公开记录良好
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 20:17 UTC
huggingface / pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
huggingface/pytorch-image-models 的健康指数为 100 分中的 77 分，处于「良好」区间。 其得分最高的类别是Vitality（98/100），最低的是Security（51/100）。 最近一次更新在 5 天前。 近期的大部分工作由 1 位贡献者完成。
77
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。
77
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 | timm | 1.0.28 | 14,501,427 | 79 | 11 天前 | pytorchimage-classification |
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？
98
开发活跃度
96优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 5 天前 |
| 31.8/36 | 提交节奏 — 52 周中有 46 周有提交 |
| 18/18 | 提交量 — 最近一年 241 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 241 |
| human_commit_share | 1 |
| days_since_last_push | 5 |
| active_weeks_last_year | 46 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 78 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 11 天前 |
| 27/27 | 发布节奏 — 约每 39.2 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 78 |
| latest_release_tag | v1.0.28 |
| releases_from_tags | 否 |
| days_since_latest_release | 11 |
| mean_days_between_releases | 39.2 |
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？
94
流行度与采用
99优秀
评分方式
| 60/60 | 星标 — 37,003 个星标 |
| 25/25 | 复刻 — 5,173 个复刻 |
| 13.9/15 | 关注者 — 320 位关注者 |
所用输入
| forks | 5,173 |
| stars | 37,003 |
| watchers | 320 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
85优秀
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| has_pull_request_template | 否 |
生态采用（下载量）
100优秀
评分方式
| 80/80 | 月度下载量 — pypi 合计每月 14,501,427 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 | timm |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 14,501,427 |
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？
70
维护者韧性（巴士系数）
36存在风险
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 3.3/22.5 | 提交分布 — 头号贡献者编写了 86% 的提交 |
| 13.5/13.5 | 贡献者广度 — 100 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 15 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 100 |
| top_contributor_share | 0.855 |
议题与 PR 响应能力
78良好
评分方式
| 44.8/46.8 | 议题解决 — 96% 的议题已关闭 |
| 28.8/38.3 | PR 接受 — 已裁定的 PR 中 552/733 已合并 |
| 4.5/15 | OpenSSF Scorecard：Code-Review — Found 6/20 approved changesets -- score normalized to 3 |
所用输入
| merged_prs | 552 |
| open_issues | 43 |
| closed_issues | 992 |
| issue_closed_ratio | 0.958 |
| closed_unmerged_prs | 181 |
所有权与托管责任
80良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — huggingface 有 66,034 位关注者 |
| 25/25 | 既往记录 — 458 个公开仓库，账户约 9 年 |
所用输入
| followers | 66,034 |
| owner_type | Organization |
| is_verified | — |
| owner_login | huggingface |
| public_repos | 458 |
| account_age_days | 3,447 |
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 11 天前 |
| 20/20 | 版本历史 — 79 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 | timm |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 11 |
工程质量
基础的工程与文档实践是否到位？
68
工程实践
64中等
评分方式
| 24/24 | CI 工作流 — 5 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard：CI-Tests — 14 out of 16 merged PRs checked by a CI test -- score normalized to 8 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
75良好
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://huggingface.co/docs/timm |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 20 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | pytorch, resnet, pretrained-models, pretrained-weights, distributed-training, mobile-deep-learning, mobilenet-v2, mobilenetv3, efficientnet, augmix, randaugment, mixnet, vision-transformer-models, nfnets, normalization-free-training, maxvit, convnext, image-classification, imagenet, optimizer |
| has_wiki | 是 |
| homepage | https://huggingface.co/docs/timm |
| has_readme | 是 |
| has_docs_dir | 否 |
| 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？
51
安全态势
51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 |
| 2/2.5 | CI-Tests — 14 out of 16 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 6/20 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 15 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 |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 1.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| 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 |
| 0/7.5 | Vulnerabilities — 24 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5.1 |
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。
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。
56
AI 代理上下文与指引
59中等
评分方式
| 45/45 | 代理指令 — CLAUDE.md |
| 0/15 | 机器可读文档（llms.txt） |
| 14.4/40 | 可读的提交历史 — 100 次人类提交中有 27 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 | 0.27 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 901 |
验证循环（构建 / 测试 / 类型检查）
44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 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — timm/py.typed |
| 0/10 | 可复现环境 |
| 8/10 | 已体现的代理实践 — 最近 100 次提交中有 4 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 |
| 3/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
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 | 否 |
| typecheck_configs | timm/py.typed |
| agent_commit_share | 0.04 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
80良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（timm/py.typed） |
| 52.7/55 | 可控的文件大小 — 采样的 311 个源文件中有 13 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 211,911 |
| source_files_sampled | 311 |
| oversized_source_files | 13 |
关键数据
37,003GitHub 星标
100贡献者
241最近 12 个月提交数
5距最近推送天数
78发布版本数
1巴士系数（bus factor）
43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:timm@1.0.28; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
更多细节
Star 与 Fork 历史 0 ★ / 5,173 ⇿
0Star
5,173Fork
24发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。
主版本 0次版本 0修订 24
每个点涵盖 3 天。
OpenSSF Scorecard 5.1 / 10
5.1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 |
| 8 | CI-Tests | 14 out of 16 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 6/20 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 15 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 |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 3 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 3 |
| 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 |
| 0 | Vulnerabilities | 24 existing vulnerabilities detected |
直接依赖 5
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | torch | — | pyproject.toml |
| PyPI | torchvision | — | pyproject.toml |
| PyPI | pyyaml | — | pyproject.toml |
| PyPI | huggingface_hub | — | pyproject.toml |
| PyPI | safetensors | — | pyproject.toml |
全部依赖 11
