公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 15:31 UTC

mlco2 / codecarbon

Track emissions from Compute and recommend ways to reduce their impact on the environment.

Python · TypeScriptMIT★ 1,887 星标⑂ 307 复刻始于 2020年5月在 GitHub 上查看 ↗

mlco2/codecarbon 的健康指数为 100 分中的 90 分,处于「优秀」区间。 其得分最高的类别是Engineering Quality(100/100),最低的是AI Readiness(74/100)。 最近一次更新在今天。 近期的大部分工作由 4 位贡献者完成。

90
总分 / 100
优秀

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。

90
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

100 关注者13 个公开仓库始于 2019年8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
PyPIcodecarbon3.2.9181,657748 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?

99优秀 · 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
34.6/36提交节奏 — 52 周中有 50 周有提交
18/18提交量 — 最近一年 564 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year564
human_commit_share0.87
days_since_last_push0
active_weeks_last_year50

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 68 个发布版本
36/36发布时效 — 最近一次发布版本于 8 天前
27/27发布节奏 — 约每 25.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count68
latest_release_tagv3.2.9
releases_from_tags
days_since_latest_release8
mean_days_between_releases25.7
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?

87优秀 · 占总体的 18%
评分方式
53.1/60星标 — 1,887 个星标
20.7/25复刻 — 307 个复刻
7.8/15关注者 — 26 位关注者
所用输入
forks307
stars1,887
watchers26
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
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
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
70.1/80月度下载量 — pypi 合计每月 181,657 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
packagescodecarbon
dependents
ecosystemspypi
total_downloads
monthly_downloads181,657
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?

82良好 · 占总体的 24%
评分方式
43.2/54巴士系数 — 4 位贡献者贡献了半数提交
16.7/22.5提交分布 — 头号贡献者编写了 26% 的提交
13.5/13.5贡献者广度 — 97 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 14 contributing companies or organizations
所用输入
bus_factor4
contributors_sampled97
top_contributor_share0.259
评分方式
35.7/46.8议题解决 — 76% 的议题已关闭
32.9/38.3PR 接受 — 已裁定的 PR 中 652/757 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs652
open_issues108
closed_issues350
issue_closed_ratio0.764
closed_unmerged_prs105
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
14.4/25所有者影响力 — mlco2 有 100 位关注者
20.3/25既往记录 — 13 个公开仓库,账户约 6 年
所用输入
followers100
owner_typeOrganization
is_verified
owner_loginmlco2
public_repos13
account_age_days2,541
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 8 天前
20/20版本历史 — 74 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
packagescodecarbon
ecosystemspypi
any_deprecated
min_days_since_publish8

工程质量

基础的工程与文档实践是否到位?

100优秀 · 占总体的 20%

工程实践

100优秀
评分方式
24/24CI 工作流 — 14 个工作流
24/24存在测试
16/16Linter 配置 — .eslintrc.json, .flake8
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 20 out of 20 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 — https://docs.codecarbon.io/
10/10仓库描述
10/10主题标签 — 8 个主题标签
10/10Wiki
所用输入
topicsai-ethics, carbon-emissions, carbon-footprint, co2-emissions, energy-consumption, energy-efficiency, fairness, sustainability
has_wiki
homepagehttps://docs.codecarbon.io/
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?

82良好 · 占总体的 16%

安全态势

77良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 14 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 — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
3.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 22 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7.7
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_packages38
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:codecarbon@3.2.9 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 38 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。

74良好 · 占总体的 0%
评分方式
45/45代理指令 — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, GEMINI.md, docs/how-to/agents.md
0/15机器可读文档(llms.txt)
34.3/40可读的提交历史 — 87 次人类提交中有 56 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_share0.644
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md, GEMINI.md, docs/how-to/agents.md
agent_instruction_max_bytes4,115
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 — .eslintrc.json, .flake8
11/11静态类型检查 — codecarbon/py.typed, webapp/tsconfig.json
10/10可复现环境 — Dockerfile, 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 11 次为自动依赖更新
7/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
所用输入
has_nix
has_tests
lockfilespackage-lock.json, uv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configscodecarbon/py.typed, webapp/tsconfig.json
agent_commit_share0.07
toolchain_manifests
dependency_bot_commit_share0.11
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(codecarbon/py.typed, webapp/tsconfig.json)
54.9/55可控的文件大小 — 采样的 405 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes77,721
source_files_sampled405
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 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

