公开记录
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 01:43 UTC

nipy / nibabel

Python package to access a cacophony of neuro-imaging file formats

Python自定义许可证★ 781 星标⑂ 290 复刻始于 2010年7月在 GitHub 上查看 ↗

nipy/nibabel 的健康指数为 100 分中的 80 分,处于「良好」区间。 其得分最高的类别是Engineering Quality(96/100),最低的是AI Readiness(66/100)。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。

80
总分 / 100
良好

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。

80
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)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

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

220 关注者38 个公开仓库始于 2010年3月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

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
PyPInibabel5.4.2-48132 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?

79良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 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 283 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year283
human_commit_share0.82
days_since_last_push0
active_weeks_last_year27

发布纪律

74良好
评分方式
27/27有发布版本 — 已发布 46 个发布版本
27/36发布时效 — 最近一次发布版本于 133 天前
12.6/27发布节奏 — 约每 124.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count46
latest_release_tag5.4.1
releases_from_tags
days_since_latest_release133
mean_days_between_releases124.7
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?

77良好 · 占总体的 18%
评分方式
46.9/60星标 — 781 个星标
20.5/25复刻 — 290 个复刻
8.1/15关注者 — 30 位关注者
所用输入
forks290
stars781
watchers30
growth_stateorganic
growth_factor_pct100

社区健康

79良好
评分方式
22.5/22.5README
16.9/22.5许可证 — 存在许可证文件,但不是可识别的许可证
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

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?

77良好 · 占总体的 24%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
15.3/22.5提交分布 — 头号贡献者编写了 32% 的提交
13.5/13.5贡献者广度 — 98 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 107 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled98
top_contributor_share0.32
评分方式
36.9/46.8议题解决 — 79% 的议题已关闭
32.9/38.3PR 接受 — 已裁定的 PR 中 798/929 已合并
10.5/15OpenSSF Scorecard:Code-Review — Found 7/9 approved changesets -- score normalized to 7
所用输入
merged_prs798
open_issues116
closed_issues433
issue_closed_ratio0.789
closed_unmerged_prs131
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
16.9/25所有者影响力 — nipy 有 220 位关注者
23.6/25既往记录 — 38 个公开仓库,账户约 16 年
所用输入
followers220
owner_typeOrganization
is_verified
owner_loginnipy
public_repos38
account_age_days5,957
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 132 天前
20/20版本历史 — 48 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
packagesnibabel
ecosystemspypi
any_deprecated
min_days_since_publish132

工程质量

基础的工程与文档实践是否到位?

96优秀 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 4 个工作流
24/24存在测试
16/16Linter 配置 — tox.ini
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — http://nipy.org/nibabel/
10/10仓库描述
10/10主题标签 — 14 个主题标签
10/10Wiki
所用输入
topicspython, neuroimaging, brain-imaging, nifti, gifti, cifti-2, streamlines, data-formats, dicom, tck, trk, afni-brik-head, ecat, minc
has_wiki
homepagehttp://nipy.org/nibabel/
has_readme
has_docs_dir
has_description

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?

69中等 · 占总体的 16%

安全态势

61中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 7/9 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 107 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 15 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.1
已排除计分(无数据或不适用):branch_protection, signed_releases。 其余权重已重新归一化。
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
sourceosv
advisories0
affected_packages0
assessed_packages2
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
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:nibabel@5.4.2 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 2 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。

66中等 · 占总体的 0%
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)
39.7/40可读的提交历史 — 82 次人类提交中有 61 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.744
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile, doc/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — tox.ini
11/11静态类型检查 — nibabel/py.typed
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
8/8自动化维护 — 最近 100 次提交中有 15 次为自动依赖更新
10/10OpenSSF Scorecard:Pinned-Dependencies — all dependencies are pinned
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile, doc/Makefile
has_devcontainer
has_linter_config
typecheck_configsnibabel/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.15
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(nibabel/py.typed)
54.3/55可控的文件大小 — 采样的 245 个源文件中有 3 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes95,350
source_files_sampled245
oversized_source_files3

