公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 00:21 UTC
RektPunk / MQBoost
[Mach. Learn. 2026] Official implementation of "Monotone Composite Quantile Regression via Second-Order Gradient Boosting Framework"
RektPunk/MQBoost 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Engineering Quality（74/100），最低的是AI Readiness（39/100）。 最近一次更新在 20 天前。 近期的大部分工作由 1 位贡献者完成。
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
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 | mqboost | 1.0.1 | - | 23 | 20 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？
60
开发活跃度
39存在风险
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 20 天前 |
| 1.4/36 | 提交节奏 — 52 周中有 2 周有提交 |
| 5.4/18 | 提交量 — 最近一年 3 次提交 |
| 3/10 | OpenSSF Scorecard：Maintained — 3 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 3 |
所用输入
| commits_last_year | 3 |
| human_commit_share | 1 |
| days_since_last_push | 20 |
| active_weeks_last_year | 2 |
发布纪律
92优秀
评分方式
| 27/27 | 有发布版本 — 已发布 10 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 69 天前 |
| 19.8/27 | 发布节奏 — 约每 72.8 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 10 |
| latest_release_tag | v1.0.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 69 |
| mean_days_between_releases | 72.8 |
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？
41
流行度与采用
34存在风险
评分方式
| 26.5/60 | 星标 — 44 个星标 |
| 7/25 | 复刻 — 8 个复刻 |
| 0/15 | 关注者 — 2 位关注者 |
所用输入
| forks | 8 |
| stars | 44 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
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？
55
维护者韧性（巴士系数）
14危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0.7/22.5 | 提交分布 — 头号贡献者编写了 97% 的提交 |
| 4.1/13.5 | 贡献者广度 — 3 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0.971 |
议题与 PR 响应能力
75良好
评分方式
| 38.9/46.8 | 议题解决 — 83% 的议题已关闭 |
| 35.8/38.3 | PR 接受 — 已裁定的 PR 中 43/46 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 43 |
| open_issues | 1 |
| closed_issues | 5 |
| issue_closed_ratio | 0.833 |
| closed_unmerged_prs | 3 |
所有权与托管责任
50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 |
| 13.6/25 | 所有者影响力 — RektPunk 有 77 位关注者 |
| 16.8/25 | 既往记录 — 15 个公开仓库，账户约 4 年 |
所用输入
| followers | 77 |
| owner_type | User |
| is_verified | — |
| owner_login | RektPunk |
| public_repos | 15 |
| account_age_days | 1,460 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 20 天前 |
| 20/20 | 版本历史 — 23 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | mqboost |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 20 |
工程质量
基础的工程与文档实践是否到位？
74
工程实践
74良好
评分方式
| 24/24 | CI 工作流 — 3 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 1 out of 27 merged PRs checked by a CI test -- score normalized to 0 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
75良好
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://link.springer.com/article/10.1007/s10994-026-07058-2 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 6 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | gradient-boosting, lightgbm, monotonicity-constraint, quantile-estimation, quantile-regression, xgboost |
| has_wiki | 是 |
| homepage | https://link.springer.com/article/10.1007/s10994-026-07058-2 |
| 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
36存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0/2.5 | CI-Tests — 1 out of 27 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 |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 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 |
| 2.2/7.5 | Maintained — 3 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 3 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3.6 |
已排除计分（无数据或不适用）：packaging, signed_releases。 其余权重已重新归一化。
依赖安全公告
100优秀
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 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 | 9 |
| 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:mqboost@1.0.1 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 9 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。
39
AI 代理上下文与指引
24危急
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 23.5/40 | 可读的提交历史 — 100 次人类提交中有 44 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.44 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
43存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — lockfile |
| 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 | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 12 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 7,807 |
| source_files_sampled | 12 |
| oversized_source_files | 0 |
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, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
44GitHub 星标
3贡献者
3最近 12 个月提交数
20距最近推送天数
10发布版本数
1巴士系数（bus factor）
1开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
更多细节
Star 与 Fork 历史 0 ★ / 8 ⇿
0Star
8Fork
9发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 0次版本 0修订 9
每个点涵盖 3 天。
OpenSSF Scorecard 3.6 / 10
3.6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 |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 0 | CI-Tests | 1 out of 27 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 |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 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 |
| 3 | Maintained | 3 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 3 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 4
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | lightgbm | >=4.6.0 | pyproject.toml |
| PyPI | numpy | >=2.0.2 | pyproject.toml |
| PyPI | pandas | >=2.3.3 | pyproject.toml |
| PyPI | xgboost | >=2.1.4 | pyproject.toml |
全部依赖 28
来自 GitHub 依赖图的完整解析依赖集合：8 个直接依赖与 20 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 | lightgbm | 4.6.0 | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | numpy | 2.4.6 | 直接 |
| PyPI | numpy | 2.5.1 | 直接 |
| PyPI | pandas | 2.3.3 | 直接 |
| PyPI | pandas | 3.0.3 | 直接 |
| PyPI | xgboost | 3.2.0 | 直接 |
| PyPI | xgboost | 3.3.0 | 直接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coverage | 7.15.0 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | mqboost | 1.0.1 | 间接 |
| PyPI | nvidia-nccl-cu12 | 2.30.7 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pytest | 9.1.1 | 间接 |
| PyPI | pytest-cov | 7.1.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | pytz | 2026.2 | 间接 |
| PyPI | scipy | 1.15.3 | 间接 |
| PyPI | scipy | 1.17.1 | 间接 |
| PyPI | scipy | 1.18.0 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | typing-extensions | 4.16.0 | 间接 |
| PyPI | tzdata | 2026.2 | 间接 |
依赖安全公告 0
安装 pypi:mqboost@1.0.1 会引入 9 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": [
"gradient-boosting",
"lightgbm",
"monotonicity-constraint",
"quantile-estimation",
"quantile-regression",
"xgboost"
],
"is_fork": false,
"size_kb": 766,
"has_wiki": true,
