公开记录危急
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 08:26 UTC
sli930 / moabb
Mother of All BCI Benchmarks
sli930/moabb 的健康指数为 100 分中的 21 分，处于「危急」区间。 其得分最高的类别是Engineering Quality（75/100），最低的是Community & Adoption（12/100）。 最近一次更新在 101 天前。 近期的大部分工作由 3 位贡献者完成。
21
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。
21
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。
高风险司法辖区政策对加权总体健康应用 50% 的乘数，并对其设置“存在风险”上限 49。
所有权
软件包生态系统
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？
48
开发活跃度
47存在风险
评分方式
| 9.9/36 | 推送新近度 — 最近一次推送于 101 天前 |
| 18.7/36 | 提交节奏 — 52 周中有 27 周有提交 |
| 18/18 | 提交量 — 最近一年 194 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 | 194 |
| human_commit_share | 0.92 |
| days_since_last_push | 101 |
| active_weeks_last_year | 27 |
发布纪律
50中等
评分方式
| 16.2/27 | 有发布版本 — 9 个版本标签（无 GitHub 发布版本） |
| 16.2/36 | 发布时效 — 最近一次发布版本于 259 天前 |
| 12.6/27 | 发布节奏 — 约每 309 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 9 |
| latest_release_tag | v1.4.0 |
| releases_from_tags | 是 |
| days_since_latest_release | 259 |
| mean_days_between_releases | 309 |
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？
12
流行度与采用
1危急
评分方式
| 0/60 | 星标 — 0 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 0 |
| stars | 0 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
25危急
评分方式
| 0/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（BSD-3-Clause） |
| 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 | 否 |
| has_license | 否 |
| has_contributing | 否 |
| 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？
37
维护者韧性（巴士系数）
74良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 14.5/22.5 | 提交分布 — 头号贡献者编写了 35% 的提交 |
| 13.5/13.5 | 贡献者广度 — 62 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 28 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 62 |
| top_contributor_share | 0.354 |
议题与 PR 响应能力
1危急
评分方式
| 0/46.8 | 议题解决 — 没有议题或无数据 |
| 0/38.3 | PR 接受 — 没有已裁定的拉取请求或无数据 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
已排除计分（无数据或不适用）：议题解决, PR 接受。 其余权重已重新归一化。
所有权与托管责任
30存在风险
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 |
| 0/25 | 所有者影响力 — sli930 有 0 位关注者 |
| 13.9/25 | 既往记录 — 4 个公开仓库，账户约 4 年 |
所用输入
| followers | 0 |
| owner_type | User |
| is_verified | — |
| owner_login | sli930 |
| public_repos | 4 |
| account_age_days | 1,604 |
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？
75
工程实践
92优秀
评分方式
| 24/24 | CI 工作流 — 6 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 |
| 0/20 | OpenSSF Scorecard：CI-Tests — 无数据 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：CI-Tests。 其余权重已重新归一化。
文档
50中等
评分方式
| 0/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://moabb.neurotechx.com/docs/index.html |
| 0/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 10/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 是 |
| homepage | https://moabb.neurotechx.com/docs/index.html |
| has_readme | 否 |
| has_docs_dir | 是 |
| has_description | 否 |
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？
33
安全态势
16危急
司法辖区风险警示
检测到高风险司法辖区暴露
1 主要贡献者资料Russia安全与总体评级：最高为“有风险”
依据公开资料中自行填写的所在地。此治理信号不判定国籍、公民身份、意图、制裁状态或个人可信度。
了解司法辖区暴露的评估方式评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 无数据 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 28 contributing companies or organizations |
| 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 |
| 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 — no SAST tool detected |
| 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 | 3.3 |
| high_risk_jurisdiction_cap | 49 |
| high_risk_jurisdiction_multiplier | 50 |
| security_posture_after_multiplier | 16 |
| security_posture_before_jurisdiction | 33 |
已排除计分（无数据或不适用）：ci_tests, packaging, signed_releases。 其余权重已重新归一化。 高风险司法辖区政策应用 50% 的乘数，并对安全态势设置“存在风险”上限 49。
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 | 53 |
| 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:moabb@1.5.0 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 53 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。
50
AI 代理上下文与指引
39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） |
| 39.4/40 | 可读的提交历史 — 92 次人类提交中有 68 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 | 0.739 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — docs/Makefile |
| 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 |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 17 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 |
| 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 | docs/Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.17 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
53中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 52.8/55 | 可控的文件大小 — 采样的 227 个源文件中有 9 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 113,440 |
| source_files_sampled | 227 |
| oversized_source_files | 9 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
0GitHub 星标
62贡献者
194最近 12 个月提交数
101距最近推送天数
9发布版本数
3巴士系数（bus factor）
0开放议题
PyPI软件包生态系统数
数据采集警告
- Community profile unavailable
- pypi package 'moabb' points at a different repository (https://github.com/NeuroTechX/moabb); excluded from ecosystem scoring
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
更多细节
OpenSSF Scorecard 3.3 / 10
3.3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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 不适用 | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 28 contributing companies or organizations |
| 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 |
| 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 | no SAST tool detected |
| 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 25
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | numpy | >=2.0 | pyproject.toml |
| PyPI | scipy | >=1.9.3 | pyproject.toml |
| PyPI | mne | >=1.10.0 | pyproject.toml |
| PyPI | pandas | >=1.5.2 | pyproject.toml |
| PyPI | h5py | >=3.10.0 | pyproject.toml |
| PyPI | pymatreader | >=1.2.2 | pyproject.toml |
| PyPI | matplotlib | >=3.6.2 | pyproject.toml |
| PyPI | seaborn | >=0.12.1 | pyproject.toml |
| PyPI | pyriemann | >=0.7 | pyproject.toml |
| PyPI | PyYAML | >=6.0 | pyproject.toml |
| PyPI | pooch | >=1.6.0 | pyproject.toml |
| PyPI | requests | >=2.28.1 | pyproject.toml |
