公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 06:04 UTC

jaywyawhare / C-ML

Machine learning framework written in C.

C · JavaScript自定义许可证★ 113 星标⑂ 18 复刻始于 2023年12月在 GitHub 上查看 ↗
#deep-learning#machine-learning

jaywyawhare/C-ML 的健康指数为 100 分中的 61 分，处于「中等」区间。 其得分最高的类别是Vitality（70/100），最低的是Sustainability & Governance（53/100）。 最近一次更新在 20 天前。 近期的大部分工作由 1 位贡献者完成。

61
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。

61
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

Arinjay Wyawhare个人账户
92 关注者112 个公开仓库始于 2020年9月RecruitAI

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
PyPIcml0.0.1-13246 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？

70良好 · 占总体的 22%

开发活跃度

67中等
评分方式
28.8/36推送新近度 — 最近一次推送于 20 天前
10.4/36提交节奏 — 52 周中有 15 周有提交
18/18提交量 — 最近一年 382 次提交
10/10OpenSSF Scorecard：Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year382
human_commit_share1
days_since_last_push20
active_weeks_last_year15

发布纪律

74良好
评分方式
27/27有发布版本 — 已发布 3 个发布版本
27/36发布时效 — 最近一次发布版本于 131 天前
12.6/27发布节奏 — 约每 180.6 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — 无数据
所用输入
releases_count3
latest_release_tagv0.0.3
releases_from_tags否
days_since_latest_release131
mean_days_between_releases180.6
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？

53中等 · 占总体的 18%

流行度与采用

44存在风险
评分方式
33.2/60星标 — 113 个星标
10.3/25复刻 — 18 个复刻
0/15关注者 — 1 位关注者
所用输入
forks18
stars113
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

64中等
评分方式
22.5/22.5README
16.9/22.5许可证 — 存在许可证文件，但不是可识别的许可证
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme是
has_license是
has_contributing是
has_issue_template否
has_code_of_conduct否
has_pull_request_template否

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？

53中等 · 占总体的 24%

维护者韧性（巴士系数）

29危急
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
3.4/22.5提交分布 — 头号贡献者编写了 85% 的提交
6.8/13.5贡献者广度 — 5 位贡献者
10/10OpenSSF Scorecard：Contributors — project has 4 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled5
top_contributor_share0.847

议题与 PR 响应能力

74良好
评分方式
46.8/46.8议题解决 — 100% 的议题已关闭
26.8/38.3PR 接受 — 已裁定的 PR 中 7/10 已合并
0/15OpenSSF Scorecard：Code-Review — Found 1/30 approved changesets -- score normalized to 0
所用输入
merged_prs7
open_issues0
closed_issues1
issue_closed_ratio1
closed_unmerged_prs3

所有权与托管责任

61中等
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
14.2/25所有者影响力 — jaywyawhare 有 92 位关注者
24.6/25既往记录 — 112 个公开仓库，账户约 5 年
所用输入
followers92
owner_typeUser
is_verified—
owner_loginjaywyawhare
public_repos112
account_age_days2,125
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。

软件包维护

53中等
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
4/35发布时效 — 最近一次发布于 3,246 天前
4/20版本历史 — 1 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
packagescml
ecosystemspypi
any_deprecated否
min_days_since_publish3,246

工程质量

基础的工程与文档实践是否到位？

69中等 · 占总体的 20%

工程实践

48存在风险
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard：CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
所用输入
has_ci是
has_tests是
has_editorconfig否
has_linter_config否
has_precommit_config否

文档

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://jaywyawhare.github.io/C-ML/
10/10仓库描述
10/10主题标签 — 2 个主题标签
10/10Wiki
所用输入
topicsdeep-learning, machine-learning
has_wiki是
homepagehttps://jaywyawhare.github.io/C-ML/
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？

58中等 · 占总体的 16%

安全态势

47存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0.5/2.5CII-Best-Practices — badge detected: InProgress
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
5/5Fuzzing — project is fuzzed
2.2/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.7
已排除计分（无数据或不适用）：packaging, signed_releases。 其余权重已重新归一化。

依赖安全公告

100优秀
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
advisories22
affected_packages5
assessed_packages244
unassessed_packages4
affected_by_severityhigh 4, low 1
direct_affected_packages0
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 244 个已解析依赖与 OSV 比对。 有 4 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 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。

59中等 · 占总体的 0%

AI 代理上下文与指引

32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）
31.5/40可读的提交历史 — 100 次人类提交中有 59 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_share0.59
agent_instruction_files—
agent_instruction_max_bytes—

验证循环（构建 / 测试 / 类型检查）

72良好
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — python/cml/py.typed
10/10可复现环境 — lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 56 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
1/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
所用输入
has_nix否
has_tests是
lockfilespackage-lock.json
has_dockerfile否
typed_language是
bootstrap_filesMakefile
has_devcontainer否
has_linter_config否
typecheck_configspython/cml/py.typed
agent_commit_share0.56
toolchain_manifests—
dependency_bot_commit_share0

