公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 22:33 UTC

mwouts / itables

Python DataFrames as Interactive DataTables

PythonMIT★ 969 星标⑂ 62 复刻始于 2019年4月在 GitHub 上查看 ↗
#pandas#python#jupyter#datatables#visual-studio-code#polars#quarto#shiny#streamlit-component

mwouts/itables 的健康指数为 100 分中的 78 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（94/100），最低的是AI Readiness（60/100）。 最近一次更新在 1 天前。 近期的大部分工作由 1 位贡献者完成。

78
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。

78
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

Marc Wouts个人账户
574 关注者77 个公开仓库始于 2017年7月

该仓库由个人账户拥有。相较于组织支持的项目，单一所有者项目的延续性风险更高。

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
PyPIitables2.9.1-943 天前datatablesinteractivejavascriptnarwhalspandaspolars

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？

87优秀 · 占总体的 22%

开发活跃度

78良好
评分方式
36/36推送新近度 — 最近一次推送于 1 天前
14.5/36提交节奏 — 52 周中有 21 周有提交
18/18提交量 — 最近一年 108 次提交
10/10OpenSSF Scorecard：Maintained — 30 commit(s) and 12 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year108
human_commit_share0.82
days_since_last_push1
active_weeks_last_year21

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 98 个发布版本
36/36发布时效 — 最近一次发布版本于 3 天前
27/27发布节奏 — 约每 19 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — 无数据
所用输入
releases_count98
latest_release_tagv2.9.1
releases_from_tags否
days_since_latest_release3
mean_days_between_releases19
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？

69中等 · 占总体的 18%

流行度与采用

68中等
评分方式
48.4/60星标 — 969 个星标
14.9/25复刻 — 62 个复刻
5/15关注者 — 9 位关注者
所用输入
forks62
stars969
watchers9
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（MIT）
18/18CONTRIBUTING 指南
0/13.5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
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？

62中等 · 占总体的 24%

维护者韧性（巴士系数）

22危急
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0.5/22.5提交分布 — 头号贡献者编写了 98% 的提交
12.2/13.5贡献者广度 — 9 位贡献者
0/10OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled9
top_contributor_share0.977

议题与 PR 响应能力

72良好
评分方式
41.4/46.8议题解决 — 88% 的议题已关闭
30.5/38.3PR 接受 — 已裁定的 PR 中 285/358 已合并
0/15OpenSSF Scorecard：Code-Review — Found 0/23 approved changesets -- score normalized to 0
所用输入
merged_prs285
open_issues28
closed_issues215
issue_closed_ratio0.885
closed_unmerged_prs73

所有权与托管责任

68中等
评分方式
10/30所有权背书 — 个人（用户）账户
0/20已验证域名 — 不适用于个人账户
19.8/25所有者影响力 — mwouts 有 574 位关注者
25/25既往记录 — 77 个公开仓库，账户约 9 年
所用输入
followers574
owner_typeUser
is_verified—
owner_loginmwouts
public_repos77
account_age_days3,307
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。

软件包维护

100优秀
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 3 天前
20/20版本历史 — 94 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
packagesitables
ecosystemspypi
any_deprecated否
min_days_since_publish3

工程质量

基础的工程与文档实践是否到位？

94优秀 · 占总体的 20%

工程实践

90优秀
评分方式
24/24CI 工作流 — 3 个工作流
24/24存在测试
16/16Linter 配置 — .pylintrc
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
16/20OpenSSF Scorecard：CI-Tests — 24 out of 27 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

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — http://itables.org/
10/10仓库描述
10/10主题标签 — 9 个主题标签
10/10Wiki
所用输入
topicspandas, python, jupyter, datatables, visual-studio-code, polars, quarto, shiny, streamlit-component
has_wiki是
homepagehttp://itables.org/
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？

77良好 · 占总体的 16%

安全态势

71良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2/2.5CI-Tests — 24 out of 27 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/23 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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 — 30 commit(s) and 12 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7.1
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。

依赖安全公告

100优秀
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分
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
advisories2
affected_packages2
assessed_packages460
unassessed_packages12
affected_by_severityhigh 2
direct_affected_packages0
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 460 个已解析依赖与 OSV 比对。 有 12 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 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。

60中等 · 占总体的 0%

AI 代理上下文与指引

31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）
31.2/40可读的提交历史 — 82 次人类提交中有 48 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_share0.585
agent_instruction_files—
agent_instruction_max_bytes—