| PyPI | urllib3 | >=1.26.15 | pyproject.toml |
| PyPI | tqdm | >=4.64.1 | pyproject.toml |
| PyPI | coverage | >=7.0.1 | pyproject.toml |
| PyPI | memory-profiler | >=0.61.0 | pyproject.toml |
| PyPI | edflib-python | >=1.0.6 | pyproject.toml |
| PyPI | edfio | >=0.4.2 | pyproject.toml |
| PyPI | filelock | >=3.18.0 | pyproject.toml |
| PyPI | pytest | >=8.3.5 | pyproject.toml |
| PyPI | mne-bids | >=0.17 | pyproject.toml |
| PyPI | scikit-learn | >=1.6 | pyproject.toml |
| PyPI | pybv | >=0.7.3 | pyproject.toml |
| PyPI | pycountry | >=24.6.1 | pyproject.toml |
| PyPI | docstring-inheritance | >=2.0.0 | pyproject.toml |
全部依赖 未采集
本报告未能采集到解析后的依赖集合：GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
依赖安全公告 0
安装 pypi:moabb@1.5.0 会引入 53 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": [],
"is_fork": true,
"size_kb": 353760,
"has_wiki": true,
"homepage": "https://moabb.neurotechx.com/docs/index.html",
"languages": {
"Python": 3257626
},
"pushed_at": "2026-04-16T08:18:36Z",
"created_at": "2026-04-16T06:41:59Z",
"owner_type": "User",
"updated_at": "2026-04-16T08:18:40Z",
"description": "Mother of All BCI Benchmarks",
"is_archived": false,
"is_disabled": false,
"license_spdx": "BSD-3-Clause",
"default_branch": "develop",
"license_spdx_raw": "BSD-3-Clause",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "User",
"login": "sli930",
"company": null,
"location": null,
"followers": 0,
"avatar_url": "https://avatars.githubusercontent.com/u/100921050?v=4",
"created_at": "2022-03-04T08:55:48Z",
"is_verified": null,
"public_repos": 4,
"account_age_days": 1604
},
"license": {
"state": "standard",
"spdx_id": "BSD-3-Clause",
"raw_spdx": "BSD-3-Clause",
"file_present": true,
"scorecard_found": true,
"profile_has_license": false
},
"activity": {
"releases": [
{
"tag": "v1.4.0",
"kind": "minor",
"published_at": "2025-11-08T11:02:41Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2025-03-05T11:24:22Z"
},
{
"tag": "v1.1.1",
"kind": "patch",
"published_at": "2024-09-16T17:13:55Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2024-06-09T22:28:56Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2023-10-23T13:18:52Z"
},
{
"tag": "v0.4.6",
"kind": "patch",
"published_at": "2022-04-07T12:22:56Z"
},
{
"tag": "v0.4.5",
"kind": "patch",
"published_at": "2022-02-22T11:26:28Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2021-03-29T01:21:01Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2019-02-01T14:59:55Z"
}
],
"recent_commits": [
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"is_bot": false,
"headline": "docs: add whats_new entry for sli930 encoding fix (#1059)",
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{
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"body": "* Initial plan\n\n* fix: correct paper DOI for Thielen2021 dataset\n\nAgent-Logs-Url: https://github.com/NeuroTechX/moabb/sessions/07cd95fd-5be9-4b4f-ab04-dae4a0475130\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* fix(Thielen2021): point associated_paper_doi to th\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
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"headline": "Debugged Forenzo2023 path (#1048)",
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"body": "* feat: add unified interactive macro table for dataset summary\n\nAdd a single interactive dashboard that consolidates all 148 dataset\nmetadata entries into one searchable, filterable, sortable table with\n58 columns (15 visible by default, rest togglable via ColVis).\n\nNew files:\n- scripts/generate_ma\n[…]\ny/except\n import for dataset_constants to support both Sphinx build (bare\n module on sys.path) and pytest (package-relative import)\n- Add changelog entry in whats_new.rst for the macro table feature",
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"body": "* Add interactive neural signature figures for all BCI paradigms (#1039)\n\nImplements paradigm-specific neurophysiological signature visualizations\nas interactive Plotly HTML files, following the MNE reference tutorials\nlinked in the issue:\n\n- Motor Imagery: ERD/ERS time-frequency maps via compute_tf\n[…]\nres module, BIDS integration, plotly\noptional dependency, and test coverage in the v1.5 changelog.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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"body": "* fix: improve code robustness and add type hints\n\n- fix crash in huebner_llp.py when regex match returns None\n- replace assert with raise ValueError/TypeError across 14 locations\n in analysis, pipelines, paradigms, and datasets modules\n- fix pipeline name collision FIXME in pipelines/utils.py\n- ad\n[…]\nhecker_cvep.py\n- update tests to expect ValueError instead of AssertionError\n\n* docs: add changelog entries for code robustness and type hints\n\n---------\n\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
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"body": "* Fix HED annotation semantics for Motor Imagery per Kay's expert review\n\n- Add specific arrow direction visuals (Leftward/Rightward/Downward/Upward)\n to standard MI events instead of generic Visual-presentation\n- Flatten action verbs (Move, Flex, Stretch, Turn, Close, Open, Grasp) to\n be siblings\n[…]\n2014_004, Lee2019_MI, Zhou2016, Shin2017A, GrosseWentrup2009.\n\nAlso fix BNCI2014_001 stimulus_type from \"visual_cue\" to \"arrow_cue\".\n\n* Update changelog with per-dataset arrow-cue HED override details",
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"body": "* Fix HED annotation semantics for Motor Imagery per expert review\n\nRestructure MI event tags to properly decompose stimulus and action\nper HED annotation semantics Rules 2b/2e/2f:\n- Separate Sensory-event (Visual-presentation) from Agent-action\n- Remove conflated Cue + Experimental-stimulus roles\n-\n[…]\nual-presentation)\" was repeated ~50 times. Extracting it into a\nmodule-level constant makes future HED schema updates a one-line change.\n\n* Add changelog entry for HED annotation semantics fix (#1035)",
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"body": "* Initial plan\n\n* Fix test badge to use develop branch and correct URL format\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>",