1,887GitHub 星标
97贡献者
564最近 12 个月提交数
0距最近推送天数
68发布版本数
4巴士系数(bus factor)
108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 pypi package 'carbonserver' from its registry

更多细节

Star 与 Fork 历史 0 ★ / 307 ⇿
0Star
307Fork
66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。

012525037530572020-112023-092026-07
主版本 3次版本 11修订 46

每个点涵盖 6 天。

OpenSSF Scorecard 7.7 / 10
7.7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 · 2026-07-28 15:31 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-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
10Code-Reviewall changesets reviewed
10Contributorsproject has 14 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
7Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities22 existing vulnerabilities detected
直接依赖 67
注册表软件包版本约束清单文件
PyPIalembic<2.0.0carbonserver/pyproject.toml
PyPIauthlib>=1.7.2carbonserver/pyproject.toml
PyPIbcrypt<5.0.0carbonserver/pyproject.toml
PyPIpython-dateutil<3.0.0carbonserver/pyproject.toml
PyPIdependency-injector<5.0.0carbonserver/pyproject.toml
PyPIfastapi<0.140.5,>=0.138.1carbonserver/pyproject.toml
PyPIfastapicarbonserver/pyproject.toml
PyPIhttpx2>=2.0.0carbonserver/pyproject.toml
PyPIpydantic>=2.0.0,<3.0.0carbonserver/pyproject.toml
PyPIpydantic-settings>=2.14.2,<3.0.0carbonserver/pyproject.toml
PyPIpsycopg2-binary<3.0.0carbonserver/pyproject.toml
PyPIrequests<3.0.0carbonserver/pyproject.toml
PyPIsqlalchemy<2.0.0carbonserver/pyproject.toml
PyPIuvicorn<1.0.0carbonserver/pyproject.toml
PyPIfastapi-pagination<1.0.0carbonserver/pyproject.toml
PyPInumpycarbonserver/pyproject.toml
PyPIpsutilcarbonserver/pyproject.toml
PyPIrapidfuzzcarbonserver/pyproject.toml
PyPIPyJWTcarbonserver/pyproject.toml
PyPIfastapi-oidc>=0.0.9carbonserver/pyproject.toml
PyPIauthlib>=1.6.6carbonserver/pyproject.toml
PyPIjoserfc>=1.0.0carbonserver/pyproject.toml
PyPIitsdangerous>=2.2.0carbonserver/pyproject.toml
PyPIarrowpyproject.toml
PyPIauthlib>=1.2.1pyproject.toml
PyPIjoserfc>=1.0.0pyproject.toml
PyPIclickpyproject.toml
PyPIpandas>=2.3.3pyproject.toml
PyPIpandaspyproject.toml
PyPIprometheus_clientpyproject.toml
PyPIpsutil>= 6.0.0pyproject.toml
PyPIpy-cpuinfopyproject.toml
PyPIpydantic>=2.0.0,<3.0.0pyproject.toml
PyPInvidia-ml-pypyproject.toml
PyPIrapidfuzzpyproject.toml
PyPIrequestspyproject.toml
PyPIquestionarypyproject.toml
PyPIrichpyproject.toml
PyPItyperpyproject.toml
PyPIpycountrypyproject.toml
npm@radix-ui/react-dialog^1.1.15webapp/package.json
npm@radix-ui/react-dropdown-menu^2.1.16webapp/package.json
npm@radix-ui/react-label^2.1.8webapp/package.json
npm@radix-ui/react-navigation-menu^1.2.14webapp/package.json
npm@radix-ui/react-popover^1.1.15webapp/package.json
npm@radix-ui/react-select^2.2.6webapp/package.json
npm@radix-ui/react-separator^1.1.8webapp/package.json
npm@radix-ui/react-slot^1.2.4webapp/package.json
npm@radix-ui/react-switch^1.2.6webapp/package.json
npm@radix-ui/react-tabs^1.1.13webapp/package.json
npm@radix-ui/react-tooltip^1.2.8webapp/package.json
npmclass-variance-authority^0.7.1webapp/package.json
npmclsx^2.1.1webapp/package.json
npmcopy-to-clipboard^3.3.3webapp/package.json
npmdate-fns^3.6.0webapp/package.json
npmlucide-react^0.411.0webapp/package.json
npmreact19.1.0webapp/package.json
npmreact-day-picker^9.13.0webapp/package.json
npmreact-dom19.1.0webapp/package.json
npmreact-router-dom^7.17.0webapp/package.json
npmrecharts^2.15.4webapp/package.json
npmsonner^2.0.7webapp/package.json
npmswr^2.3.8webapp/package.json
npmtailwind-merge^2.6.1webapp/package.json
npmtailwindcss^4.3.1webapp/package.json
npmtailwindcss-animate^1.0.7webapp/package.json
npmzod^3.25.76webapp/package.json
全部依赖 616

