公开记录
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-08-28 05:26 UTC

meta-pytorch / captum

Model interpretability and understanding for PyTorch

PythonBSD-3-Clause★ 5,694 星标⑂ 565 复刻始于 2019年8月在 GitHub 上查看 ↗
#interpretability#interpretable-ai#interpretable-ml#feature-importance#feature-attribution

meta-pytorch/captum 的健康指数为 100 分中的 94 分，处于「卓越」区间。 其得分最高的类别是Community & Adoption（91/100），最低的是Security（60/100）。 最近一次更新在 1 天前。 近期的大部分工作由 3 位贡献者完成。

94
总分 / 100
卓越

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，再依据公开记录的分布进行校准，使各等级具有百分位含义；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 34（存在风险）的上限。

94
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19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。

加权总体分 80 经校准后在公布的指数量表上为 94（记录校准 2026-08-02）。

所有权

Meta PyTorch组织 · 域名已验证
1,412 关注者60 个公开仓库始于 2022年6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标签
PyPIcaptum指向其他仓库——不计分0.9.0540,99312132 天前model-interpretabilitymodel-understandingfeature-importanceneuron-importancedata-attributionexplainable-aipytorch

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？

85优秀 · 占总体的 21%

开发活跃度

92优秀
评分方式
36/36推送新近度 — 最近一次推送于 1 天前
27.7/36提交节奏 — 52 周中有 40 周有提交
18/18提交量 — 最近一年 214 次提交
10/10OpenSSF Scorecard：Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year214
human_commit_share0.93
days_since_last_push1
active_weeks_last_year40

发布纪律

74良好
评分方式
27/27有发布版本 — 已发布 11 个发布版本
27/36发布时效 — 最近一次发布版本于 132 天前
12.6/27发布节奏 — 约每 248 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — 无数据
所用输入
releases_count11
latest_release_tagv0.9.0
releases_from_tags否
days_since_latest_release132
mean_days_between_releases248
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？

91优秀 · 占总体的 17%

流行度与采用

96卓越
评分方式
60/60星标 — 5,694 个星标
22.9/25复刻 — 565 个复刻
13.6/15关注者 — 276 位关注者
所用输入
forks565
stars5,694
watchers276
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（BSD-3-Clause）
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是
has_license是
readme_badges7
has_contributing是
has_issue_template否
has_code_of_conduct是
readme_badge_servicesshields.io
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？

76良好 · 占总体的 23%

维护者韧性（巴士系数）

76良好
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
17/22.5提交分布 — 头号贡献者编写了 25% 的提交
13.5/13.5贡献者广度 — 99 位贡献者
10/10OpenSSF Scorecard：Contributors — project has 10 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled99
top_contributor_share0.246

议题与 PR 响应能力

58中等
评分方式
39.7/42议题解决 — 94% 的议题已关闭
3.6/30PR 接受 — 已裁定的 PR 中 158/1,301 已合并
0/13Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 0/24
15/15OpenSSF Scorecard：Code-Review — all changesets reviewed
所用输入
merged_prs158
open_issues32
closed_issues549
prs_merged_7d0
prs_decided_7d8
prs_merged_30d0
prs_decided_30d24
issue_closed_ratio0.945
closed_unmerged_prs1,143
first_time_authors_30d5
first_time_prs_merged_30d0
first_time_prs_decided_30d24

所有权与托管责任

94卓越
评分方式
30/30所有权背书 — 组织持有
20/20已验证域名
22.6/25所有者影响力 — meta-pytorch 有 1,412 位关注者
21.4/25既往记录 — 60 个公开仓库，账户约 4 年
所用输入
followers1,412
owner_typeOrganization
is_verified是
owner_loginmeta-pytorch
public_repos60
account_age_days1,540

工程质量

基础的工程与文档实践是否到位？

88优秀 · 占总体的 19%

工程实践

80优秀
评分方式
24/24CI 工作流 — 7 个工作流
24/24存在测试
16/16Linter 配置 — .flake8, pyproject.toml ([tool.black])
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF 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否
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