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"body": "* updating the dataset information\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\n* Add whats_new entries for BIDS compliance fixes\n\nDocument five BIDS-related bug fixes: electrodes.json sidecar generation,\nHardwareFilters nested format, DOI prefix, multi-session overwrite handling,\nand Of\n[…]\ny-patch wrapper works with both old and new mne_bids versions\nwhere overwrite became keyword-only.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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"headline": "Fix BIDS details (#1027)",
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"body": "…1030)\n\n* feat: add `return_all_modalities` to dataset to optionally fetch non-eeg channels\n\n- Introduce `return_all_modalities` parameter in `BaseDataset` class.\n- Update `BIDSInterfaceRawEDF._write_file` to keep non-eeg channels when parameter is active.\n- Refactor `schirrmeister2017`, `braininvad\n[…]\nous session). Change to overwrite=True since each session writes\nto a distinct BIDS path.\n\n---------\n\nCo-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com>",
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"headline": "Fix and extend return_all_modalities for non-EEG channel retention (#…",
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"body": "* Initial plan\n\n* Fix test badge to only show develop branch status\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>",
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"body": "* Move Page Views block into Citation & Impact card\n\nRemove the standalone Page Views section from above Class Labels and\nmerge it as a single rich row inside the Citation & Impact card.\nThe new row uses a mini two-column grid (metrics text + sparkline)\nthat stays consistent with the existing label/\n[…]\n Remove BDF from convert_to_bids supported formats\n\nBDF is not a valid format for the EEG datatype in the BIDS\nspecification. The BIDS validator rejects .bdf files with\n\"Not allowed for EEG datatype\".",
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"headline": "Refine dataset docs overview cards and summary pages (#1025)",
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"body": "* Add 8 SSVEP dataset adapters for moabb integration\n\nNew ssvep_moabb_adapters/ package with verified data loaders for:\n- Liu2020BETA: 70 subjects, 40-class JFPM benchmark (Tsinghua)\n- Liu2022EldBETA: 100 elderly subjects, 9-class JFPM (Figshare)\n- Kim2025BetaRange: 40 subjects, 40-class extended-fr\n[…]\nax computed from ages list\n- Liu2022EldBETA: fix age_min from 52 to 51 (actual min from BIDS data)\n\n* Address PR review comments and harden dataset extraction\n\n* Address remaining PR revision comments",
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"body": "…palette (#1019)",
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"headline": "Add chance level visualization, distribution plots, and CVD-friendly …",
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"body": "…gs (#1022)\n\n* Remove redundant autoattribute METADATA from MartinezCagigal docstrings\n\nThe `.. autoattribute:: METADATA` directive in both MartinezCagigal2023Checker\nand MartinezCagigal2023Pary docstrings caused Sphinx to dump the raw\nDatasetMetadata dataclass into the Overview tab. This metadata i\n[…]\nant and producing messy documentation output.\n\n* Add changelog entry for PR #1022\n\nAdd bug-fix entry for removing redundant autoattribute METADATA\nfrom MartinezCagigal2023 Checker and Pary docstrings.",
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"body": "* Enrich documentation metadata for 6 datasets\n\nFill missing documentation fields from published papers for datasets\nthat were lacking investigators, institution, country, and other\ncritical metadata:\n\n- Hinss2021: add investigators, institution (ISAE-SUPAERO), country\n (FR), ethics (CER 2021-342),\n[…]\nETADATA\n- Track c-VEP literature review DOI in Pary METADATA\n- Update _collect_dois() and test_docstring_dois_tracked to check\n related_paper_dois\n- Update doi_cache.json with 7 newly discovered DOIs",
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"body": "* Fix critical trigger alignment bug in Liu2024 dataset\n\nThe STI channel contains 120 triggers (40 trials x 3 stages: instruction=1,\nMI=2, break=3). create_event_array() used np.nonzero() which grabbed the\nfirst 40 of all 120 triggers—a mix of instruction, MI, and break onsets—and\npaired them with 4\n[…]\nls=29\n and the paper's stated \"29 EEG recording electrodes and 2 EOG electrodes\"\n- Change \"BIDS\" to \"EEG-BIDS\" matching paper terminology\n- Use \"SD=\" instead of \"±\" for clinical assessment statistics",
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"body": "- Add whats_new entry for license chip feature (gh-1015)\n- Replace manual _CC_ICON_CACHE dict with @functools.lru_cache\n- Collapse _normalize_license alias lookups, removing unreachable branch\n- Remove dead fallback in license chip rendering",
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"headline": "Add changelog entry and simplify license chip code",
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"headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
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"body": "Display license information from DocumentationMetadata as a clickable\nchip on each dataset page. Creative Commons licenses show their official\ncomponent icons (CC, BY, NC, SA, ND, Zero) inline, loaded from external\nSVG files in _static/icons/cc/. Non-CC licenses (ODC, GPL) show\ntext-only chips. All chips link to the license deed.",
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"headline": "Add license chip with official CC icons to dataset pages",
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},
"bus_factor": 3,
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{
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"login": "bruAristimunha",
"commits": 245,