验证循环（构建 / 测试 / 类型检查）

81良好
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — .pylintrc
11/11静态类型检查 — packages/itables_anywidget/tsconfig.json, packages/itables_for_streamlit/tsconfig.json, src/itables/py.typed, src/itables_for_dash/py.typed
10/10可复现环境 — lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 7 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 17 次为自动依赖更新
9/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
所用输入
has_nix否
has_tests是
lockfilespackage-lock.json
has_dockerfile否
typed_language否
bootstrap_files—
has_devcontainer否
has_linter_config是
typecheck_configspackages/itables_anywidget/tsconfig.json, packages/itables_for_streamlit/tsconfig.json, src/itables/py.typed, src/itables_for_dash/py.typed
agent_commit_share0.07
toolchain_manifests—
dependency_bot_commit_share0.17

面向模型的代码可读性

82良好
评分方式
27/45可类型检查的代码 — Python，已配置类型检查（packages/itables_anywidget/tsconfig.json, packages/itables_for_streamlit/tsconfig.json, src/itables/py.typed, src/itables_for_dash/py.typed）
54.6/55可控的文件大小 — 采样的 140 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes67,226
source_files_sampled140
oversized_source_files1

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, samples
所用输入
example_dirsnotebooks, samples
has_mcp_signal否
api_schema_files—

关键数据

969GitHub 星标
9贡献者
108最近 12 个月提交数
1距最近推送天数
98发布版本数
1巴士系数（bus factor）
28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
  • Could not fetch npm package 'build_all_itables_dependencies' from its registry

更多细节

Star 与 Fork 历史 0 ★ / 62 ⇿
0Star
62Fork
89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。

013253850636132019-112023-012026-02
主版本 2次版本 17修订 53

每个点涵盖 6 天。

OpenSSF Scorecard 7.1 / 10
7.1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 · 2026-07-25 22:33 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
8CI-Tests24 out of 27 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/23 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 12 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
全部依赖 472

来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 472 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
npm../dt_for_itables2.5.8间接
npm@anywidget/types0.4.0间接
npm@babel/code-frame7.29.0间接
npm@babel/compat-data7.29.3间接
npm@babel/core7.29.6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-create-class-features-plugin7.29.3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-member-expression-to-functions7.28.5间接
npm@babel/helper-module-imports7.28.6间接
npm@babel/helper-module-transforms7.28.6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-parser7.29.7间接
npm@babel/helper-validator-identifier7.29.7间接
npm@babel/helper-validator-option7.27.1间接
npm@babel/helper-wrap-function7.28.6间接
npm@babel/helpers7.29.2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-safari-rest-destructuring-rhs-array7.29.3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-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/preset-env7.29.5间接
npm@babel/preset-modules0.1.6-no-external-plugins间接
npm@babel/preset-react7.28.5间接
npm@babel/runtime7.29.2间接
npm@babel/template7.28.6间接
npm@babel/traverse7.29.0间接
npm@babel/types7.29.7间接
npm@bcoe/v8-coverage0.2.3间接
npm@discoveryjs/json-ext1.1.0间接
npm@esbuild/aix-ppc640.25.12间接
npm@esbuild/aix-ppc640.25.9间接
npm@esbuild/aix-ppc640.28.1间接
npm@esbuild/android-arm0.25.12间接
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PyPIipykernel—间接
PyPIipywidgets-bokeh—间接
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PyPIjupyterlab—间接
PyPIjupytext—间接
PyPIpandas—间接
PyPIpanel—间接
PyPIshiny—间接
PyPIshinywidgets—间接
PyPIstreamlit—间接
PyPIstreamlit-aggrid—间接
依赖安全公告 2

该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 460 个包，其中也包含从不交付的开发与测试版本固定：2 个存在已知公告，0 个为直接依赖。 有 12 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
brace-expansion1.1.16间接高15.0.8
postcss8.5.14间接高18.5.18