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

781GitHub 星标
98贡献者
283最近 12 个月提交数
0距最近推送天数
46发布版本数
2巴士系数(bus factor)
116开放议题
PyPI软件包生态系统数

更多细节

Star 与 Fork 历史 781 ★ / 290 ⇿
781Star
290Fork
46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。

0200400600800781282242010-072018-072026-07
主版本 5次版本 14修订 24

每个点涵盖 15 天。

OpenSSF Scorecard 6.1 / 10
6.1综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-22 01:42 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests17 out of 17 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 7/9 approved changesets -- score normalized to 7
10Contributorsproject has 107 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities15 existing vulnerabilities detected
直接依赖 4
注册表软件包版本约束清单文件
PyPInumpy>=1.25pyproject.toml
PyPIpackaging>=20pyproject.toml
PyPIimportlib_resources>=5.12pyproject.toml
PyPItyping_extensions>=4.6pyproject.toml
全部依赖 92

来自 GitHub 依赖图的完整解析依赖集合:5 个直接依赖与 87 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
PyPIimportlib-resources7.1.0直接
PyPInumpy2.2.6直接
PyPInumpy2.4.4直接
PyPIpackaging26.2直接
PyPItyping-extensions4.15.0直接
PyPIaccessible-pygments0.0.5间接
PyPIalabaster1.0.0间接
PyPIast-serialize0.4.0间接
PyPIbabel2.18.0间接
PyPIbackports-zstd1.5.0间接
PyPIbeautifulsoup44.14.3间接
PyPIcachetools7.1.1间接
PyPIcertifi2026.4.22间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.7间接
PyPIcolorama0.4.6间接
PyPIcontourpy1.3.2间接
PyPIcontourpy1.3.3间接
PyPIcoverage7.14.0间接
PyPIcycler0.12.1间接
PyPIdistlib0.4.0间接
PyPIdocutils0.21.2间接
PyPIdocutils0.22.4间接
PyPIexceptiongroup1.3.1间接
PyPIexecnet2.1.2间接
PyPIfilelock3.29.0间接
PyPIfonttools4.63.0间接
PyPIh5py3.16.0间接
PyPIidentify2.6.19间接
PyPIidna3.15间接
PyPIimagesize2.0.0间接
PyPIindexed-gzip1.10.3间接
PyPIiniconfig2.3.0间接
PyPIjinja23.1.6间接
PyPIkiwisolver1.5.0间接
PyPIlibrt0.11.0间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib3.10.9间接
PyPImypy2.1.0间接
PyPImypy-extensions1.1.0间接
PyPInodeenv1.10.0间接
PyPInumpydoc1.10.0间接
PyPIpathspec1.1.1间接
PyPIpillow12.2.0间接
PyPIplatformdirs4.9.6间接
PyPIpluggy1.6.0间接
PyPIpre-commit4.6.0间接
PyPIpre-commit-uv4.2.1间接
PyPIpydata-sphinx-theme0.19.0间接
PyPIpydicom3.0.2间接
PyPIpygments2.20.0间接
PyPIpyparsing3.3.2间接
PyPIpyproject-api1.10.0间接
PyPIpytest9.1.0间接
PyPIpytest-cov7.1.0间接
PyPIpytest-doctestplus1.7.1间接
PyPIpytest-httpserver1.1.5间接
PyPIpytest-run-parallel0.9.1间接
PyPIpytest-xdist3.8.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-discovery1.3.1间接
PyPIpyyaml6.0.3间接
PyPIrequests2.34.2间接
PyPIroman-numerals4.1.0间接
PyPIscipy1.15.3间接
PyPIscipy1.17.1间接
PyPIsix1.17.0间接
PyPIsnowballstemmer3.0.1间接
PyPIsoupsieve2.8.3间接
PyPIsphinx8.1.3间接
PyPIsphinx9.0.4间接
PyPIsphinx9.1.0间接
PyPIsphinx-copybutton0.5.2间接
PyPIsphinx-design0.6.1间接
PyPIsphinx-design0.7.0间接
PyPIsphinxcontrib-applehelp2.0.0间接
PyPIsphinxcontrib-devhelp2.0.0间接
PyPIsphinxcontrib-htmlhelp2.1.0间接
PyPIsphinxcontrib-jsmath1.0.1间接
PyPIsphinxcontrib-qthelp2.0.0间接
PyPIsphinxcontrib-serializinghtml2.0.0间接
PyPItexext0.6.8间接
PyPItomli2.4.1间接
PyPItomli-w1.2.0间接
PyPItox4.55.1间接
PyPItox-uv1.35.2间接
PyPItox-uv-bare1.35.2间接
PyPItypes-pillow10.2.0.20240822间接
PyPIurllib32.7.0间接
PyPIuv0.11.15间接
PyPIvirtualenv21.3.3间接
PyPIwerkzeug3.1.8间接
依赖安全公告 0