100卓越
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://captum.ai
10/10仓库描述
10/10主题标签 — 5 个主题标签
10/10Wiki
所用输入
topicsinterpretability, interpretable-ai, interpretable-ml, feature-importance, feature-attribution
has_wiki是
homepagehttps://captum.ai
docs_sitehttps://captum.ai
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？

60中等 · 占总体的 16%

安全态势

50中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 10 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
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
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 — 30 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5
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。

依赖安全公告

100卓越
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_packages13
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:captum@0.9.0 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 13 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？权重刻意设小（4%）：代理工具链是一项真实的维护信号，但完全不具备的仓库仍可达到 100/100。

63中等 · 占总体的 4%

AI 代理上下文与指引

40薄弱
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）
40/40可读的提交历史 — 93 次人类提交中有 93 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
llms_txt_url—
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

验证循环（构建 / 测试 / 类型检查）

69良好
评分方式
18/18一条命令的引导启动 — sphinx/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .flake8, pyproject.toml ([tool.black])
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
8/8自动化维护 — 最近 100 次提交中有 7 次为自动依赖更新
0/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix否
has_tests是
lockfilesyarn.lock
has_dockerfile否
typed_language否
bootstrap_filessphinx/Makefile
has_devcontainer否
has_linter_config是
typecheck_configs—
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.07

面向模型的代码可读性

54中等
评分方式
0/45可类型检查的代码 — Python，未配置类型检查
53.9/55可控的文件大小 — 采样的 249 个源文件中有 5 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes88,985
source_files_sampled249
oversized_source_files5

机器可读接口

100卓越
评分方式
0/40API 模式（OpenAPI/GraphQL/proto） — 不适用于此类软件
0/20MCP 服务器 — 不适用于此类软件
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal否
api_schema_files—
interfaces_expected_of—
已排除计分（无数据或不适用）：API 模式（OpenAPI/GraphQL/proto）, MCP 服务器。 其余权重已重新归一化。

关键数据

5,694GitHub 星标
99贡献者
214最近 12 个月提交数
1距最近推送天数
11发布版本数
3巴士系数（bus factor）
32开放议题
npm, PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'captum' points at a different repository (https://github.com/pytorch/captum); excluded from ecosystem scoring

更多细节

Star 与 Fork 历史 0 ★ / 565 ⇿
0Star
565Fork
11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。

0100200300400500600559242019-102023-032026-08
主版本 0次版本 9修订 2

每个点涵盖 7 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）。Scorecard v5.5.0 · 2026-08-28 05:25 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 10 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities30 existing vulnerabilities detected
直接依赖 5
注册表软件包版本约束清单文件
PyPImatplotlib—pyproject.toml
PyPInumpy—pyproject.toml
PyPIpackaging—pyproject.toml
PyPItorch>=2.3pyproject.toml
PyPItqdm—pyproject.toml
全部依赖 1,033

