公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-23 03:24 UTC
DeepLabCut / DeepLabCut-live
SDK for running DeepLabCut on a live video stream
DeepLabCut/DeepLabCut-live 的健康指数为 100 分中的 72 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（96/100），最低的是AI Readiness（41/100）。 最近一次更新在 5 天前。 近期的大部分工作由 3 位贡献者完成。
72
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
72
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | deeplabcut-live | 1.1.0 | 637 | 11 | 158 天前 | deeplabcutpose-estimationreal-timedeep-learning |
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
64
开发活跃度
57中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 5 天前 |
| 5.5/36 | 提交节奏 — 52 周中有 8 周有提交 |
| 15.8/18 | 提交量 — 最近一年 56 次提交 |
| 0/10 | OpenSSF Scorecard：Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
所用输入
| commits_last_year | 56 |
| human_commit_share | 0.91 |
| days_since_last_push | 5 |
| active_weeks_last_year | 8 |
发布纪律
74良好
评分方式
| 27/27 | 有发布版本 — 已发布 8 个发布版本 |
| 27/36 | 发布时效 — 最近一次发布版本于 158 天前 |
| 12.6/27 | 发布节奏 — 约每 288.4 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 8 |
| latest_release_tag | v1.1.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 158 |
| mean_days_between_releases | 288.4 |
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？
51
流行度与采用
60中等
评分方式
| 38.6/60 | 星标 — 240 个星标 |
| 14.5/25 | 复刻 — 56 个复刻 |
| 6.5/15 | 关注者 — 16 位关注者 |
所用输入
| forks | 56 |
| stars | 240 |
| watchers | 16 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
44存在风险
评分方式
| 22.5/22.5 | README |
| 16.9/22.5 | 许可证 — 存在许可证文件，但不是可识别的许可证 |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
47存在风险
评分方式
| 37.4/80 | 月度下载量 — pypi 合计每月 637 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | deeplabcut-live |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 637 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
81
维护者韧性（巴士系数）
76良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 17/22.5 | 提交分布 — 头号贡献者编写了 25% 的提交 |
| 13.5/13.5 | 贡献者广度 — 15 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 11 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 15 |
| top_contributor_share | 0.246 |
议题与 PR 响应能力
82良好
评分方式
| 44.8/46.8 | 议题解决 — 96% 的议题已关闭 |
| 25.5/38.3 | PR 接受 — 已裁定的 PR 中 64/96 已合并 |
| 12/15 | OpenSSF Scorecard：Code-Review — Found 9/11 approved changesets -- score normalized to 8 |
所用输入
| merged_prs | 64 |
| open_issues | 3 |
| closed_issues | 70 |
| issue_closed_ratio | 0.959 |
| closed_unmerged_prs | 32 |
所有权与托管责任
71良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 19.2/25 | 所有者影响力 — DeepLabCut 有 461 位关注者 |
| 21.8/25 | 既往记录 — 21 个公开仓库，账户约 6 年 |
所用输入
| followers | 461 |
| owner_type | Organization |
| is_verified | — |
| owner_login | DeepLabCut |
| public_repos | 21 |
| account_age_days | 2,382 |
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 158 天前 |
| 20/20 | 版本历史 — 11 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | deeplabcut-live |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 158 |
工程质量
基础的工程与文档实践是否到位？
96
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 3 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://elifesciences.org/articles/61909 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 5 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | deeplabcut, pose-estimation, real-time, optogenetics, tracking-algorithm |
| has_wiki | 是 |
| homepage | https://elifesciences.org/articles/61909 |
| 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？
63
安全态势
54中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 9/11 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 11 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | 许可证 — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5.4 |
已排除计分（无数据或不适用）：branch_protection, 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 |
| 25/25 | 间接依赖不含已知公告 — 没有间接依赖携带已知公告 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 47 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:deeplabcut-live@1.1.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 47 个软件包。 未对可达性进行分析。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
41
AI 代理上下文与指引
26危急
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） |
| 25.8/40 | 可读的提交历史 — 91 次人类提交中有 44 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.484 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
47存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 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 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.03 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.09 |
面向模型的代码可读性
55中等
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 94 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 46,736 |
| source_files_sampled | 94 |
| oversized_source_files | 0 |
关键数据
240GitHub 星标
15贡献者
56最近 12 个月提交数
5距最近推送天数
8发布版本数
3巴士系数（bus factor）
3开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
更多细节
Star 与 Fork 历史 0 ★ / 56 ⇿
0Star
56Fork
7发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 0次版本 1修订 5
每个点涵盖 6 天。
OpenSSF Scorecard 5.4 / 10
5.4综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 9/11 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 11 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 13
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | colorcet | >=3 | pyproject.toml |
| PyPI | dlclibrary | >=0.0.6 | pyproject.toml |
| PyPI | einops | >=0.6.1 | pyproject.toml |
| PyPI | numpy | >=1.20,<2 | pyproject.toml |
| PyPI | opencv-python-headless | >=4.5 | pyproject.toml |
| PyPI | pandas | >=1.0.1,!=1.5 | pyproject.toml |