"avatar_url": "https://avatars.githubusercontent.com/u/42702466?v=4"
},
{
"type": "User",
"login": "alexandrebarachant",
"commits": 89,
"avatar_url": "https://avatars.githubusercontent.com/u/2145718?v=4"
},
{
"type": "User",
"login": "PierreGtch",
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"avatar_url": "https://avatars.githubusercontent.com/u/25532709?v=4"
},
{
"type": "User",
"login": "v-goncharenko",
"commits": 45,
"avatar_url": "https://avatars.githubusercontent.com/u/19154289?v=4"
},
{
"type": "User",
"login": "jsosulski",
"commits": 32,
"avatar_url": "https://avatars.githubusercontent.com/u/2545339?v=4"
},
{
"type": "User",
"login": "sylvchev",
"commits": 21,
"avatar_url": "https://avatars.githubusercontent.com/u/5824988?v=4"
},
{
"type": "User",
"login": "Div12345",
"commits": 16,
"avatar_url": "https://avatars.githubusercontent.com/u/47829318?v=4"
},
{
"type": "User",
"login": "carraraig",
"commits": 16,
"avatar_url": "https://avatars.githubusercontent.com/u/94047258?v=4"
},
{
"type": "User",
"login": "gcattan",
"commits": 16,
"avatar_url": "https://avatars.githubusercontent.com/u/6229031?v=4"
},
{
"type": "User",
"login": "ErikBjare",
"commits": 15,
"avatar_url": "https://avatars.githubusercontent.com/u/1405370?v=4"
}
],
"contributors_sampled": 62,
"top_contributor_share": 0.354
},
"quality_signals": {
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"has_tests": true,
"ci_workflows": [
"docs.yml",
"download-test.yml",
"link-check.yml",
"test-braindecode.yml",
"test.yml",
"whats-new.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": null,
"reason": "no pull request found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/30 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 28 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
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"reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "no SAST tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
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"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "aa86193813458f370644e79892ba5930a8ed24b5",
"ran_at": "2026-07-26T08:26:24Z",
"aggregate_score": 3.3,
"scorecard_version": "v5.5.0"
},
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"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": null,
"oldest_open_prs": [],
"last_merged_pr_at": null,
"ci_last_conclusion": null,
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/sli930/moabb",
"host": "github.com",
"name": "moabb",
"owner": "sli930"
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"metrics": {
"overall": {
"key": "overall",
"band": "critical",
"name": "Overall health",
"note": "High-Risk Jurisdiction Policy applies a 50% multiplier to weighted overall health and gives it an At risk ceiling of 49.",
"notes": [
{
"code": "jurisdiction_overall_adjustment",
"params": {
"cap": 49,
"pct": 50
}
}
],
"value": 21,
"inputs": {
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"vitality": 48,
"community": 12,
"governance": 37,
"engineering": 75,
"high_risk_jurisdiction_cap": 49,
"high_risk_jurisdiction_multiplier": 50,
"weighted_overall_before_jurisdiction": 42,
"overall_after_jurisdiction_multiplier": 21
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "at_risk",
"name": "Vitality",
"value": 48,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "at_risk",
"name": "Development activity",
"note": null,
"notes": [],
"value": 47,
"inputs": {
"commits_last_year": 194,
"human_commit_share": 0.92,
"days_since_last_push": 101,
"active_weeks_last_year": 27
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 101 days ago",
"points": 9.9,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 101
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}
],
"max_points": 36
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{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "27/52 weeks with commits",
"points": 18.7,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 27
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "194 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 194
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}
],
"max_points": 18
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{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: 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": 10
}
]
},
{
"key": "release_discipline",
"band": "moderate",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 50,
"inputs": {
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"latest_release_tag": "v1.4.0",
"releases_from_tags": true,
"days_since_latest_release": 259,
"mean_days_between_releases": 309
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"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "9 version tags (no GitHub releases)",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "version_tags_no_releases",
"params": {
"count": 9
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}
],
"max_points": 27
},
{
"key": "release_recency",
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"detail": "latest release 259 days ago",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 259
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}
],
"max_points": 36
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{
"key": "release_cadence",
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"detail": "a release every ~309 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 309
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}
],
"max_points": 27
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{
"key": "openssf_scorecard_signed_releases",
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"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
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]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
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"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
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}
],
"max_points": 100
}
]
}
],
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},
{
"key": "community",
"band": "critical",
"name": "Community & Adoption",