来自 GitHub 依赖图的完整解析依赖集合：1 个直接依赖与 1,032 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
PyPItorch—直接
npm@babel/code-frame7.10.4间接
npm@babel/code-frame7.29.0间接
npm@babel/code-frame7.29.7间接
npm@babel/compat-data7.29.0间接
npm@babel/compat-data7.29.7间接
npm@babel/core7.29.7间接
npm@babel/generator7.29.1间接
npm@babel/generator7.29.7间接
npm@babel/helper-annotate-as-pure7.27.3间接
npm@babel/helper-compilation-targets7.28.6间接
npm@babel/helper-compilation-targets7.29.7间接
npm@babel/helper-create-class-features-plugin7.28.6间接
npm@babel/helper-create-regexp-features-plugin7.28.5间接
npm@babel/helper-define-polyfill-provider0.6.8间接
npm@babel/helper-globals7.28.0间接
npm@babel/helper-globals7.29.7间接
npm@babel/helper-member-expression-to-functions7.28.5间接
npm@babel/helper-module-imports7.28.6间接
npm@babel/helper-module-imports7.29.7间接
npm@babel/helper-module-transforms7.28.6间接
npm@babel/helper-module-transforms7.29.7间接
npm@babel/helper-optimise-call-expression7.27.1间接
npm@babel/helper-plugin-utils7.28.6间接
npm@babel/helper-remap-async-to-generator7.27.1间接
npm@babel/helper-replace-supers7.28.6间接
npm@babel/helper-skip-transparent-expression-wrappers7.27.1间接
npm@babel/helper-string-parser7.27.1间接
npm@babel/helper-string-parser7.29.7间接
npm@babel/helper-validator-identifier7.28.5间接
npm@babel/helper-validator-identifier7.29.7间接
npm@babel/helper-validator-option7.27.1间接
npm@babel/helper-validator-option7.29.7间接
npm@babel/helper-wrap-function7.28.6间接
npm@babel/helpers7.29.7间接
npm@babel/highlight7.25.9间接
npm@babel/parser7.29.2间接
npm@babel/parser7.29.7间接
npm@babel/plugin-bugfix-firefox-class-in-computed-class-key7.28.5间接
npm@babel/plugin-bugfix-safari-class-field-initializer-scope7.27.1间接
npm@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression7.27.1间接
npm@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining7.27.1间接
npm@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly7.28.6间接
npm@babel/plugin-proposal-class-properties7.18.6间接
npm@babel/plugin-proposal-object-rest-spread7.20.7间接
npm@babel/plugin-proposal-private-property-in-object7.21.0-placeholder-for-preset-env.2间接
npm@babel/plugin-syntax-import-assertions7.28.6间接
npm@babel/plugin-syntax-import-attributes7.28.6间接
npm@babel/plugin-syntax-jsx7.28.6间接
npm@babel/plugin-syntax-object-rest-spread7.8.3间接
npm@babel/plugin-syntax-unicode-sets-regex7.18.6间接
npm@babel/plugin-transform-arrow-functions7.27.1间接
npm@babel/plugin-transform-async-generator-functions7.29.0间接
npm@babel/plugin-transform-async-to-generator7.28.6间接
npm@babel/plugin-transform-block-scoped-functions7.27.1间接
npm@babel/plugin-transform-block-scoping7.28.6间接
npm@babel/plugin-transform-class-properties7.28.6间接
npm@babel/plugin-transform-class-static-block7.28.6间接
npm@babel/plugin-transform-classes7.28.6间接
npm@babel/plugin-transform-computed-properties7.28.6间接
npm@babel/plugin-transform-destructuring7.28.5间接
npm@babel/plugin-transform-dotall-regex7.28.6间接
npm@babel/plugin-transform-duplicate-keys7.27.1间接
npm@babel/plugin-transform-duplicate-named-capturing-groups-regex7.29.0间接
npm@babel/plugin-transform-dynamic-import7.27.1间接
npm@babel/plugin-transform-explicit-resource-management7.28.6间接
npm@babel/plugin-transform-exponentiation-operator7.28.6间接
npm@babel/plugin-transform-export-namespace-from7.27.1间接
npm@babel/plugin-transform-for-of7.27.1间接
npm@babel/plugin-transform-function-name7.27.1间接
npm@babel/plugin-transform-json-strings7.28.6间接
npm@babel/plugin-transform-literals7.27.1间接
npm@babel/plugin-transform-logical-assignment-operators7.28.6间接
npm@babel/plugin-transform-member-expression-literals7.27.1间接
npm@babel/plugin-transform-modules-amd7.27.1间接
npm@babel/plugin-transform-modules-commonjs7.28.6间接
npm@babel/plugin-transform-modules-systemjs7.29.4间接
