公开记录中等
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-21 23:20 UTC
tensorflow / fairness-indicators
Tensorflow's Fairness Evaluation and Visualization Toolkit
tensorflow/fairness-indicators 的健康指数为 100 分中的 69 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（88/100），最低的是AI Readiness（29/100）。 最近一次更新在 11 天前。 近期的大部分工作由 3 位贡献者完成。
69
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。
69
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 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | fairness_indicators | 0.52.0 | - | 34 | 11 天前 | tensorflowmodelanalysisfairnessindicatorstensorboardmachinelearning |
| PyPI | tensorboard_plugin_fairness_indicators | 0.52.0 | 241 | 30 | 11 天前 | tensorflowmodelanalysisfairnessindicatorstensorboardmachinelearning |
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？
58
开发活跃度
41存在风险
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 11 天前 |
| 2.1/36 | 提交节奏 — 52 周中有 3 周有提交 |
| 9.7/18 | 提交量 — 最近一年 11 次提交 |
| 0/10 | OpenSSF Scorecard：Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
所用输入
| commits_last_year | 11 |
| human_commit_share | 1 |
| days_since_last_push | 11 |
| active_weeks_last_year | 3 |
发布纪律
84良好
评分方式
| 27/27 | 有发布版本 — 已发布 27 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 11 天前 |
| 12.6/27 | 发布节奏 — 约每 167.2 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 27 |
| latest_release_tag | v0.52.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 11 |
| mean_days_between_releases | 167.2 |
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？
60
流行度与采用
65中等
评分方式
| 41.4/60 | 星标 — 358 个星标 |
| 16.2/25 | 复刻 — 89 个复刻 |
| 7.1/15 | 关注者 — 20 位关注者 |
所用输入
| forks | 89 |
| stars | 358 |
| watchers | 20 |
| growth_state | organic |
| growth_factor_pct | 100 |
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（Apache-2.0） |
| 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 |
生态采用（下载量）
40存在风险
评分方式
| 31.8/80 | 月度下载量 — pypi 合计每月 241 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | fairness_indicators, tensorboard_plugin_fairness_indicators |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 241 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
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？
80
维护者韧性（巴士系数）
77良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 17.7/22.5 | 提交分布 — 头号贡献者编写了 21% 的提交 |
| 13.5/13.5 | 贡献者广度 — 31 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 7 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 31 |
| top_contributor_share | 0.213 |
议题与 PR 响应能力
69中等
评分方式
| 27.5/46.8 | 议题解决 — 59% 的议题已关闭 |
| 29.9/38.3 | PR 接受 — 已裁定的 PR 中 274/350 已合并 |
| 12/15 | OpenSSF Scorecard：Code-Review — Found 5/6 approved changesets -- score normalized to 8 |
所用输入
| merged_prs | 274 |
| open_issues | 7 |
| closed_issues | 10 |
| issue_closed_ratio | 0.588 |
| closed_unmerged_prs | 76 |
所有权与托管责任
80良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — tensorflow 有 21,576 位关注者 |
| 25/25 | 既往记录 — 107 个公开仓库，账户约 10 年 |
所用输入
| followers | 21,576 |
| owner_type | Organization |
| is_verified | — |
| owner_login | tensorflow |
| public_repos | 107 |
| account_age_days | 3,912 |
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 2 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 11 天前 |
| 20/20 | 版本历史 — 34 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 | fairness_indicators, tensorboard_plugin_fairness_indicators |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 11 |
工程质量
基础的工程与文档实践是否到位？
88
工程实践
90优秀
评分方式
| 24/24 | CI 工作流 — 4 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 |
| 16/20 | OpenSSF Scorecard：CI-Tests — 4 out of 5 merged PRs checked by a CI test -- score normalized to 8 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
85优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 3 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | tensorflow, fairness-ml, fairness-indicators |
| has_wiki | 是 |
| homepage | — |
| 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？
52
安全态势
44存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2/2.5 | CI-Tests — 4 out of 5 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 5/6 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 0/7.5 | Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 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 | 4.4 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
依赖安全公告
83良好
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 |
| 8.4/25 | 间接依赖不含已知公告 — 2 个受影响：cryptography 47.0.0 (high 7.5), httplib2 0.31.2 (high 7.5) |
| 40/40 | 没有长期未处理的公告 — 没有公告公开超过 90 天 |
所用输入
| source | osv |
| advisories | 2 |
| affected_packages | 2 |
| assessed_packages | 162 |
| unassessed_packages | 0 |
| affected_by_severity | high 2 |
| direct_affected_packages | 0 |
比对的是 pypi:fairness_indicators@0.52.0 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 162 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。
29
AI 代理上下文与指引
4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） |
| 4.3/40 | 可读的提交历史 — 100 次人类提交中有 8 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 | 0.08 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
33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 |
| 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 | — |
| 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 25 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 11,671 |
| source_files_sampled | 25 |
| 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