来自 GitHub 依赖图的完整解析依赖集合:77 个直接依赖与 539 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@radix-ui/react-dialog1.1.15直接
npm@radix-ui/react-dropdown-menu2.1.16直接
npm@radix-ui/react-label2.1.8直接
npm@radix-ui/react-navigation-menu1.2.14直接
npm@radix-ui/react-popover1.1.15直接
npm@radix-ui/react-select2.2.6直接
npm@radix-ui/react-separator1.1.8直接
npm@radix-ui/react-slot1.2.3直接
npm@radix-ui/react-slot1.2.4直接
npm@radix-ui/react-switch1.2.6直接
npm@radix-ui/react-tabs1.1.13直接
npm@radix-ui/react-tooltip1.2.8直接
npmclass-variance-authority0.7.1直接
npmclsx2.1.1直接
npmcopy-to-clipboard3.3.3直接
npmdate-fns3.6.0直接
npmdate-fns4.1.0直接
npmlucide-react0.411.0直接
npmreact19.1.0直接
npmreact-day-picker9.13.0直接
npmreact-dom19.1.0直接
npmreact-router-dom7.17.0直接
npmrecharts2.15.4直接
npmsonner2.0.7直接
npmswr2.4.0直接
npmtailwind-merge2.6.1直接
npmtailwindcss4.3.1直接
npmtailwindcss-animate1.0.7直接
npmzod3.25.76直接
PyPIalembic1.17.2直接
PyPIalembic1.18.4直接
PyPIarrow1.4.0直接
PyPIauthlib1.7.2直接
PyPIbcrypt4.3.0直接
PyPIclick8.3.1直接
PyPIclick8.4.1直接
PyPIdependency-injector4.48.2直接
PyPIdependency-injector4.49.0直接
PyPIfastapi0.138.1直接
PyPIfastapi0.140.4直接
PyPIfastapi-oidc0.0.11直接
PyPIfastapi-oidc0.0.9直接
PyPIfastapi-pagination0.15.0直接
PyPIfastapi-pagination0.15.14直接
PyPIhttpx22.9.1直接
PyPIitsdangerous2.2.0直接
PyPIjoserfc1.7.0直接
PyPInumpy2.2.6直接
PyPInumpy2.4.2直接
PyPInumpy2.4.6直接
PyPInvidia-ml-py13.610.43直接
PyPIpandas2.3.3直接
PyPIpandas3.0.3直接
PyPIprometheus-client0.25.0直接
PyPIpsutil6.1.1直接
PyPIpsutil7.2.2直接
PyPIpsycopg2-binary2.9.11直接
PyPIpsycopg2-binary2.9.12直接
PyPIpy-cpuinfo9.0.0直接
PyPIpycountry26.2.16直接
PyPIpydantic2.12.5直接
PyPIpydantic2.13.4直接
PyPIpydantic-settings2.14.2直接
PyPIpyjwt2.13.0直接
PyPIpython-dateutil2.9.0.post0直接
PyPIquestionary2.1.1直接
PyPIrapidfuzz3.14.3直接
PyPIrapidfuzz3.14.5直接
PyPIrequests2.33.1直接
PyPIrequests2.34.2直接
PyPIrich14.2.0直接
PyPIrich15.0.0直接
PyPIsqlalchemy1.4.54直接
PyPItyper0.20.0直接
PyPItyper0.26.7直接
PyPIuvicorn0.38.0直接
PyPIuvicorn0.49.0直接
npm@adobe/css-tools4.5.0间接
npm@alloc/quick-lru5.2.0间接
npm@asamuzakjp/css-color3.2.0间接
npm@babel/code-frame7.29.0间接
npm@babel/helper-validator-identifier7.28.5间接
npm@babel/runtime7.28.6间接
npm@csstools/color-helpers5.1.0间接
npm@csstools/css-calc2.1.4间接
npm@csstools/css-color-parser3.1.0间接
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PyPIzipp4.1.0间接
依赖安全公告 0