"homepage": "https://link.springer.com/article/10.1007/s10994-026-07058-2",
"languages": {
"Python": 47469
},
"pushed_at": "2026-07-07T02:25:06Z",
"created_at": "2023-02-17T00:28:26Z",
"owner_type": "User",
"updated_at": "2026-07-23T00:41:49Z",
"description": "[Mach. Learn. 2026] Official implementation of \"Monotone Composite Quantile Regression via Second-Order Gradient Boosting Framework\"",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "User",
"login": "RektPunk",
"company": null,
"location": "Seoul, Republic of Korea",
"followers": 77,
"avatar_url": "https://avatars.githubusercontent.com/u/110188257?v=4",
"created_at": "2022-07-28T16:09:59Z",
"is_verified": null,
"public_repos": 15,
"account_age_days": 1460
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2026-05-19T05:40:44Z"
},
{
"tag": "v0.2.10",
"kind": "patch",
"published_at": "2024-11-12T07:24:44Z"
},
{
"tag": "v0.2.9",
"kind": "patch",
"published_at": "2024-10-24T23:18:28Z"
},
{
"tag": "v0.2.8",
"kind": "patch",
"published_at": "2024-10-06T08:13:03Z"
},
{
"tag": "v0.2.7",
"kind": "patch",
"published_at": "2024-10-01T01:07:13Z"
},
{
"tag": "v0.2.6",
"kind": "patch",
"published_at": "2024-09-14T00:46:22Z"
},
{
"tag": "v0.2.5",
"kind": "patch",
"published_at": "2024-09-01T11:28:30Z"
},
{
"tag": "v0.2.4",
"kind": "patch",
"published_at": "2024-08-29T07:04:28Z"
},
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2024-08-23T14:23:38Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2024-08-02T08:48:24Z"
}
],
"recent_commits": [
{
"oid": "569b1d73764894a7e37be1425aac458237322bc0",
"body": null,
"is_bot": false,
"headline": "fix: bump pytest to 9.0.3 and python>=3.10 due to security vulnerability",
"author_name": "unknown",
"author_login": "RektPunk",
"committed_at": "2026-07-07T02:24:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5d8a740ae967737552c586ac34ecc56b5682ca5",
"body": "Updated citation format and entry for MQBoost.",
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{
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{
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{
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{
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},
{
"type": "User",
"login": "bbeomjin",
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},
{
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"login": "chulhongsung",
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],
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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{
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{
"name": "CII-Best-Practices",
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{
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},
{
"name": "Contributors",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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{
"name": "Dangerous-Workflow",
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"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
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"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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{
"name": "Vulnerabilities",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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"source": {
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},
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{
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{
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"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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],
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{
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"points": 0,
"status": "missed",
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{
"key": "issue_template",
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"points": 0,
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"key": "pr_template",
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]
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],
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{
"key": "governance",
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"key": "maintainer_resilience",
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"key": "bus_factor",
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"details": [
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"code": "bus_factor",
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],
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{
"key": "commit_distribution",
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{
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"points": 4.1,
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"details": [
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],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"status": "missed",
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]
},
{
"key": "responsiveness",
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"notes": [],
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{
"key": "pr_acceptance",
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{
"key": "stewardship",
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"notes": [
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"code": "excluded_no_data",
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"inputs": {
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"components": [
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"status": "excluded",
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{
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{
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"status": "partial",
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{
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"notes": [],
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"inputs": {
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"ecosystems": "pypi",
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"components": [
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"ecosystems": "pypi"
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{
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],
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],
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"metrics": [
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{
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{
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{
"key": "vulnerabilities",
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