"value": 12,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 1,
"inputs": {
"forks": 0,
"stars": 0,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "0 stars",
"points": 0,
"status": "missed",
"details": [
{
"code": "stars",
"params": {
"count": 0
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 0
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "0 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "critical",
"name": "Community health",
"note": null,
"notes": [],
"value": 25,
"inputs": {
"has_readme": false,
"has_license": false,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (BSD-3-Clause)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "BSD-3-Clause"
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}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"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": 37,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"bus_factor": 3,
"contributors_sampled": 62,
"top_contributor_share": 0.354
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 3
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}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 35% of commits",
"points": 14.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 35
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "62 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 62
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 28 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "critical",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution",
"pr_acceptance"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"merged_prs": 0,
"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 0
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "no decided pull requests or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_decided_prs_or_data",
"params": {}
}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 30,
"inputs": {
"followers": 0,
"owner_type": "User",
"is_verified": null,
"owner_login": "sli930",
"public_repos": 4,
"account_age_days": 1604
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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
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{
"key": "owner_reach",
"name": "Owner reach",
"detail": "0 followers of sli930",
"points": 0,
"status": "missed",
"details": [
{
"code": "owner_followers",
"params": {
"count": 0,
"login": "sli930"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "4 public repos, account ~4 yr old",
"points": 13.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 4
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},
{
"code": "account_age_years",
"params": {
"years": 4
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}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 75,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 92,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "6 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 6
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"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": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"topics": [],
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"homepage": "https://moabb.neurotechx.com/docs/index.html",
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"has_docs_dir": true,
"has_description": false
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"components": [
{
"key": "readme",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 30
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{
"key": "documentation_directory",
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"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
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"detail": "https://moabb.neurotechx.com/docs/index.html",
"points": 15,
"status": "met",
"details": [],
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{
"key": "repository_description",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": 33,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "critical",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier to Security posture and gives it an At risk ceiling of 49.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"signed_releases"
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},
{
"code": "weights_renormalized",
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{
"code": "jurisdiction_posture_adjustment",
"params": {
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}
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"value": 16,
"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 3.3,
"high_risk_jurisdiction_cap": 49,
"high_risk_jurisdiction_multiplier": 50,
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"security_posture_before_jurisdiction": 33
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"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",
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"points": 0,
"status": "missed",
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},
{
"key": "ci_tests",
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"code": "no_data",
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],
"max_points": 2.5
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{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
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"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
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"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 28 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": [],
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},
{
"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": "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
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{
"key": "pinned_dependencies",
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"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file 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:moabb@1.5.0 runtime dependency closure — what installing the published package pulls in — 53 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
