公开记录良好
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 04:32 UTC
YosefLab / scib-metrics
Accelerated, Python-only, single-cell integration benchmarking metrics
YosefLab/scib-metrics 的健康指数为 100 分中的 73 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（92/100），最低的是AI Readiness（47/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
73
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。
73
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 | scib-metrics | 0.5.10 | - | 28 | 8 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？
90
开发活跃度
88优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 26.3/36 | 提交节奏 — 52 周中有 38 周有提交 |
| 15.6/18 | 提交量 — 最近一年 54 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 54 |
| human_commit_share | 0.31 |
| days_since_last_push | 0 |
| active_weeks_last_year | 38 |
发布纪律
92优秀
评分方式
| 27/27 | 有发布版本 — 已发布 29 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 8 天前 |
| 19.8/27 | 发布节奏 — 约每 96.7 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 29 |
| latest_release_tag | v0.5.10 |
| releases_from_tags | 否 |
| days_since_latest_release | 8 |
| mean_days_between_releases | 96.7 |
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？
58
流行度与采用
47存在风险
评分方式
| 32.1/60 | 星标 — 96 个星标 |
| 11/25 | 复刻 — 22 个复刻 |
| 3.9/15 | 关注者 — 6 位关注者 |
所用输入
| forks | 22 |
| stars | 96 |
| watchers | 6 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | below_threshold |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（BSD-3-Clause） |
| 18/18 | 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 | 是 |
| 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？
68
维护者韧性（巴士系数）
38存在风险
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 7.2/22.5 | 提交分布 — 头号贡献者编写了 68% 的提交 |
| 12.2/13.5 | 贡献者广度 — 9 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 5 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 9 |
| top_contributor_share | 0.679 |
议题与 PR 响应能力
76良好
评分方式
| 40.8/46.8 | 议题解决 — 87% 的议题已关闭 |
| 35.5/38.3 | PR 接受 — 已裁定的 PR 中 203/219 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/9 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 203 |
| open_issues | 7 |
| closed_issues | 48 |
| issue_closed_ratio | 0.873 |
| closed_unmerged_prs | 16 |
所有权与托管责任
70良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 15.4/25 | 所有者影响力 — YosefLab 有 138 位关注者 |
| 25/25 | 既往记录 — 73 个公开仓库，账户约 10 年 |
所用输入
| followers | 138 |
| owner_type | Organization |
| is_verified | — |
| owner_login | YosefLab |
| public_repos | 73 |
| account_age_days | 3,991 |
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 8 天前 |
| 20/20 | 版本历史 — 28 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 | scib-metrics |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 8 |
工程质量
基础的工程与文档实践是否到位？
92
工程实践
100优秀
评分方式
| 24/24 | CI 工作流 — 8 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 24 out of 24 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 是 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
80良好
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://scib-metrics.readthedocs.io/ |
| 10/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 0/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 否 |
| homepage | https://scib-metrics.readthedocs.io/ |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
50
安全态势
50中等
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 |
| 2.5/2.5 | CI-Tests — 24 out of 24 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/9 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 5 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 |
| 7.5/7.5 | Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 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 | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
47
AI 代理上下文与指引
40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） |
| 39.6/40 | 可读的提交历史 — 31 次人类提交中有 23 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 | 0.742 |
| 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 |
| 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 | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | docs/Makefile |
| 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 40 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 16,779 |
| source_files_sampled | 40 |
| 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 — notebooks |
所用输入
| example_dirs | notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
96GitHub 星标
9贡献者
54最近 12 个月提交数
0距最近推送天数
29发布版本数
1巴士系数（bus factor）
7开放议题
PyPI软件包生态系统数
数据采集警告
- deps.dev does not index pypi:scib-metrics@0.5.10; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
更多细节
Star 与 Fork 历史 96 ★ / 22 ⇿
96Star
22Fork
25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 5修订 20
每个点涵盖 4 天。
OpenSSF Scorecard 5.0 / 10
5.0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 |
| 10 | CI-Tests | 24 out of 24 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/9 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 5 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 |
| 10 | Maintained | 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow 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 16
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | anndata | — | pyproject.toml |
| PyPI | chex | — | pyproject.toml |
| PyPI | jax | — | pyproject.toml |
| PyPI | jaxlib | — | pyproject.toml |
| PyPI | numpy | — | pyproject.toml |
| PyPI | pandas | — | pyproject.toml |
| PyPI | scipy | — | pyproject.toml |
| PyPI | scikit-learn | — | pyproject.toml |
| PyPI | scanpy | >=1.9 | pyproject.toml |
| PyPI | rich | — | pyproject.toml |
| PyPI | pynndescent | — | pyproject.toml |
| PyPI | igraph | >0.9.0 | pyproject.toml |
| PyPI | matplotlib | — | pyproject.toml |
| PyPI | plottable | — | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | umap-learn | >=0.5.0 | pyproject.toml |
全部依赖 11
来自 GitHub 依赖图的完整解析依赖集合：3 个直接依赖与 8 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 | igraph | — | 直接 |
| PyPI | scanpy | — | 直接 |
| PyPI | umap-learn | — | 直接 |
| PyPI | numba | — | 间接 |
| PyPI | pybtex-docutils | — | 间接 |
| PyPI | scanpydoc | — | 间接 |
| PyPI | scib | — | 间接 |
| PyPI | sphinx | — | 间接 |
| PyPI | sphinx-book-theme | — | 间接 |
| PyPI | sphinxcontrib-bibtex | — | 间接 |
| PyPI | twine | — | 间接 |
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies carried a version and a supported ecosystem
原始 JSON 报告 机器可读
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},
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"tag": "0.0.9",
"kind": "patch",
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"tag": "0.0.8",
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{
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{
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{
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{
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{
"key": "signed_releases",
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{
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{
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},
{
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{
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{
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{
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{
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{
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{
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{
"key": "manageable_file_sizes",
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{
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{
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{
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{
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],
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"warnings": [
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],
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}