公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 07:04 UTC
dralgroup / mlatom
AI-enhanced computational chemistry
dralgroup/mlatom 的健康指数为 100 分中的 56 分，处于「中等」区间。 其得分最高的类别是Vitality（75/100），最低的是AI Readiness（40/100）。 最近一次更新在 11 天前。 近期的大部分工作由 1 位贡献者完成。
56
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。
56
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
70 关注者24 个公开仓库始于 2022年2月Xiamen University
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 |
|---|---|---|---|---|---|
| PyPI | mlatom指向其他仓库——不计分 | 3.23.4 | - | 60 | 11 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？
75
开发活跃度
58中等
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 11 天前 |
| 6.2/36 | 提交节奏 — 52 周中有 9 周有提交 |
| 13.3/18 | 提交量 — 最近一年 29 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 29 |
| human_commit_share | 1 |
| days_since_last_push | 11 |
| active_weeks_last_year | 9 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 38 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 0.1 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 38 |
| latest_release_tag | v3.23.4 |
| releases_from_tags | 否 |
| days_since_latest_release | 11 |
| mean_days_between_releases | 0.1 |
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？
65
流行度与采用
48存在风险
评分方式
| 35.4/60 | 星标 — 153 个星标 |
| 10.8/25 | 复刻 — 21 个复刻 |
| 1.7/15 | 关注者 — 3 位关注者 |
所用输入
| forks | 21 |
| stars | 153 |
| watchers | 3 |
| 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 |
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？
46
维护者韧性（巴士系数）
23危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 5.3/22.5 | 提交分布 — 头号贡献者编写了 77% 的提交 |
| 5.4/13.5 | 贡献者广度 — 4 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0.766 |
议题与 PR 响应能力
68中等
评分方式
| 29.2/46.8 | 议题解决 — 62% 的议题已关闭 |
| 36.3/38.3 | PR 接受 — 已裁定的 PR 中 38/40 已合并 |
| 3/15 | OpenSSF Scorecard：Code-Review — Found 6/24 approved changesets -- score normalized to 2 |
所用输入
| merged_prs | 38 |
| open_issues | 3 |
| closed_issues | 5 |
| issue_closed_ratio | 0.625 |
| closed_unmerged_prs | 2 |
所有权与托管责任
53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 |
| 13.3/25 | 所有者影响力 — dralgroup 有 70 位关注者 |
| 19/25 | 既往记录 — 24 个公开仓库，账户约 4 年 |
所用输入
| followers | 70 |
| owner_type | User |
| is_verified | — |
| owner_login | dralgroup |
| public_repos | 24 |
| account_age_days | 1,620 |
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。
工程质量
基础的工程与文档实践是否到位？
44
工程实践
24危急
评分方式
| 24/24 | CI 工作流 — 1 个工作流 |
| 0/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0 |
所用输入
| has_ci | 是 |
| has_tests | 否 |
| 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 — http://mlatom.com |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 11 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | artificial-intelligence, computational-chemistry, machine-learning, machine-learning-potential, quantum-chemistry, quantum-chemistry-programs, quantum-mechanics, deep-learning, kernel-method, kernel-ridge-regression, neural-network |
| has_wiki | 是 |
| homepage | http://mlatom.com |
| 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？
49
安全态势
45存在风险
评分方式
| 3.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — 无数据 |
| 0/2.5 | CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 1.5/7.5 | Code-Review — Found 6/24 approved changesets -- score normalized to 2 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file 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 | 4.5 |
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
64中等
评分方式
| 6.6/35 | 直接依赖不含已知公告 — 2 个受影响：torch 2.1.2 (critical 9.8), setuptools 80.10.2 (moderate 6.1) |
| 25/25 | 间接依赖不含已知公告 — 没有间接依赖携带已知公告 |
| 32.1/40 | 没有长期未处理的公告 — 1 个携带公告的软件包超过 90 天未处理；最早一条发布于 829 天前 |
所用输入
| source | osv |
| advisories | 30 |
| affected_packages | 2 |
| assessed_packages | 55 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1, moderate 1 |
| direct_affected_packages | 2 |
比对的是 pypi:mlatom@3.23.4 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 55 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。
40
AI 代理上下文与指引
65中等
评分方式
| 45/45 | 代理指令 — AGENTS.md |
| 0/15 | 机器可读文档（llms.txt） |
| 20.3/40 | 可读的提交历史 — 100 次人类提交中有 38 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 | 0.38 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 2,804 |
评分方式
| 18/18 | 一条命令的引导启动 — mlatom/MLatomF_src/Makefile |
| 0/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 0/10 | 已体现的代理实践 — 最近 100 次提交中没有代理编写的提交 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 否 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | mlatom/MLatomF_src/Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
50中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 50.2/55 | 可控的文件大小 — 采样的 103 个源文件中有 9 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 195,102 |
| source_files_sampled | 103 |
| oversized_source_files | 9 |
关键数据
153GitHub 星标
4贡献者
29最近 12 个月提交数
11距最近推送天数
38发布版本数
1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
- pypi package 'mlatom' points at a different repository (http://mlatom.com); excluded from ecosystem scoring
更多细节
Star 与 Fork 历史 0 ★ / 21 ⇿
0Star
21Fork
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。
每个点涵盖 3 天。
OpenSSF Scorecard 4.5 / 10
4.5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）。
| 5 | Binary-Artifacts | binaries present in source code |
| 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 |
| 0 | CI-Tests | 0 out of 6 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 2 | Code-Review | Found 6/24 approved changesets -- score normalized to 2 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file 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 14
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | numpy | <2 | pyproject.toml |
| PyPI | scipy | — | pyproject.toml |
| PyPI | h5py | — | pyproject.toml |
| PyPI | pyh5md | — | pyproject.toml |
| PyPI | torch | ==2.1.2 | pyproject.toml |
| PyPI | torchani | ==2.2.3 | pyproject.toml |
| PyPI | setuptools | <81 | pyproject.toml |
| PyPI | matplotlib | — | pyproject.toml |
