key JWK as HMAC secret, algo bypass, DoS)",
          "is_bot": false,
          "headline": "chore: bump cryptography/starlette/python-multipart/pyjwt to patch De…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-17T02:05:09Z",
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        },
        {
          "oid": "4b872c4bb2fb03a215fe9f154bf9a13f88732092",
          "body": null,
          "is_bot": false,
          "headline": "feat: preflight-auth command to live-validate wcp/login (v1.5.38)",
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          "author_login": null,
          "committed_at": "2026-06-12T06:30:32Z",
          "body_truncated": false,
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          "headline": "perf: cache Supervisor endpoint, fewer REST round-trips per TKC op (v…",
          "author_name": "Wei Zhou",
          "author_login": null,
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          "body_truncated": false,
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          "body": "…afety (v1.5.36)",
          "is_bot": false,
          "headline": "fix: correct Supervisor wcp/login auth, scale-pool and delete-guard s…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-11T23:03:43Z",
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        },
        {
          "oid": "0b55ac4f441917ff630dc36fc02cfa468566eca0",
          "body": "Family-wide security release. See RELEASE_NOTES.md for the per-skill detail.\nAligns all 11 packages back to a single version (1.5.35).",
          "is_bot": false,
          "headline": "fix: security hardening (v1.5.35)",
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          "author_login": null,
          "committed_at": "2026-06-10T00:16:34Z",
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          "oid": "adb155405f124dc2af8a2945fad849c60b5ef3f4",
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          "is_bot": false,
          "headline": "chore: release v1.5.32",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-08T02:29:38Z",
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        },
        {
          "oid": "04e8a5446b9ff9183153ed7a6788a0d8383584ca",
          "body": "- storage policies via real GET /api/vcenter/storage/policies (old\n  namespace-management path never existed — 404 on every call)\n- vm class memory_MB wire name + gpu_count derived from devices\n- harbor Summary fields (registry/ui_access_url/cluster/version) + per-registry\n  storage/health enrichmen\n[…]\non via software/clusters current_version\n- +9 shape regression tests; safety test at CLI layer; TKC test mock fixed;\n  vim conformance regression; docs synced (false 'admin credentials' claim removed)",
          "is_bot": false,
          "headline": "fix: invented Supervisor REST endpoint + wire-field parsing",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-08T02:15:28Z",
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          "oid": "190fb73760d4535392f20bb01ea08dcd16615a41",
          "body": null,
          "is_bot": false,
          "headline": "docs: Glama TDQS tool description rewrite (v1.5.30)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-06-07T12:51:24Z",
          "body_truncated": false,
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          "oid": "e37e470127330f2105e4a4c355cb2521c8f0875e",
          "body": "chore(deps): bump starlette from 1.0.0 to 1.0.1",
          "is_bot": false,
          "headline": "Merge pull request #11 from zw008/dependabot/uv/starlette-1.0.1",
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          "author_login": "zw008",
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          "oid": "76b6034134f79292b048b064959945d9008fb7b9",
          "body": "Bumps [starlette](https://github.com/Kludex/starlette) from 1.0.0 to 1.0.1.\n- [Release notes](https://github.com/Kludex/starlette/releases)\n- [Changelog](https://github.com/Kludex/starlette/blob/main/docs/release-notes.md)\n- [Commits](https://github.com/Kludex/starlette/compare/1.0.0...1.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: starlette\n  dependency-version: 1.0.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump starlette from 1.0.0 to 1.0.1",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-04T17:35:07Z",
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        {
          "oid": "e9db5782962369397c42a8a2f6704afac9ed003c",
          "body": "…config security docs",
          "is_bot": false,
          "headline": "release: v1.5.29 — VCF 9 verification status + TKC api_version + kube…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-29T02:12:16Z",
          "body_truncated": false,
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        },
        {
          "oid": "f51891aa4980120e0c80eba79f238ce35bc5aa1c",
          "body": null,
          "is_bot": false,
          "headline": "docs: update Python requirement to 3.10+ (v1.5.27)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-29T01:54:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0065260377250fc32d4296eb623446ae7801279",
          "body": "…, in-memory kubeconfig security",
          "is_bot": false,
          "headline": "docs: VCF 9.0/9.1 verification caveat, TKC api_version auto-detection…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-29T01:46:12Z",
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        {
          "oid": "533dd991e8006433fb3873358b33e3a05e5cc10f",
          "body": null,
          "is_bot": false,
          "headline": "chore: ignore .DS_Store",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-27T04:17:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f81ed82794378e5d5c67102585e5389f4e1b1c99",
          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump idna from 3.11 to 3.15 (#10)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-23T09:17:55Z",
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        {
          "oid": "862818ae62a04599bb90438abb025181f37f2be7",
          "body": "…y (v1.5.28)\n\nUnder mcp 1.10-1.13 (Goose and some sandboxes pin these), FastMCP's\nTool.from_function calls issubclass(param.annotation, Context) without\nresolving forward refs. With 'from __future__ import annotations' all\nparameter annotations are strings, so issubclass(str, Context) raises\n'TypeEr\n[…]\nnts.\n\nThis release strips the future import from mcp_server/server.py in all\n8 affected skills (Harden never had it). Verified all tools list OK\nunder mcp 1.10 and mcp 1.14.\n\nCLAUDE.md 踩坑 #33 updated.",
          "is_bot": false,
          "headline": "fix: remove from __future__ import annotations in mcp_server/server.p…",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-20T09:54:58Z",
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        },
        {
          "oid": "c8063beab3f8096067dc091763597efcc95892bd",