安装 pypi:codecarbon@3.2.9 会引入 38 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
{
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        "ai-ethics",
        "carbon-emissions",
        "carbon-footprint",
        "co2-emissions",
        "energy-consumption",
        "energy-efficiency",
        "fairness",
        "sustainability"
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      "size_kb": 37467,
      "has_wiki": true,
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        "HTML": 563,
        "Mako": 494,
        "Jinja": 623,
        "Shell": 6785,
        "Python": 1259044,
        "Dockerfile": 2284,
        "JavaScript": 154,
        "TypeScript": 395839
      },
      "pushed_at": "2026-07-28T08:43:36Z",
      "created_at": "2020-05-12T14:44:03Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-28T08:40:41Z",
      "description": "Track emissions from Compute and recommend ways to reduce their impact on the environment.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "TypeScript"
      ]
    },
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      "name": "CodeCarbon",
      "type": "Organization",
      "login": "mlco2",
      "company": null,
      "location": null,
      "followers": 100,
      "avatar_url": "https://avatars.githubusercontent.com/u/54071934?v=4",
      "created_at": "2019-08-13T14:32:32Z",
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      "public_repos": 13,
      "account_age_days": 2541
    },
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      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
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      ],
      "recent_commits": [
        {
          "oid": "336da333f3ff4b0110ab1a2b3106ce1f341fa2f8",
          "body": "build(deps): bump the uv group across 3 directories with 4 updates",
          "is_bot": false,
          "headline": "Merge pull request #1245 from mlco2/dependabot/uv/uv-df783ae491",
          "author_name": "Benoît Courty",
          "author_login": "benoit-cty",
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        {
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          "body": "Bumps the uv group with 4 updates in the / directory: [cryptography](https://github.com/pyca/cryptography), [pyjwt](https://github.com/jpadilla/pyjwt), [python-multipart](https://github.com/Kludex/python-multipart) and [starlette](https://github.com/Kludex/starlette).\nBumps the uv group with 2 updat\n[…]\nion\n  dependency-group: uv\n- dependency-name: starlette\n  dependency-version: 1.3.1\n  dependency-type: direct:production\n  dependency-group: uv\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "headline": "build(deps): bump the uv group across 3 directories with 4 updates",
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          "is_bot": false,
          "headline": "docs: clarify tracking_mode affects RAM and CPU (#484) (#1163)",
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        },
        {
          "oid": "e13ba314ce208de9cb879331cfa2e0889d83157d",
          "body": "Bumps the npm_and_yarn group with 1 update in the /webapp directory: [ws](https://github.com/websockets/ws).\n\n\nUpdates `ws` from 8.20.1 to 8.21.1\n- [Release notes](https://github.com/websockets/ws/releases)\n- [Commits](https://github.com/websockets/ws/compare/8.20.1...8.21.1)\n\n---\nupdated-dependenci\n[…]\n dependency-type: indirect\n  dependency-group: npm_and_yarn\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": "build(deps): bump ws (#1267)",
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          "oid": "58c0b1940a256381c8f1229e387bab11e4bdaa4b",
          "body": "release: v3.2.9",
          "is_bot": false,
          "headline": "Merge pull request #1261 from mlco2/release/3.2.9",
          "author_name": "Benoît Courty",
          "author_login": "benoit-cty",
          "committed_at": "2026-07-19T20:04:05Z",
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          "oid": "c38451d7b2adc3548343f2cb7640cd135103a3fb",
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          "headline": "revert changes in uv.lock",
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          "headline": "release: v3.2.9",