358GitHub 星标
31贡献者
11最近 12 个月提交数
11距最近推送天数
27发布版本数
3巴士系数（bus factor）
7开放议题
PyPI软件包生态系统数
更多细节
Star 与 Fork 历史 358 ★ / 89 ⇿
358Star
89Fork
26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 23修订 3
每个点涵盖 7 天。
OpenSSF Scorecard 4.4 / 10
4.4综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 8 | CI-Tests | 4 out of 5 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 5/6 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 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 |
全部依赖 14
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 14 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 | mkdocs | — | 间接 |
| PyPI | mkdocs-jupyter | — | 间接 |
| PyPI | mkdocs-material | — | 间接 |
| PyPI | numpy | — | 间接 |
| PyPI | protobuf | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | tensorboard | — | 间接 |
| PyPI | tensorflow | — | 间接 |
| PyPI | tensorflow-data-validation | — | 间接 |
| PyPI | tensorflow-hub | — | 间接 |
| PyPI | tensorflow-model-analysis | — | 间接 |
| PyPI | tf-keras | — | 间接 |
| PyPI | werkzeug | — | 间接 |
| PyPI | witwidget | — | 间接 |
依赖安全公告 2
安装 pypi:fairness_indicators@0.52.0 会引入 162 个包（直接与传递）：其中 2 个存在已知公告，0 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| cryptography | 47.0.0 | 间接 | 高 | 1 | 48.0.1 |
| httplib2 | 0.31.2 | 间接 | 高 | 1 | 0.32.0 |
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": [
"tensorflow",
"fairness-ml",
"fairness-indicators"
],
"is_fork": false,
"size_kb": 5604,
"has_wiki": true,
"homepage": null,
"languages": {
"Shell": 2992,
"Python": 91166,
"JavaScript": 1033,
"Jupyter Notebook": 8688
},
"pushed_at": "2026-07-10T18:37:26Z",
"created_at": "2019-09-30T22:56:45Z",
"owner_type": "Organization",
"updated_at": "2026-07-10T23:40:37Z",
"description": "Tensorflow's Fairness Evaluation and Visualization Toolkit",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "http://www.tensorflow.org",
"name": null,
"type": "Organization",
"login": "tensorflow",
"company": null,
"location": null,
"followers": 21576,
"avatar_url": "https://avatars.githubusercontent.com/u/15658638?v=4",
"created_at": "2015-11-04T19:32:50Z",
"is_verified": null,
"public_repos": 107,
"account_age_days": 3912
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.52.0",
"kind": "minor",
"published_at": "2026-07-10T18:25:56Z"
},
{
"tag": "v0.48.0",
"kind": "minor",
"published_at": "2025-06-25T20:45:58Z"
},
{
"tag": "v0.47.0",
"kind": "minor",
"published_at": "2025-01-22T19:37:53Z"
},
{
"tag": "v0.46.0",
"kind": "minor",
"published_at": "2024-04-26T21:09:50Z"
},
{
"tag": "v0.44.0",
"kind": "minor",
"published_at": "2023-05-03T22:54:39Z"
},
{
"tag": "v0.43.0",
"kind": "minor",
"published_at": "2022-12-13T18:57:59Z"
},
{
"tag": "v0.42.0",
"kind": "minor",
"published_at": "2022-11-22T20:10:46Z"
},
{
"tag": "v0.41.0",
"kind": "minor",
"published_at": "2022-10-05T23:04:26Z"
},
{
"tag": "v0.40.0",
"kind": "minor",
"published_at": "2022-07-20T07:04:00Z"
},
{
"tag": "v0.39.0",
"kind": "minor",
"published_at": "2022-05-27T17:02:06Z"
},
{
"tag": "v0.38.0",
"kind": "minor",
"published_at": "2022-03-07T20:04:18Z"
},
{
"tag": "v0.37.0",
"kind": "minor",
"published_at": "2022-02-02T23:04:26Z"
},
{
"tag": "v0.36.0",
"kind": "minor",
"published_at": "2021-12-03T20:24:45Z"
},
{
"tag": "v0.35.0",
"kind": "minor",
"published_at": "2021-11-12T23:47:14Z"
},
{
"tag": "v0.34.0",
"kind": "minor",
"published_at": "2021-09-21T18:23:08Z"
},
{
"tag": "v0.33.0",
"kind": "minor",
"published_at": "2021-08-09T17:33:50Z"
},
{
"tag": "v0.30.1",
"kind": "patch",
"published_at": "2021-05-25T23:30:54Z"
},
{
"tag": "v0.30.0",
"kind": "minor",
"published_at": "2021-05-17T19:48:11Z"
},
{
"tag": "v0.26.1",
"kind": "patch",
"published_at": "2021-05-14T19:27:09Z"
},
{
"tag": "v0.29.0",
"kind": "minor",
"published_at": "2021-04-08T23:18:26Z"
},
{
"tag": "v0.28.0",
"kind": "minor",
"published_at": "2021-03-09T20:20:07Z"
},
{
"tag": "v0.27.0",
"kind": "minor",
"published_at": "2021-01-28T22:02:14Z"
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{
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"key": "community_health",
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"notes": [],
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"inputs": {
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}
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{
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"metrics": [
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"notes": [],
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{
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}
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{
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{
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{
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"inputs": {
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"components": [
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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": "vulnerabilities",
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]
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{
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"components": [
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"details": [
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],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
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