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
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      "is_fork": false,
      "size_kb": 9682,
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      "homepage": "http://itables.org/",
      "languages": {
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        "Python": 332266,
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      "created_at": "2019-04-15T22:09:44Z",
      "owner_type": "User",
      "updated_at": "2026-07-23T14:49:45Z",
      "description": "Python DataFrames as Interactive DataTables",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
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      "primary_language": "Python",
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    "owner": {
      "blog": null,
      "name": "Marc Wouts",
      "type": "User",
      "login": "mwouts",
      "company": null,
      "location": "London",
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      "avatar_url": "https://avatars.githubusercontent.com/u/29915202?v=4",
      "created_at": "2017-07-05T08:49:30Z",
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          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-18T22:53:47Z",
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        {
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          "body": "Bumps the github-actions group with 1 update in the / directory: [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi).\n\n\nUpdates `prefix-dev/setup-pixi` from 0.9.6 to 0.10.0\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/se\n[…]\n  dependency-version: 0.10.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-18T22:46:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "09dd30a31bfc72b0777d8112e517304657c15257",
          "body": "* Watch for live theme changes\n\n* Add playright tests on CI",
          "is_bot": false,
          "headline": "Watch for live theme changes (#589)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-07-18T22:37:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbf7bf8302caf27a6944f177c949ee7cf5d2feb6",
          "body": null,
          "is_bot": false,
          "headline": "Add a (per table) css option (#588)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-07-18T21:28:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c49754aea20adc8675da92c3df782635c389cbd",
          "body": "* Fix the misaligned ColumnControl search dropdown\n* Fix the dark mode detection for Quarto",
          "is_bot": false,
          "headline": "Fix the misaligned ColumnControl search dropdown (#587)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-07-17T21:45:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c5f9d45cfd48abc1640d945d4c1938c23d1f512",
          "body": null,
          "is_bot": false,
          "headline": "Build and develop using dash==4.4.0",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-07-15T21:48:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "849541c490287d23795f1edf8a1db725bec2f6b4",
          "body": null,
          "is_bot": false,
          "headline": "Fix broken dark-class import in offline mode (#564)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-07-15T21:12:27Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Add a default cooldown of 7 days",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-07-15T20:31:18Z",
          "body_truncated": false,
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        },
        {
          "oid": "a3c3a56b6fc4cfbe3a9f81d5dbbbd620b7720df5",
          "body": "Scan the workflows for security issues with zizmor (SARIF upload to\nthe Security tab, same pattern as the existing codeql job). Also fix\neverything zizmor flagged: pin every action to a commit SHA, add\npersist-credentials: false to checkout steps, scope each job's\npermissions to least privilege, and stop interpolating untrusted PR\nmetadata directly into a github-script template (potential code\ninjection) in the PR-comment job.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add zizmor to CI and harden GitHub Actions workflows",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-07-14T20:13:05Z",
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        },
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          "oid": "794277bf521080dee2a1f9e900d18f990bfe4589",
          "body": "Bumps the npm-dt-for-itables group in /packages/dt_for_itables with 1 update: [esbuild](https://github.com/evanw/esbuild).\n\n\nUpdates `esbuild` from 0.28.0 to 0.28.1\n- [Release notes](https://github.com/evanw/esbuild/releases)\n- [Changelog](https://github.com/evanw/esbuild/blob/main/CHANGELOG.md)\n- [\n[…]\nendency-version: 0.28.1\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: npm-dt-for-itables\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump esbuild in /packages/dt_for_itables in the npm-dt-for-itables group",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T19:46:36Z",
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        {
          "oid": "cbb3be97b65cb8db59937403f687ef38d98fb3d9",
          "body": "Bumps the github-actions group with 3 updates in the / directory: [actions/checkout](https://github.com/actions/checkout), [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) and [codecov/codecov-action](https://github.com/codecov/codecov-action).\n\n\nUpdates `actions/checkout` from 6 to\n[…]\non\n  dependency-version: '7'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group across 1 directory with 3 updates",
          "author_name": "dependabot[bot]",
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        {
          "oid": "2e4039591f572cabce8c8a9b0741ce66a0b34030",
          "body": "Bumps [@babel/core](https://github.com/babel/babel/tree/HEAD/packages/babel-core) from 7.29.0 to 7.29.6.\n- [Release notes](https://github.com/babel/babel/releases)\n- [Changelog](https://github.com/babel/babel/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/babel/babel/commits/v7.29.6/packages/babel-core)\n\n---\nupdated-dependencies:\n- dependency-name: \"@babel/core\"\n  dependency-version: 7.29.6\n  dependency-type: direct:development\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump @babel/core from 7.29.0 to 7.29.6 in /packages/itables_for_dash",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T19:30:53Z",
          "body_truncated": false,
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        },
        {
          "oid": "eb8acdb1ecb03e1f7ebc8e7b8f25195ac437cb68",
          "body": "Bumps the npm-itables-for-streamlit group in /packages/itables_for_streamlit with 1 update: [typescript](https://github.com/microsoft/TypeScript).\n\n\nUpdates `typescript` from 6.0.3 to 7.0.2\n- [Release notes](https://github.com/microsoft/TypeScript/releases)\n- [Commits](https://github.com/microsoft/T\n[…]\ny-version: 7.0.2\n  dependency-type: direct:development\n  update-type: version-update:semver-major\n  dependency-group: npm-itables-for-streamlit\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump typescript",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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        {