          "body": "v1.5.26 fixed the PEP 604 root cause but kept requires-python = \">=3.11\",\nwhich blocked pip download / install on Python 3.10. The Optional[X] fix is\nwhat actually enables 3.10 compatibility; this release just stops blocking\n3.10 installs.\n\n- pyproject.toml: requires-python = \">=3.10\"\n  (VMware-VKS was >=3.12, now also >=3.10 for family alignment)\n- <pkg>/cli.py mcp_cmd(): version guard triggers on < (3, 10)",
          "is_bot": false,
          "headline": "fix: v1.5.27 — loosen Python requirement to >= 3.10",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-20T06:54:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1851c107286526487e5b2f2cdf83abdf568bfded",
          "body": "vmware-* MCP servers crashed at decorator time on Python 3.10 with\n\"subclass() arg 1 must be a class\". Triggered by a goose user (qwen3.6:27,\nPython 3.10) running vmware-aiops; the same bug existed in every family skill.\n\n- mcp_server/server.py: PEP 604 `X | None` → `Optional[X]` in tool signatures\n\n[…]\nguard against Python < 3.11 with a clear fix command.\n- pyproject.toml: mcp[cli]>=1.10,<2.0 (was >=1.0), so uv doesn't pick an\n  ancient mcp with the same issubclass bug.\n\nFamily-wide bump to v1.5.26.",
          "is_bot": false,
          "headline": "fix: v1.5.26 — MCP server Python 3.10 compatibility (踩坑 #33)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-20T06:13:57Z",
          "body_truncated": true,
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        {
          "oid": "4e0f333a9ffd74f8de829c524d007d94088be096",
          "body": "- README + references version-compat tables now include VCF 9.0 / 9.1\n- Added Official Broadcom References pointer (SDKs / xAPIs / Tools)\n- Per-skill specifics in RELEASE_NOTES.md\n\nFamily v1.5.23 alignment.",
          "is_bot": false,
          "headline": "docs: declare VCF 9.0 / 9.1 compatibility",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-19T02:55:45Z",
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        },
        {
          "oid": "f5f95779fb1e3d4845cebf273a401f7de74033b3",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.6.3 to 2.7.0.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.6.3...2.7.0)\n\n---\nupdated-dependenc\n[…]\nib3\n  dependency-version: 2.7.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump urllib3 from 2.6.3 to 2.7.0 (#9)",
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          "committed_at": "2026-05-17T02:52:06Z",
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          "headline": "release: v1.5.22 — family alignment",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-08T23:23:02Z",
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          "headline": "release: v1.5.21 — family alignment + python-multipart 0.0.27",
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          "committed_at": "2026-05-08T23:07:51Z",
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        {
          "oid": "aff7f3f007e680ae2a4e8c9d32cc4172347c5bb7",
          "body": "Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.26 to 0.0.27.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-multipart/c\n[…]\nrt\n  dependency-version: 0.0.27\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump python-multipart from 0.0.26 to 0.0.27 (#8)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-08T22:51:11Z",
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        {
          "oid": "9ec7f632b3b6153f10c3eaf6d3efebf9865db7c2",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.5.20 — family alignment (no source changes)",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-08T22:29:15Z",
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        {
          "oid": "8e7a4f8f82963fcd8a808690a942cbb92bc7fe29",
          "body": null,
          "is_bot": false,
          "headline": "fix: delete_tkc_cluster api_client leak + bump v1.5.19",
          "author_name": "Wei Zhou",
          "author_login": null,
          "committed_at": "2026-05-06T03:58:24Z",
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        },
        {
          "oid": "0f37167ce21f2e1902d0a2de99e4cf4b8e849ab4",
          "body": null,
          "is_bot": false,
          "headline": "docs: add vmware-harden to skill routing table",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-05-04T20:12:16Z",
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        },
        {
          "oid": "fe61053fa02fe9e89ad119367fe5200b907fafb3",
          "body": "Security + compatibility fixes from external code review (2026-05-02):\n\n- security: kubeconfig (with vCenter session bearer token) is no\n  longer written to a temp file. New _build_supervisor_kubeconfig()\n  and ops/kubeconfig.py::build_tkc_kubeconfig() return dicts; the\n  kubernetes client loads the\n[…]\nml() takes an optional api_version (defaults v1beta1).\n\n- dev: [dependency-groups] block aligned to family canonical set.\n- test: tests/eval/regression/test_release_blockers.py.\n- Family version bump.",
          "is_bot": false,
          "headline": "release: v1.5.18 — kubeconfig in-memory + TKC version auto-detect",
          "author_name": "wz",
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          "committed_at": "2026-05-02T12:07:38Z",
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        },
        {
          "oid": "671c37768de61e39e2b4dd760136dc76bae45afd",
          "body": "No source changes in this skill. Tracks vmware-pilot v1.5.17 (review_workflow,\ninvestigate_alert, parallel_group) and vmware-policy v1.5.17 (L5 pattern\nmatcher integrated into @vmware_tool). Family version aligned across all\n10 repos.",
          "is_bot": false,
          "headline": "release: v1.5.17 — Family alignment",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-05-01T11:45:02Z",
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        },
        {
          "oid": "357deae9f16203bf2f4ecc5f7d5f980fe708ca97",
          "body": "Adapted from the Linkloud × addxai EHE framework articles. Adds 5-level\nautomation taxonomy (L1-L5) to capabilities.md across the family, encodes\nexpert judgment into Common Workflows pre-flight sections, and introduces\nthe causal-chain investigation protocol shared by aria/monitor/aiops.\nPilot architecture verified as v2-aligned; policy gains L5 PoC scaffolding.\n\nFamily version aligned: all 10 repos now at v1.5.16.",
          "is_bot": false,
          "headline": "release: v1.5.16 — Enterprise Harness Engineering alignment",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-05-01T03:28:19Z",
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        },
        {
          "oid": "79f77c86b5f63f9ed76ecda80d00ef114e7b64a5",