| PyPI | statsmodels | — | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | joblib | — | pyproject.toml |
| PyPI | requests | — | pyproject.toml |
| PyPI | psutil | — | pyproject.toml |
| PyPI | geometric | — | pyproject.toml |
全部依赖 4
来自 GitHub 依赖图的完整解析依赖集合：4 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 | numpy | — | 直接 |
| PyPI | setuptools | — | 直接 |
| PyPI | torch | 2.1.2 | 直接 |
| PyPI | torchani | 2.2.3 | 直接 |
依赖安全公告 2
安装 pypi:mlatom@3.23.4 会引入 55 个包（直接与传递）：其中 2 个存在已知公告，2 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| torch | 2.1.2 | 直接 | 严重 | 28 | 2.13.0 |
| setuptools | 80.10.2 | 直接 | 中 | 2 | 83.0.0 |
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"artificial-intelligence",
"computational-chemistry",
"machine-learning",
"machine-learning-potential",
"quantum-chemistry",
"quantum-chemistry-programs",
"quantum-mechanics",
"deep-learning",
"kernel-method",
"kernel-ridge-regression",
"neural-network"
],
"is_fork": false,
"size_kb": 207535,
"has_wiki": true,
"homepage": "http://mlatom.com",
"languages": {
"C++": 2360,
"Julia": 22288,
"Shell": 982,
"Python": 2163931,
"Fortran": 478446,
"Gnuplot": 174,
"Makefile": 2507
},
"pushed_at": "2026-07-15T00:35:28Z",
"created_at": "2023-08-16T13:47:48Z",
"owner_type": "User",
"updated_at": "2026-07-18T07:37:12Z",
"description": "AI-enhanced computational chemistry",
"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",
"Fortran"
]
},
"owner": {
"blog": "http://dr-dral.com",
"name": "Pavlo O. Dral & group",
"type": "User",
"login": "dralgroup",
"company": "Xiamen University",
"location": "Xiamen, China",
"followers": 70,
"avatar_url": "https://avatars.githubusercontent.com/u/99856727?v=4",
"created_at": "2022-02-17T03:54:20Z",
"is_verified": null,
"public_repos": 24,
"account_age_days": 1620
},
"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": "v3.23.4",
"kind": "patch",
"published_at": "2026-07-15T00:35:42Z"
},
{
"tag": "v3.23.3",
"kind": "patch",
"published_at": "2026-07-14T08:12:46Z"
},
{
"tag": "v3.23.2",
"kind": "patch",
"published_at": "2026-07-14T08:12:43Z"
},
{
"tag": "v3.23.1",
"kind": "patch",
"published_at": "2026-07-14T08:12:41Z"
},
{
"tag": "v3.23.0",
"kind": "minor",
"published_at": "2026-07-14T08:12:38Z"
},
{
"tag": "v3.22.0",
"kind": "minor",
"published_at": "2026-07-14T08:12:35Z"
},
{
"tag": "v3.21.0",
"kind": "minor",
"published_at": "2026-07-14T08:12:33Z"
},
{
"tag": "v3.20.0",
"kind": "minor",
"published_at": "2026-07-14T08:12:30Z"
},
{
"tag": "v3.19.1",
"kind": "patch",
"published_at": "2026-07-14T08:12:27Z"
},
{
"tag": "v3.19.0",
"kind": "minor",
"published_at": "2026-07-14T08:12:25Z"
},
{
"tag": "v3.18.3",
"kind": "patch",
"published_at": "2026-07-14T08:12:22Z"
},
{
"tag": "v3.18.2",
"kind": "patch",
"published_at": "2026-07-14T08:12:19Z"
},
{
"tag": "v3.18.1",
"kind": "patch",
"published_at": "2026-07-14T08:12:17Z"
},
{
"tag": "v3.18.0",
"kind": "minor",
"published_at": "2026-07-14T08:12:14Z"
},
{
"tag": "v3.17.3",
"kind": "patch",
"published_at": "2026-07-14T08:12:11Z"
},
{
"tag": "v3.17.1",
"kind": "patch",
"published_at": "2026-07-14T08:12:09Z"
},
{
"tag": "v3.16.2",
"kind": "patch",
"published_at": "2026-07-14T08:12:06Z"
},
{
"tag": "v3.16.1",
"kind": "patch",
"published_at": "2026-07-14T08:12:03Z"
},
{
"tag": "v3.16.0",
"kind": "minor",
"published_at": "2026-07-14T08:12:01Z"
},
{
"tag": "v3.15.0",
"kind": "minor",
"published_at": "2026-07-14T08:11:58Z"
},
{
"tag": "v3.14.0",
"kind": "minor",
"published_at": "2026-07-14T08:11:56Z"
},
{
"tag": "v3.13.0",
"kind": "minor",
"published_at": "2026-07-14T08:11:53Z"
},
{
"tag": "v3.12.0",
"kind": "minor",
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"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "at_risk",
"name": "Sustainability & Governance",
"value": 46,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 23,
"inputs": {
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"contributors_sampled": 4,
"top_contributor_share": 0.766
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
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}
],
"max_points": 54
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{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 77% of commits",
"points": 5.3,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "4 contributors",
"points": 5.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 4
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"merged_prs": 38,
"open_issues": 3,
"closed_issues": 5,
"issue_closed_ratio": 0.625,
"closed_unmerged_prs": 2
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "62% of issues closed",
"points": 29.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 62
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "38/40 decided PRs merged",
"points": 36.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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"points": 3,
"status": "partial",
"details": [],
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]
},
{
"key": "stewardship",
"band": "moderate",
"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",
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}
],
"value": 53,
"inputs": {
"followers": 70,
"owner_type": "User",
"is_verified": null,
"owner_login": "dralgroup",
"public_repos": 24,
"account_age_days": 1620
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"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": {}
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],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "70 followers of dralgroup",
"points": 13.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 70,
"login": "dralgroup"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "24 public repos, account ~4 yr old",
"points": 19,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 24
}
},
{
"code": "account_age_years",
"params": {
"years": 4
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}
],
"max_points": 25
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]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "at_risk",