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          "body": "Bumps the npm-itables-anywidget group in /packages/itables_anywidget with 1 update: [typescript](https://github.com/microsoft/TypeScript).\n\n\nUpdates `typescript` from 6.0.3 to 7.0.2\n- [Release notes](https://github.com/microsoft/TypeScript/releases)\n- [Commits](https://github.com/microsoft/TypeScrip\n[…]\ndency-version: 7.0.2\n  dependency-type: direct:development\n  update-type: version-update:semver-major\n  dependency-group: npm-itables-anywidget\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump typescript",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T19:14:35Z",
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        {
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          "headline": "Add example Panel app",
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          "committed_at": "2026-06-10T22:24:31Z",
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          "is_bot": false,
          "headline": "Add versionadded",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
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        {
          "oid": "c317e354d2fbd0266b6de1d6e7d2b0dd2316dd47",
          "body": null,
          "is_bot": false,
          "headline": "Add colReorder and Scroller extensions",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-06-10T21:12:28Z",
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          "body": null,
          "is_bot": false,
          "headline": "Update requirements.txt file for the streamlit example app (#559)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-05-20T20:34:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Version 2.8.0 (#558)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-05-17T09:41:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3098ec5181d17d56c7609048dcbbb7e8e60096ca",
          "body": "Co-authored-by: Marc Wouts <marc.wouts@gmail.com>",
          "is_bot": false,
          "headline": "Show sorting icons on the same side (#555)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-05-16T21:11:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f4503451b5670b10c9409ad10b5373d26774493",
          "body": null,
          "is_bot": false,
          "headline": "Build wheel and conda packages in parallel (#556)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-05-16T17:58:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f7a37bf0d9d1d31928bfc477a3472f526f32b0d",
          "body": "Co-authored-by: Marc Wouts <marc.wouts@gmail.com>",
          "is_bot": false,
          "headline": "Fix length-menu label spacing (#553)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-05-16T17:50:07Z",
          "body_truncated": false,
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          "body": "Co-authored-by: Marc Wouts <marc.wouts@gmail.com>",
          "is_bot": false,
          "headline": "Sort categorical columns by category order in DataTables (#501)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-05-16T17:10:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1317d2e5174a232994efe7f7f7b536fa94e4d972",
          "body": null,
          "is_bot": false,
          "headline": "Release dt_for_itables==2.5.2 (#554)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-05-16T14:37:24Z",
          "body_truncated": false,
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        },
        {
          "oid": "570cbbbf3f9594c2f4d9887e33297f96156f8c63",
          "body": "Bumps the github-actions group with 11 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [actions/checkout](https://github.com/actions/checkout) | `4` | `6` |\n| [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) | `0.8.1` | `0.9.5` |\n| [actions/setup-python](h\n[…]\nsion-update:semver-minor\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group across 1 directory with 11 updates (#548)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-16T13:52:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c0d4ed5adb26ac6041bdc046da0b2f36ab49ff40",
          "body": "Bumps the npm-dt-for-itables group in /packages/dt_for_itables with 3 updates: [datatables.net-dt](https://github.com/DataTables/Dist-DataTables-DataTables), [jquery](https://github.com/jquery/jquery) and [esbuild](https://github.com/evanw/esbuild).\n\n\nUpdates `datatables.net-dt` from 2.3.7 to 2.3.8\n\n[…]\n-update:semver-minor\n  dependency-group: npm-dt-for-itables\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the npm-dt-for-itables group (#545)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-16T13:52:08Z",
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          "is_coding_agent": false
        },
        {
          "oid": "f160b3b40ccab6fc98e92caa5de87e0c709b3e42",
          "body": "Bumps the npm-itables-for-streamlit group in /packages/itables_for_streamlit with 1 update: [typescript](https://github.com/microsoft/TypeScript).\n\n\nUpdates `typescript` from 5.9.3 to 6.0.3\n- [Release notes](https://github.com/microsoft/TypeScript/releases)\n- [Commits](https://github.com/microsoft/T\n[…]\n:semver-major\n  dependency-group: npm-itables-for-streamlit\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump typescript (#543)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-16T13:48:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "260192884242079c8bb4300de7bc562811951621",
          "body": "Bumps [@babel/plugin-transform-modules-systemjs](https://github.com/babel/babel/tree/HEAD/packages/babel-plugin-transform-modules-systemjs) from 7.29.0 to 7.29.4.\n- [Release notes](https://github.com/babel/babel/releases)\n- [Changelog](https://github.com/babel/babel/blob/main/CHANGELOG.md)\n- [Commit\n[…]\ns\"\n  dependency-version: 7.29.4\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump @babel/plugin-transform-modules-systemjs (#547)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-16T13:48:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "94d8514f82fe6763353af66021c2c91726cdf6b6",
          "body": "Bumps [postcss](https://github.com/postcss/postcss) from 8.5.8 to 8.5.14.\n- [Release notes](https://github.com/postcss/postcss/releases)\n- [Changelog](https://github.com/postcss/postcss/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/postcss/postcss/compare/8.5.8...8.5.14)\n\n---\nupdated-depend\n[…]\nss\n  dependency-version: 8.5.14\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump postcss from 8.5.8 to 8.5.14 in /packages/itables_for_dash (#549)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-16T13:48:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8528c1a18bda8ffbe0ba8651d5ed320e3a6d5e93",