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{
"code": "weights_renormalized",
"params": {}
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{
"code": "advisories_scope_published",
"params": {
"package": "pypi:moabb@1.5.0",
"assessed": 53
}
},
{
"code": "advisories_reachability",
"params": {}
}
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"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 53,
"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
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{
"key": "no_advisories_left_outstanding",
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"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": 53,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
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"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
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"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
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"max_points": 100
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]
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{
"key": "high_risk_jurisdiction_exposure",
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"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 50,
"inputs": {
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"red_flag": true,
"exposures": [
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],
"policy_countries": [
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"Iran",
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"review_only_matches": 0,
"assessed_self_published_locations": 11
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"components": [
{
"key": "policy_exposure_multiplier",
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"code": "jurisdiction_exposure",
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}
],
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],
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{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 50,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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"name": "Agent context & guidance",
"note": null,
"notes": [],
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"inputs": {
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"agent_instruction_max_bytes": null
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"components": [
{
"key": "agent_instructions",
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"points": 0,
"status": "missed",
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"code": "no_agent_instructions",
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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": [],
"max_points": 15
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{
"key": "legible_commit_history",
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"points": 39.4,
"status": "partial",
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{
"code": "legible_history",
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{
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"notes": [],
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"components": [
{
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"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
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"code": "file_list",
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{
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"detail": null,
"points": 22,
"status": "met",
"details": [],
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},
{
"key": "lint_format_config",
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"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
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{
"key": "reproducible_environment",
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"points": 0,
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{
"key": "demonstrated_agent_practice",
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"points": 10,
"status": "met",
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{
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{
"key": "automated_maintenance",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
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"max_points": 8
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{
"key": "openssf_scorecard_pinned_dependencies",
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"points": 0,
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{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
"value": 53,
"inputs": {
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"largest_source_bytes": 113440,
"source_files_sampled": 227,
"oversized_source_files": 9
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"components": [
{
"key": "type_checkable_code",
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"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": "9/227 source files over 60KB",
"points": 52.8,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"oversized": 9
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],
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]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": []
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"components": [
{
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"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "runnable_examples",
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"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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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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"pypi package 'moabb' points at a different repository (https://github.com/NeuroTechX/moabb); excluded from ecosystem scoring",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-26T08:26:41.184305Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/sli930/moabb.svg",
"full_name": "sli930/moabb",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}