来自 GitHub 依赖图的完整解析依赖集合：5 个直接依赖与 6 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 | huggingface-hub | — | 直接 |
| PyPI | pyyaml | — | 直接 |
| PyPI | safetensors | — | 直接 |
| PyPI | torch | — | 直接 |
| PyPI | torchvision | — | 直接 |
| PyPI | expecttest | — | 间接 |
| PyPI | numpy | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-forked | — | 间接 |
| PyPI | pytest-timeout | — | 间接 |
| PyPI | pytest-xdist | — | 间接 |
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies carried a version and a supported ecosystem
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"pytorch",
"resnet",
"pretrained-models",
"pretrained-weights",
"distributed-training",
"mobile-deep-learning",
"mobilenet-v2",
"mobilenetv3",
"efficientnet",
"augmix",
"randaugment",
"mixnet",
"vision-transformer-models",
"nfnets",
"normalization-free-training",
"maxvit",
"convnext",
"image-classification",
"imagenet",
"optimizer"
],
"is_fork": false,
"size_kb": 31197,
"has_wiki": true,
"homepage": "https://huggingface.co/docs/timm",
"languages": {
"MDX": 701874,
"Shell": 168,
"Python": 5132706
},
"pushed_at": "2026-07-16T23:28:13Z",
"created_at": "2019-02-02T05:51:12Z",
"owner_type": "Organization",
"updated_at": "2026-07-22T13:51:56Z",
"description": "The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python",
"MDX"
]
},
"owner": {
"blog": "https://huggingface.co/",
"name": "Hugging Face",
"type": "Organization",
"login": "huggingface",
"company": null,
"location": "NYC + Paris",
"followers": 66034,
"avatar_url": "https://avatars.githubusercontent.com/u/25720743?v=4",
"created_at": "2017-02-12T11:20:28Z",
"is_verified": null,
"public_repos": 458,
"account_age_days": 3447
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.0.28",
"kind": "patch",
"published_at": "2026-07-11T17:25:29Z"
},
{
"tag": "v1.0.27",
"kind": "patch",
"published_at": "2026-05-08T20:06:58Z"
},
{
"tag": "v1.0.26",
"kind": "patch",
"published_at": "2026-03-23T18:13:40Z"
},
{
"tag": "v1.0.25",
"kind": "patch",
"published_at": "2026-02-23T17:22:16Z"
},
{
"tag": "v1.0.24",
"kind": "patch",
"published_at": "2026-01-07T00:28:47Z"
},
{
"tag": "v1.0.23",
"kind": "patch",
"published_at": "2026-01-05T21:42:22Z"
},
{
"tag": "v1.0.22",
"kind": "patch",
"published_at": "2025-11-05T04:08:03Z"
},
{
"tag": "v1.0.21",
"kind": "patch",
"published_at": "2025-10-24T22:39:31Z"
},
{
"tag": "v1.0.20",
"kind": "patch",
"published_at": "2025-09-21T17:28:50Z"
},
{
"tag": "v1.0.19",
"kind": "patch",
"published_at": "2025-07-24T03:06:41Z"
},
{
"tag": "v1.0.18",
"kind": "patch",
"published_at": "2025-07-23T20:03:48Z"
},
{
"tag": "v1.0.17",
"kind": "patch",
"published_at": "2025-07-10T16:04:42Z"
},
{
"tag": "v1.0.16",
"kind": "patch",
"published_at": "2025-06-26T18:44:53Z"
},
{
"tag": "v1.0.15",
"kind": "patch",
"published_at": "2025-02-23T05:07:06Z"
},
{
"tag": "v1.0.14",
"kind": "patch",
"published_at": "2025-01-19T23:05:30Z"
},
{
"tag": "v1.0.13",
"kind": "patch",
"published_at": "2025-01-09T18:49:44Z"
},
{
"tag": "v1.0.12",
"kind": "patch",
"published_at": "2024-12-03T19:05:39Z"
},
{
"tag": "v1.0.11",
"kind": "patch",
"published_at": "2024-10-16T21:19:16Z"
},
{
"tag": "v1.0.10",
"kind": "patch",
"published_at": "2024-10-15T04:44:58Z"
},
{
"tag": "v1.0.9",
"kind": "patch",
"published_at": "2024-08-23T23:42:07Z"
},
{
"tag": "v1.0.8",
"kind": "patch",
"published_at": "2024-07-29T05:18:26Z"
},
{
"tag": "v1.0.7",
"kind": "patch",
"published_at": "2024-06-19T06:52:36Z"
},
{
"tag": "v1.0.3",
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"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "14 out of 16 merged PRs checked by a CI test -- score normalized to 8",
"points": 2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 6/20 approved changesets -- score normalized to 3",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 15 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": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 4 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 3",
"points": 1.5,
"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": "24 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"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": 12
},
"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": 56,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "moderate",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 59,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.27,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 901
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"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": "27 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 14.4,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 27,
"sampled": 100
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}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
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],
"agent_commit_share": 0.04,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"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",
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"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": "timm/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "timm/py.typed"
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}
],
"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": "4 of the last 100 commits agent-authored or agent-credited",
"points": 8,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 4,
"sampled": 100
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}
],
"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 3",
"points": 3,
"status": "partial",
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"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 211911,
"source_files_sampled": 311,
"oversized_source_files": 13
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (timm/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "timm/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "13/311 source files over 60KB",
"points": 52.7,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"sampled": 311,
"oversized": 13
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}
],
"max_points": 55
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]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
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"deps.dev does not index pypi:timm@1.0.28; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-22T20:17:23.429210Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/huggingface/pytorch-image-models.svg",
"full_name": "huggingface/pytorch-image-models",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}