npm@babel/plugin-transform-modules-umd7.27.1间接
npm@babel/plugin-transform-named-capturing-groups-regex7.29.0间接
npm@babel/plugin-transform-new-target7.27.1间接
npm@babel/plugin-transform-nullish-coalescing-operator7.28.6间接
npm@babel/plugin-transform-numeric-separator7.28.6间接
npm@babel/plugin-transform-object-rest-spread7.28.6间接
npm@babel/plugin-transform-object-super7.27.1间接
npm@babel/plugin-transform-optional-catch-binding7.28.6间接
npm@babel/plugin-transform-optional-chaining7.28.6间接
npm@babel/plugin-transform-parameters7.27.7间接
npm@babel/plugin-transform-private-methods7.28.6间接
npm@babel/plugin-transform-private-property-in-object7.28.6间接
npm@babel/plugin-transform-property-literals7.27.1间接
npm@babel/plugin-transform-react-display-name7.28.0间接
npm@babel/plugin-transform-react-jsx7.28.6间接
npm@babel/plugin-transform-react-jsx-development7.27.1间接
npm@babel/plugin-transform-react-pure-annotations7.27.1间接
npm@babel/plugin-transform-regenerator7.29.0间接
npm@babel/plugin-transform-regexp-modifiers7.28.6间接
npm@babel/plugin-transform-reserved-words7.27.1间接
npm@babel/plugin-transform-shorthand-properties7.27.1间接
npm@babel/plugin-transform-spread7.28.6间接
npm@babel/plugin-transform-sticky-regex7.27.1间接
npm@babel/plugin-transform-template-literals7.27.1间接
npm@babel/plugin-transform-typeof-symbol7.27.1间接
npm@babel/plugin-transform-unicode-escapes7.27.1间接
npm@babel/plugin-transform-unicode-property-regex7.28.6间接
npm@babel/plugin-transform-unicode-regex7.27.1间接
npm@babel/plugin-transform-unicode-sets-regex7.28.6间接
npm@babel/polyfill7.12.1间接
npm@babel/preset-env7.29.2间接
npm@babel/preset-modules0.1.6-no-external-plugins间接
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npmpostcss-merge-longhand4.0.11间接
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npmpostcss-normalize-charset4.0.1间接
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npmpostcss-normalize-repeat-style4.0.2间接
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npmpostcss-normalize-timing-functions4.0.2间接
npmpostcss-normalize-unicode4.0.1间接
npmpostcss-normalize-url4.0.1间接
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npmreact-dev-utils11.0.4间接
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npmread-pkg1.1.0间接
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npmunicode-match-property-ecmascript2.0.0间接
npmunicode-match-property-value-ecmascript2.2.1间接
npmunicode-property-aliases-ecmascript2.2.0间接
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npmxmlbuilder13.0.2间接
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npmyauzl2.10.0间接
PyPIblack26.3.1间接
PyPIsetuptools—间接
PyPIsphinx—间接
PyPIusort1.1.0间接
依赖安全公告 0

安装 pypi:captum@0.9.0 会引入 13 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

反馈

发现这份报告有不准确之处，或有想法要分享？错误的测量、未识别的工具、建议、疑问——都欢迎提出。每条消息都会被阅读并得到回复。

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相关记录

与 meta-pytorch/captum 共享目录标签或生态系统的已检测仓库。 并排阅读 →

92interpretml/interpretFit interpretable models. Explain blackbox machine learning. 优秀93mmschlk/shapiqShapley Interactions and Shapley Values for Machine Learning卓越50srikumar2050/hugiml-coreHigh-performance interpretable ML classifier using High Utility Gain patterns (IEEE Access 2024). C++ accelerated, scikit-learn compatible, with EBM-style explanations, adaptive binning, pattern pruning, and deployment tooling for regulated domains.中等94shap/shapA game theoretic approach to explain the output of any machine learning model.卓越87astroautomata/SymbolicRegression.jlDistributed High-Performance Symbolic Regression in Julia优秀75givasile/effectorEffector - a Python package for global and regional effect methods良好

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 v2.10.0、模式 v0.34.0—— 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.