          "author_name": "inimaz",
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          "committed_at": "2026-07-19T20:00:43Z",
          "body_truncated": false,
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        },
        {
          "oid": "68e0f715147d2574c4405272b8d879b9e6b02536",
          "body": "…alls-every-second\n\nPerformance improvement: Avoid unnecessary GPU detail queries in _monitor_power()",
          "is_bot": false,
          "headline": "Merge pull request #1264 from vishali-mp/perf/issue-gpu-heavyweight-c…",
          "author_name": "Benoît Courty",
          "author_login": "benoit-cty",
          "committed_at": "2026-07-19T16:34:50Z",
          "body_truncated": false,
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        {
          "oid": "c6866c54380716ca565c079323e9a4e2a2803c81",
          "body": null,
          "is_bot": false,
          "headline": "Cleaning",
          "author_name": "benoit-cty",
          "author_login": null,
          "committed_at": "2026-07-19T16:29:59Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "fc2a4cd71be0e23c6b79e70bbbf7154c012479ed",
          "body": null,
          "is_bot": false,
          "headline": "tests: fix mock arg mismatch in start_task init failure test",
          "author_name": "benoit-cty",
          "author_login": null,
          "committed_at": "2026-07-19T16:28:05Z",
          "body_truncated": false,
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        },
        {
          "oid": "a7f0f0a34cc2e3b9e7cceddf5b33cbe631107c64",
          "body": "Covers all guard conditions in the monitoring loop:\n- gpu_index is None → entry skipped\n- gpu_index not in monitored set → entry skipped\n- gpu_utilization key missing → entry skipped\n- empty list from get_gpu_utilization_list() → nothing collected",
          "is_bot": false,
          "headline": "test(gpu): add edge case tests for _monitor_power lightweight path",
          "author_name": "Vishali M P",
          "author_login": "vishali-mp",
          "committed_at": "2026-07-07T19:54:23Z",
          "body_truncated": false,
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        {
          "oid": "2aeba579627c46553f6e40bbf73f7abb111b2dd0",
          "body": null,
          "is_bot": false,
          "headline": "Add benchmarks to backup the changes",
          "author_name": "Vishali M P",
          "author_login": "vishali-mp",
          "committed_at": "2026-07-07T19:43:20Z",
          "body_truncated": false,
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        },
        {
          "oid": "0c34475b0b4b8b69abd8245a9663826ddfd93b80",
          "body": "_get_gpu_details makes 8 NVML calls per GPU (memory, temperature, power,\nenergy, utilization, compute mode, compute processes, graphics processes)\nbut _monitor_power only consumes gpu_index and gpu_utilization.\n\nAdd get_gpu_utilization_lightweight() which makes 1 NVML call per GPU\n(nvmlDeviceGetUtil\n[…]\ning cycle from 8 to 1 per GPU — on an\n8-GPU system that's 56 fewer NVML calls per second (64 → 8).\n\nget_gpu_details() is preserved unchanged for measure_power_and_energy\nwhere power_usage is consumed.",
          "is_bot": false,
          "headline": "perf(gpu): skip heavyweight NVML calls in _monitor_power hot path",
          "author_name": "Vishali M P",
          "author_login": "vishali-mp",
          "committed_at": "2026-07-07T19:43:20Z",
          "body_truncated": true,
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        },
        {
          "oid": "3161c53cdbc8f142f26583e3f14de248979d6916",
          "body": "…254)\n\n* perf: cache hardware detection and optimize warm-path reuse\n\nAdd process-level hardware setup cache, probe result caching, platform-aware\nCPU backend selection, and parallel CPU/GPU setup for faster repeat runs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n* test: eagerly reset probe m\n[…]\nto wrapped user commands.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: inimaz <49730431+inimaz@users.noreply.github.com>",
          "is_bot": false,
          "headline": "perf: speed up CLI monitor startup and fix wrapped commands (4/4) (#1…",