          "body": "- New top-level CLI subcommand `<skill> mcp` starts the MCP server.\n  Single command after `uv tool install` — no more uvx, no PyPI re-resolve,\n  works behind corporate TLS proxies.\n- Default verify_ssl: true on new targets (was false). Self-signed cert\n  environments must opt in explicitly with verify_ssl: false in config.yaml.\n- Docs and examples/mcp-configs/* switched to single-command form.\n- Legacy <skill>-mcp console script kept for backward compatibility.",
          "is_bot": false,
          "headline": "feat: v1.5.15 — single-command MCP entry point + verify_ssl default true",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-29T18:27:38Z",
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          "oid": "61214f376b9692bc9c7e95b4e24ff3cf2029122f",
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          "is_bot": false,
          "headline": "fix: v1.5.14 — code review follow-up fixes (@yjs-2026)",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-21T12:07:37Z",
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          "oid": "6753f5fb6984c615556a3a6b49e3045375822e9b",
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          "is_bot": false,
          "headline": "fix: v1.5.13 — code review bug fixes (2026-04-20 review)",
          "author_name": "wz",
          "author_login": null,
          "committed_at": "2026-04-21T06:21:12Z",
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                    "code": "push_recency",
                    "params": {
                      "days": 1
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "16/52 weeks with commits",
                "points": 11.1,
                "status": "partial",
                "details": [
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                    "code": "commit_cadence_weeks",
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                      "weeks": 16
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                ],
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              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "136 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
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                      "count": 136
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                  }
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                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
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            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
                    "openssf_scorecard_signed_releases"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "releases_count": 67,
              "latest_release_tag": "v1.8.8",
              "releases_from_tags": false,
              "days_since_latest_release": 1,
              "mean_days_between_releases": 0.9
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "67 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 67
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
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                "points": 36,
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                "details": [
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                ],
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              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
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                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 0.9
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
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                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
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              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
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                "detail": "maintenance record not established from the collected data",
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                  {
                    "code": "abandonment_unverified",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
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            "note": null,
            "notes": [],
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              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
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                    "code": "stars",
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                      "count": 4
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "1 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
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                      "count": 1
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
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            "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",
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                "points": 0,
                "status": "missed",
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                "max_points": 18
              },
              {
                "key": "code_of_conduct",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
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                "points": 0,
                "status": "missed",
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                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
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        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "note": null,
            "notes": [],
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 83% of commits",
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                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
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                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
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                      "count": 2
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 45,
            "inputs": {
              "merged_prs": 10,
              "open_issues": 1,
              "closed_issues": 1,
              "issue_closed_ratio": 0.5,
              "closed_unmerged_prs": 8
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "50% of issues closed",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
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                      "share": 50
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                  }
                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "10/18 decided PRs merged",
                "points": 21.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 10,
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 53,
            "inputs": {
              "followers": 18,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "zw008",
              "public_repos": 32,
              "account_age_days": 4201
            },
            "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": "18 followers of zw008",