安装 pypi:nibabel@5.4.2 会引入 2 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": [
        "python",
        "neuroimaging",
        "brain-imaging",
        "nifti",
        "gifti",
        "cifti-2",
        "streamlines",
        "data-formats",
        "dicom",
        "tck",
        "trk",
        "afni-brik-head",
        "ecat",
        "minc"
      ],
      "is_fork": false,
      "size_kb": 24137,
      "has_wiki": true,
      "homepage": "http://nipy.org/nibabel/",
      "languages": {
        "Shell": 4745,
        "MATLAB": 2702,
        "Python": 2400416,
        "Makefile": 6984,
        "PowerShell": 2988
      },
      "pushed_at": "2026-07-21T11:43:40Z",
      "created_at": "2010-07-22T16:28:30Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-18T14:34:47Z",
      "description": "Python package to access a cacophony of neuro-imaging file formats",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "master",
      "license_spdx_raw": "NOASSERTION",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "http://nipy.org",
      "name": "NIPY developers",
      "type": "Organization",
      "login": "nipy",
      "company": null,
      "location": null,
      "followers": 220,
      "avatar_url": "https://avatars.githubusercontent.com/u/233707?v=4",
      "created_at": "2010-03-30T21:54:52Z",
      "is_verified": null,
      "public_repos": 38,
      "account_age_days": 5957
    },
    "license": {
      "state": "custom",
      "spdx_id": null,
      "raw_spdx": "NOASSERTION",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "5.4.1",
          "kind": "patch",
          "published_at": "2026-03-10T20:55:11Z"
        },
        {
          "tag": "5.4.0",
          "kind": "minor",
          "published_at": "2026-03-04T15:35:35Z"
        },
        {
          "tag": "5.3.3",
          "kind": "patch",
          "published_at": "2025-12-05T19:21:32Z"
        },
        {
          "tag": "5.3.2",
          "kind": "patch",
          "published_at": "2025-12-05T18:17:39Z"
        },
        {
          "tag": "5.3.1",
          "kind": "patch",
          "published_at": "2024-10-15T19:03:04Z"
        },
        {
          "tag": "5.3.0",
          "kind": "minor",
          "published_at": "2024-10-08T18:26:39Z"
        },
        {
          "tag": "5.2.1",
          "kind": "patch",
          "published_at": "2024-02-27T04:17:30Z"
        },
        {
          "tag": "5.2.0",
          "kind": "minor",
          "published_at": "2023-12-12T14:28:42Z"
        },
        {
          "tag": "5.1.0",
          "kind": "minor",
          "published_at": "2023-04-03T14:58:34Z"
        },
        {
          "tag": "5.0.1",
          "kind": "patch",
          "published_at": "2023-02-12T17:46:06Z"
        },
        {
          "tag": "5.0.0",
          "kind": "major",
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          "headline": "[pre-commit.ci] pre-commit autoupdate",
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          "body": "Bumps the python group with 7 updates:\n\n| Package | From | To |\n| --- | --- | --- |\n| [packaging](https://github.com/pypa/packaging) | `26.0` | `26.1` |\n| [pillow](https://github.com/python-pillow/Pillow) | `12.1.1` | `12.2.0` |\n| [pytest](https://github.com/pytest-dev/pytest) | `9.0.2` | `9.0.3` |\n\n[…]\n: mypy\n  dependency-version: 1.20.1\n  dependency-type: direct:development\n  update-type: version-update:semver-minor\n  dependency-group: python\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 8.0.0 to 8.1.0.\n- [Release notes](https://github.com/astral-sh/setup-uv/releases)\n- [Commits](https://github.com/astral-sh/setup-uv/compare/cec208311dfd045dd5311c1add060b2062131d57...08807647e7069bb48b6ef5acd8ec9567f424441b)\n\n---\n[…]\ndependency-name: astral-sh/setup-uv\n  dependency-version: 8.1.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "body": "Bumps the actions-infrastructure group with 1 update: [actions/upload-artifact](https://github.com/actions/upload-artifact).\n\n\nUpdates `actions/upload-artifact` from 7.0.0 to 7.0.1\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-ar\n[…]\ndency-version: 7.0.1\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n  dependency-group: actions-infrastructure\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "author_name": "Kabilar Gunalan",
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          "headline": "sty: fix ruff complaint",
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          "headline": "TST: more multiorientation multiframe unit tests",
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          "headline": "TST: multiorientation multiframe extract all",
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          "body": "Enhanced DICOMs with multiple stacks sharing the same Stack ID should be\ngrouped together, even if the orientations of the stacks don't match and\nit's unintuitive to do so. Happened first on Siemens XA60 localizers.\n\nRelevant spec:\n\nhttps://dicom.nema.org/medical/dicom/2025d/output/chtml/part03/sect_C.7.6.16.2.html`",
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          "headline": "TST: multiorientation multiframe localizer",
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          "body": "Some vendors produce enhanced DICOMs with frame groups of different\norientations sharing the same Stack ID.\n\nThis filter groups frames by orientation and returns only the frames of\nthe first logical stack.\n\nRelevant for #1392",
          "is_bot": false,
          "headline": "ENH: Multi frame filter to handle stack with multiple orientations",
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          "headline": "Merge pull request #1499 from DimitriPapadopoulos/typos",