面向模型的代码可读性

99优秀
评分方式
45/45可类型检查的代码 — C（静态类型）
53.9/55可控的文件大小 — 采样的 675 个源文件中有 14 个超过 60KB
所用输入
primary_languageC
largest_source_bytes1,606,238
source_files_sampled675
oversized_source_files14

机器可读接口

40存在风险
评分方式
0/40API 模式（OpenAPI/GraphQL/proto）
0/20MCP 服务器
40/40可运行示例 — demos, examples
所用输入
example_dirsdemos, examples
has_mcp_signal否
api_schema_files—

关键数据

113GitHub 星标
5贡献者
382最近 12 个月提交数
20距最近推送天数
3发布版本数
1巴士系数（bus factor）
0开放议题
npm, 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
  • Could not fetch pypi package 'c-ml' from its registry

更多细节

Star 与 Fork 历史 0 ★ / 18 ⇿
0Star
18Fork
2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。

0481216201722025-042025-112026-06
主版本 0次版本 0修订 2

每个点涵盖 2 天。

OpenSSF Scorecard 4.7 / 10
4.7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 · 2026-07-26 06:04 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 1 merged PRs checked by a CI test -- score normalized to 0
2CII-Best-Practicesbadge detected: InProgress
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
10Fuzzingproject is fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 14
注册表软件包版本约束清单文件
PyPIcffi>=1.0.0python/pyproject.toml
PyPInumpy>=1.20.0python/pyproject.toml
PyPIfastapi>=0.100.0python/pyproject.toml
PyPIuvicorn>=0.20.0python/pyproject.toml
npmframer-motion^12.6.3website/package.json
npmgsap^3.12.7website/package.json
npmreact^19.1.0website/package.json
npmreact-dom^19.1.0website/package.json
npmreact-markdown^10.1.0website/package.json
npmreact-router-dom^7.13.1website/package.json
npmreact-syntax-highlighter^16.1.1website/package.json
npmrehype-raw^7.0.0website/package.json
npmremark-gfm^4.0.1website/package.json
npmthree^0.172.0website/package.json
全部依赖 248