                "points": 9.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 18,
                      "login": "zw008"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
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                "detail": "32 public repos, account ~11 yr old",
                "points": 23.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 32
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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": {
              "packages": [
                "vmware-vks"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1 days ago",
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                "status": "met",
                "details": [
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                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
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                "detail": "68 published versions",
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                "status": "met",
                "details": [
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                    "code": "published_versions",
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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
              }
            ]
          }
        ],
        "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": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 30,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": false
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            "components": [
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                "key": "ci_workflows",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
                "status": "met",
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              },
              {
                "key": "linter_config",
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              },
              {
                "key": "pre_commit_hooks",
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              },
              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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                "status": "excluded",
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                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
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            "notes": [],
            "value": 85,
            "inputs": {
              "topics": [
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                "claude-code",
                "codex",
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              "has_wiki": true,
              "homepage": null,
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            "components": [
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              },
              {
                "key": "documentation_directory",
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              },
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                "key": "documentation_homepage_site",
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              },
              {
                "key": "repository_description",
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              },
              {
                "key": "topics",
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                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
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                "points": 10,
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                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, CI-Tests, Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                    "signed_releases",
                    "token_permissions"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 12,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 6,
              "scorecard_aggregate": 5.5
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
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                "status": "met",
                "details": [],
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              },
              {
                "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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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
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                ],
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no 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": "30 commit(s) and 2 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": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "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": "4 existing vulnerabilities detected",
                "points": 4.5,
                "status": "partial",
                "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 65 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": 65
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 6,
              "affected_packages": 2,
              "assessed_packages": 65,
              "unassessed_packages": 0,
              "affected_by_severity": "high 2",
              "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": 65,
              "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": 2
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 48,
        "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": "91 of 91 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 91,
                      "sampled": 91
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.09
            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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, 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": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "9 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 9,
                      "sampled": 100
                    }
                  }
                ],
                "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": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 45608,
              "source_files_sampled": 60,
              "oversized_source_files": 0
            },
            "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": "0/60 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 60,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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",
    "deps.dev does not index pypi:vmware-vks@1.8.8; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T18:47:20.072351Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-VKS.svg",
  "full_name": "zw008/VMware-VKS",
  "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 v0.26.0—— 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.