          "body": "Bumps the npm-itables-anywidget group in /packages/itables_anywidget with 2 updates: [@anywidget/types](https://github.com/manzt/anywidget) and [typescript](https://github.com/microsoft/TypeScript).\n\n\nUpdates `@anywidget/types` from 0.2.0 to 0.4.0\n- [Release notes](https://github.com/manzt/anywidget\n[…]\ndate:semver-major\n  dependency-group: npm-itables-anywidget\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the npm-itables-anywidget group (#544)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-16T13:47:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d415fd606b2053b5855cb4e095c340aec3edf662",
          "body": "Bumps the npm-itables-for-dash group in /packages/itables_for_dash with 7 updates:\n\n| Package | From | To |\n| --- | --- | --- |\n| [@babel/preset-env](https://github.com/babel/babel/tree/HEAD/packages/babel-preset-env) | `7.29.0` | `7.29.5` |\n| [babel-loader](https://github.com/babel/babel-loader) | \n[…]\npdate:semver-major\n  dependency-group: npm-itables-for-dash\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the npm-itables-for-dash group (#546)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-16T13:47:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d878c6ef2df1f8685299cd806f7f36cc4f8c96ba",
          "body": null,
          "is_bot": false,
          "headline": "Allow build step to comment on PRs (#552)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-05-16T13:45:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0144cce8787a504cee2cccf8c9f6f3a903ecd930",
          "body": "Co-authored-by: mwouts <29915202+mwouts@users.noreply.github.com>\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: Marc Wouts <marc.wouts@gmail.com>",
          "is_bot": false,
          "headline": "Migrate ITables Streamlit component to st.components.v2 (#521)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-05-16T11:43:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "413bb747eac156dfbd746925b5b51e9743c76754",
          "body": null,
          "is_bot": false,
          "headline": "Fix issue link (#530)",
          "author_name": "Marc Wouts",
          "author_login": "mwouts",
          "committed_at": "2026-03-22T20:10:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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              },
              {
                "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://itables.org/",
                "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": "9 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 77,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "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": [
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            "value": 71,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.1
            },
            "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",
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                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "24 out of 27 merged PRs checked by a CI test -- score normalized to 8",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
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                "key": "code_review",
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                "status": "missed",
                "details": [],
                "max_points": 7.5
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                "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
              },
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                "key": "fuzzing",
                "name": "Fuzzing",
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                "points": 0,
                "status": "missed",
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              },
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                "key": "license",
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                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 12 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": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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",
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                "status": "excluded",
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                    "params": {}
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                "max_points": 7.5
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                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
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          },
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            "key": "dependency_advisories",
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                "code": "excluded_no_data",
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                "code": "weights_renormalized",
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                  "assessed": 460
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                "code": "advisories_unassessed",
                "params": {
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              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
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                "code": "advisories_reachability",
                "params": {}
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            "inputs": {
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              "advisories": 2,
              "affected_packages": 2,
              "assessed_packages": 460,
              "unassessed_packages": 12,
              "affected_by_severity": "high 2",
              "direct_affected_packages": 0
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            "components": [
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            "key": "malicious_dependencies",
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            "note": null,
            "notes": [],
            "value": 100,
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              "packages": [],
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              "direct_malicious_packages": 0,
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              "assessed_self_published_locations": 11
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                "points": 100,
                "status": "met",
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              },
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                "key": "automated_tests",
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                "points": 11,
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                "key": "demonstrated_agent_practice",
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                "points": 10,
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  "license_spdx": "MIT"
}

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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 v0.27.0—— 完整方法论 · 指标知识库.

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