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          "body": "Add CITATION.cff generated from .zenodo.json",
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          "headline": "feat: add prep_citation_cff.py for CITATION.cff author management",
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            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 98,
              "top_contributor_share": 0.32
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
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                  {
                    "code": "bus_factor",
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                      "count": 2
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                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 32% of commits",
                "points": 15.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 32
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "98 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 98
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 107 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "merged_prs": 798,
              "open_issues": 116,
              "closed_issues": 433,
              "issue_closed_ratio": 0.789,
              "closed_unmerged_prs": 131
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "79% of issues closed",
                "points": 36.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 79
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "798/929 decided PRs merged",
                "points": 32.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 798,
                      "decided": 929
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 7/9 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 220,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "nipy",
              "public_repos": 38,
              "account_age_days": 5957
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "220 followers of nipy",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 220,
                      "login": "nipy"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "38 public repos, account ~16 yr old",
                "points": 23.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 38
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 16
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "nibabel"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 132
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 132 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 132
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "48 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 48
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
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                  }
                ],
                "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": "17 out of 17 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "python",
                "neuroimaging",
                "brain-imaging",
                "nifti",
                "gifti",
                "cifti-2",
                "streamlines",
                "data-formats",
                "dicom",
                "tck",
                "trk",
                "afni-brik-head",
                "ecat",
                "minc"
              ],
              "has_wiki": true,
              "homepage": "http://nipy.org/nibabel/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "http://nipy.org/nibabel/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "14 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 14
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                  }
                ],
                "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": "moderate",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 61,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.1
            },
            "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",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "17 out of 17 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 7/9 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 107 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "15 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "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:nibabel@5.4.2 runtime dependency closure — what installing the published package pulls in — 2 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:nibabel@5.4.2",
                  "assessed": 2
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 2,
              "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
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "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": 2,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 15
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.744,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "61 of 82 human commits state their intent (structured subject or explanatory body)",
                "points": 39.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 61,
                      "sampled": 82
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "doc/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              "agent_commit_share": 0,
              "toolchain_manifests": [],
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      }
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  "generated_at": "2026-07-22T01:43:04.406116Z",
  "schema_version": "0.26.0",
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}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.26.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.