| PyPI | pillow | >=8 | pyproject.toml |
| PyPI | pip | — | pyproject.toml |
| PyPI | py-cpuinfo | >=5 | pyproject.toml |
| PyPI | ruamel-yaml | >=0.17.20 | pyproject.toml |
| PyPI | scipy | >=1.9 | pyproject.toml |
| PyPI | tables | >=3.8 | pyproject.toml |
| PyPI | tqdm | >=4.62.3 | pyproject.toml |
全部依赖 13
来自 GitHub 依赖图的完整解析依赖集合：13 个直接依赖与 0 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | colorcet | — | 直接 |
| PyPI | dlclibrary | — | 直接 |
| PyPI | einops | — | 直接 |
| PyPI | numpy | — | 直接 |
| PyPI | opencv-python-headless | — | 直接 |
| PyPI | pandas | — | 直接 |
| PyPI | pillow | — | 直接 |
| PyPI | pip | — | 直接 |
| PyPI | py-cpuinfo | — | 直接 |
| PyPI | ruamel-yaml | — | 直接 |
| PyPI | scipy | — | 直接 |
| PyPI | tables | — | 直接 |
| PyPI | tqdm | — | 直接 |
依赖安全公告 0
安装 pypi:deeplabcut-live@1.1.0 会引入 47 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。
没有已知公告影响已评估的依赖。
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"deeplabcut",
"pose-estimation",
"real-time",
"optogenetics",
"tracking-algorithm"
],
"is_fork": false,
"size_kb": 2387,
"has_wiki": true,
"homepage": "https://elifesciences.org/articles/61909",
"languages": {
"C++": 2848,
"Python": 497475
},
"pushed_at": "2026-07-17T12:35:04Z",
"created_at": "2020-03-09T19:39:16Z",
"owner_type": "Organization",
"updated_at": "2026-07-10T02:32:00Z",
"description": "SDK for running DeepLabCut on a live video stream",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "deeplabcut.org",
"name": "DeepLabCut",
"type": "Organization",
"login": "DeepLabCut",
"company": null,
"location": "EPFL",
"followers": 461,
"avatar_url": "https://avatars.githubusercontent.com/u/59848143?v=4",
"created_at": "2020-01-13T20:59:21Z",
"is_verified": null,
"public_repos": 21,
"account_age_days": 2382
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-02-14T10:55:43Z"
},
{
"tag": "v1.0.4",
"kind": "patch",
"published_at": "2023-05-05T17:48:41Z"
},
{
"tag": "v1.0.3",
"kind": "patch",
"published_at": "2023-01-30T17:00:02Z"
},
{
"tag": "v1.0.2",
"kind": "patch",
"published_at": "2022-06-21T11:30:59Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2021-11-26T18:39:38Z"
},
{
"tag": "v1.0",
"kind": "other",
"published_at": "2021-03-02T11:51:07Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2020-11-23T18:50:24Z"
},
{
"tag": "v0.0.1",
"kind": "patch",
"published_at": "2020-08-05T21:35:28Z"
}
],
"recent_commits": [
{
"oid": "e61f726731825993933b0cd43e27ce019741a618",
"body": "…(#171)",
"is_bot": false,
"headline": "Add lazy loading for pytorch, tensorflow and the benchmarking module …",
"author_name": "Jaap de Ruyter van Steveninck",
"author_login": "deruyter92",
"committed_at": "2026-04-13T10:29:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee69fa63342697fc828cb269731ebd35334664d5",
"body": "* Add PyTorch support and refactor check_install\n\nRefactor check_install.py to support both PyTorch and TensorFlow backends and improve temporary file handling. Introduces TMP_DIR, MODELS_FOLDER, and separate run_pytorch_test/run_tensorflow_test helpers; PyTorch now exports and benchmarks an exporte\n[…]\nmporary-directory messages\n\n---------\n\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>\nCo-authored-by: Jaap de Ruyter van Steveninck <32810691+deruyter92@users.noreply.github.com>",
"is_bot": false,
"headline": "Update check install script (#157)",
"author_name": "Cyril Achard",
"author_login": "C-Achard",
"committed_at": "2026-03-11T13:21:52Z",
"body_truncated": true,
"is_coding_agent": true
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"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "11 out of 11 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 9/11 approved changesets -- score normalized to 8",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 11 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 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): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:deeplabcut-live@1.1.0 runtime dependency closure — what installing the published package pulls in — 47 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:deeplabcut-live@1.1.0",
"assessed": 47
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 47,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 47,
"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": 15
},
"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": 41,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 26,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.484,
"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": "44 of 91 human commits state their intent (structured subject or explanatory body)",
"points": 25.8,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 44,
"sampled": 91
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 47,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"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": 11,
"status": "met",
"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": null,
"points": 0,
"status": "missed",
"details": [],
"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": 46736,
"source_files_sampled": 94,
"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": "0/94 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 94,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-23T03:24:38.577960Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/DeepLabCut/DeepLabCut-live.svg",
"full_name": "DeepLabCut/DeepLabCut-live",
"license_state": "custom",
"license_spdx": null
}