来自 GitHub 依赖图的完整解析依赖集合：14 个直接依赖与 234 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
npmframer-motion12.36.0直接
npmgsap3.14.2直接
npmreact19.2.4直接
npmreact-dom19.2.4直接
npmreact-markdown10.1.0直接
npmreact-router-dom7.13.1直接
npmreact-syntax-highlighter16.1.1直接
npmrehype-raw7.0.0直接
npmremark-gfm4.0.1直接
npmthree0.172.0直接
PyPIcffi—直接
PyPIfastapi—直接
PyPInumpy—直接
PyPIuvicorn—直接
npm@babel/code-frame7.29.0间接
npm@babel/compat-data7.29.0间接
npm@babel/core7.29.0间接
npm@babel/generator7.29.1间接
npm@babel/helper-compilation-targets7.28.6间接
npm@babel/helper-globals7.28.0间接
npm@babel/helper-module-imports7.28.6间接
npm@babel/helper-module-transforms7.28.6间接
npm@babel/helper-plugin-utils7.28.6间接
npm@babel/helper-string-parser7.27.1间接
npm@babel/helper-validator-identifier7.28.5间接
npm@babel/helper-validator-option7.27.1间接
npm@babel/helpers7.28.6间接
npm@babel/parser7.29.0间接
npm@babel/plugin-transform-react-jsx-self7.27.1间接
npm@babel/plugin-transform-react-jsx-source7.27.1间接
npm@babel/runtime7.28.6间接
npm@babel/template7.28.6间接
npm@babel/traverse7.29.0间接
npm@babel/types7.29.0间接
npm@esbuild/aix-ppc640.25.12间接
npm@esbuild/android-arm0.25.12间接
npm@esbuild/android-arm640.25.12间接
npm@esbuild/android-x640.25.12间接
npm@esbuild/darwin-arm640.25.12间接
npm@esbuild/darwin-x640.25.12间接
npm@esbuild/freebsd-arm640.25.12间接
npm@esbuild/freebsd-x640.25.12间接
npm@esbuild/linux-arm0.25.12间接
npm@esbuild/linux-arm640.25.12间接
npm@esbuild/linux-ia320.25.12间接
npm@esbuild/linux-loong640.25.12间接
npm@esbuild/linux-mips64el0.25.12间接
npm@esbuild/linux-ppc640.25.12间接
npm@esbuild/linux-riscv640.25.12间接
npm@esbuild/linux-s390x0.25.12间接
npm@esbuild/linux-x640.25.12间接
npm@esbuild/netbsd-arm640.25.12间接
npm@esbuild/netbsd-x640.25.12间接
npm@esbuild/openbsd-arm640.25.12间接
npm@esbuild/openbsd-x640.25.12间接
npm@esbuild/openharmony-arm640.25.12间接
npm@esbuild/sunos-x640.25.12间接
npm@esbuild/win32-arm640.25.12间接
npm@esbuild/win32-ia320.25.12间接
npm@esbuild/win32-x640.25.12间接
npm@jridgewell/gen-mapping0.3.13间接
npm@jridgewell/remapping2.3.5间接
npm@jridgewell/resolve-uri3.1.2间接
npm@jridgewell/sourcemap-codec1.5.5间接
npm@jridgewell/trace-mapping0.3.31间接
npm@rolldown/pluginutils1.0.0-beta.27间接
npm@rollup/rollup-android-arm-eabi4.59.0间接
npm@rollup/rollup-android-arm644.59.0间接
npm@rollup/rollup-darwin-arm644.59.0间接
npm@rollup/rollup-darwin-x644.59.0间接
npm@rollup/rollup-freebsd-arm644.59.0间接
npm@rollup/rollup-freebsd-x644.59.0间接
npm@rollup/rollup-linux-arm-gnueabihf4.59.0间接
npm@rollup/rollup-linux-arm-musleabihf4.59.0间接
npm@rollup/rollup-linux-arm64-gnu4.59.0间接
npm@rollup/rollup-linux-arm64-musl4.59.0间接
npm@rollup/rollup-linux-loong64-gnu4.59.0间接
npm@rollup/rollup-linux-loong64-musl4.59.0间接
npm@rollup/rollup-linux-ppc64-gnu4.59.0间接
npm@rollup/rollup-linux-ppc64-musl4.59.0间接
npm@rollup/rollup-linux-riscv64-gnu4.59.0间接
npm@rollup/rollup-linux-riscv64-musl4.59.0间接
npm@rollup/rollup-linux-s390x-gnu4.59.0间接
npm@rollup/rollup-linux-x64-gnu4.59.0间接
npm@rollup/rollup-linux-x64-musl4.59.0间接
npm@rollup/rollup-openbsd-x644.59.0间接
npm@rollup/rollup-openharmony-arm644.59.0间接
npm@rollup/rollup-win32-arm64-msvc4.59.0间接
npm@rollup/rollup-win32-ia32-msvc4.59.0间接
npm@rollup/rollup-win32-x64-gnu4.59.0间接
npm@rollup/rollup-win32-x64-msvc4.59.0间接
npm@types/babel__core7.20.5间接
npm@types/babel__generator7.27.0间接
npm@types/babel__template7.4.4间接
npm@types/babel__traverse7.28.0间接
npm@types/debug4.1.12间接
npm@types/estree1.0.8间接
npm@types/estree-jsx1.0.5间接
npm@types/hast3.0.4间接
npm@types/mdast4.0.4间接
npm@types/ms2.1.0间接
npm@types/prismjs1.26.6间接
npm@types/react19.2.14间接
npm@types/unist2.0.11间接
npm@types/unist3.0.3间接
npm@ungap/structured-clone1.3.0间接
npm@vitejs/plugin-react4.7.0间接
npmbail2.0.2间接
npmbaseline-browser-mapping2.10.7间接
npmbrowserslist4.28.1间接
npmcaniuse-lite1.0.30001778间接
npmccount2.0.1间接
npmcharacter-entities2.0.2间接
npmcharacter-entities-html42.1.0间接
npmcharacter-entities-legacy3.0.0间接
npmcharacter-reference-invalid2.0.1间接
npmcomma-separated-tokens2.0.3间接
npmconvert-source-map2.0.0间接
npmcookie1.1.1间接
npmcsstype3.2.3间接
npmdebug4.4.3间接
npmdecode-named-character-reference1.3.0间接
npmdequal2.0.3间接
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依赖安全公告 5

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 244 个包，其中也包含从不交付的开发与测试版本固定：5 个存在已知公告，0 个为直接依赖。 有 4 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
picomatch4.0.3间接高24.0.4
postcss8.5.8间接高38.5.18
react-router7.13.1间接高128.3.0
vite6.4.1间接高48.0.16
@babel/core7.29.0间接低18.0.0-rc.6

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
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          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 58,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "badge detected: InProgress",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is fuzzed",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 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 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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 244 resolved dependencies against OSV; 4 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). 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": 244
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 4
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 22,
              "affected_packages": 5,
              "assessed_packages": 244,
              "unassessed_packages": 4,
              "affected_by_severity": "high 4, low 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 244,
              "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": 59,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.59,
              "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": "59 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 31.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 59,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "python/cml/py.typed"
              ],
              "agent_commit_share": 0.56,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": "python/cml/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/cml/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "56 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 56,
                      "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 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "C",
              "largest_source_bytes": 1606238,
              "source_files_sampled": 675,
              "oversized_source_files": 14
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "14/675 source files over 60KB",
                "points": 53.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 675,
                      "oversized": 14
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "demos",
                "examples"
              ],
              "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": "demos, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "demos, examples"
                    }
                  }
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                "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",
    "Could not fetch pypi package 'c-ml' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T06:04:55.182996Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jaywyawhare/C-ML.svg",
  "full_name": "jaywyawhare/C-ML",
  "license_state": "custom",
  "license_spdx": null
}

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

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

单项结果在整体记录中的位置： 汇总统计 — PyPI.