"name": "Engineering Quality",
"value": 44,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "critical",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 24,
"inputs": {
"has_ci": true,
"has_tests": false,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "0 out of 6 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"artificial-intelligence",
"computational-chemistry",
"machine-learning",
"machine-learning-potential",
"quantum-chemistry",
"quantum-chemistry-programs",
"quantum-mechanics",
"deep-learning",
"kernel-method",
"kernel-ridge-regression",
"neural-network"
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"has_wiki": true,
"homepage": "http://mlatom.com",
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "http://mlatom.com",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "11 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 11
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 49,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
"signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 45,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 4.5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 3.8,
"status": "partial",
"details": [],
"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": "0 out of 6 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": "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 6/24 approved changesets -- score normalized to 2",
"points": 1.5,
"status": "partial",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"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 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": "14 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 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 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": "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": "moderate",
"name": "Dependency advisories",
"note": "Matched the pypi:mlatom@3.23.4 runtime dependency closure — what installing the published package pulls in — 55 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:mlatom@3.23.4",
"assessed": 55
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 64,
"inputs": {
"source": "osv",
"advisories": 30,
"affected_packages": 2,
"assessed_packages": 55,
"unassessed_packages": 0,
"affected_by_severity": "critical 1, moderate 1",
"direct_affected_packages": 2
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "2 affected: torch 2.1.2 (critical 9.8), setuptools 80.10.2 (moderate 6.1)",
"points": 6.6,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 2,
"packages": "torch 2.1.2 (critical 9.8), setuptools 80.10.2 (moderate 6.1)"
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}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 829 days ago",
"points": 32.1,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
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"count": 1,
"oldest": 829
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}
],
"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": 55,
"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": [
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"Iran",
"North Korea"
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"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": 40,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "moderate",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 65,
"inputs": {
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"legible_history_share": 0.38,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 2804
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"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
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"details": [
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"code": "file_list",
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}
],
"max_points": 45
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
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"key": "legible_commit_history",
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"code": "legible_history",
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}
],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
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"inputs": {
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"lockfiles": [],
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},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
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"status": "met",
"details": [
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"code": "file_list",
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}
],
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},
{
"key": "automated_tests",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
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"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
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"status": "missed",
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}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 50,
"inputs": {
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"largest_source_bytes": 195102,
"source_files_sampled": 103,
"oversized_source_files": 9
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"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"
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "9/103 source files over 60KB",
"points": 50.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 103,
"oversized": 9
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}
],
"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",
"pypi package 'mlatom' points at a different repository (http://mlatom.com); excluded from ecosystem scoring"
],
"report_type": "repository",
"generated_at": "2026-07-26T07:04:13.993018Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dralgroup/mlatom.svg",
"full_name": "dralgroup/mlatom",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}