          "author_name": "David Berenstein",
          "author_login": "davidberenstein1957",
          "committed_at": "2026-06-29T16:50:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "553e85284361a4788e402ec82c80f149c9067686",
          "body": "* perf: cache hardware detection and optimize warm-path reuse\n\nAdd process-level hardware setup cache, probe result caching, platform-aware\nCPU backend selection, and parallel CPU/GPU setup for faster repeat runs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n* test: eagerly reset probe module c\n[…]\neriment id is configured.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: inimaz <49730431+inimaz@users.noreply.github.com>",
          "is_bot": false,
          "headline": "perf: defer API run creation until first emission upload (3/4) (#1253)",
          "author_name": "David Berenstein",
          "author_login": "davidberenstein1957",
          "committed_at": "2026-06-29T12:16:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
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          "headline": "Merge pull request #1156 from mlco2/feat/intel_npu_support",
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          "headline": "NUMBER_OF_IMAGES",
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          "headline": "fix: set back app alias (with clever nodejs legacy app removed) (#1228)",
          "author_name": "Amine Saboni",
          "author_login": "SaboniAmine",
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          "body": "* fix(front): add public project encryption key & ci update\n\n* fix: add skeletons to show loading phase for scatter charts & time series charts\n\n* fix: fix front end CD\n\n* fix: update mocks for tests",
          "is_bot": false,
          "headline": "fix(front): fix dashboard public sharing and front ci (#1212)",
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          "headline": "Merge pull request #1226 from mlco2/fix/pydantic-version-package",
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          "headline": "fix: remove api group from package pyproject",
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          "body": "* bump deps\n\n* Remove Fief\n\n---------\n\nCo-authored-by: benoit-cty <anne@onyme.fr>",
          "is_bot": false,
          "headline": "Fix API deployment (#1222)",
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          "headline": "feat: first version of telemetry (#1171)",
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          "is_bot": false,
          "headline": "Merge pull request #1224 from kbarkhad/issue_swedish_region",
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          "headline": "Merge pull request #1219 from vishali-mp/perf/issue-2-list-map-to-for…",
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          "body": "list(map(lambda rapl_file: rapl_file.delta(duration), self._rapl_files))\nwas allocating a disposable List[None] purely for side effects. A plain\nfor loop avoids the allocation and is more idiomatic.",
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          "headline": "perf(cpu): replace list(map(...)) with for loop in get_cpu_details",
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          "headline": "Merge pull request #1199 from MatthewJamisonJS/fix/joserfc-migration-…",
          "author_name": "Benoît Courty",
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          "body": "Address review follow-ups on the authlib.jose -> joserfc migration:\n\n- tests/cli/test_cli_auth.py: strengthen test_validate_access_token_valid\n  with a realistic claims dict (exp/iat/sub) so JWTClaimsRegistry actually\n  exercises its default validators instead of trivially passing on an\n  empty payl\n[…]\nvider.py: add\n  test_decode_token_falls_back_to_jwks_when_fief_fails covering the\n  previously-untested JWKS fallback in OIDCAuthProvider._decode_token —\n  the only joserfc-using path in carbonserver.",
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          "headline": "test: cover joserfc migration paths (#1197)",
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          "headline": "fix: migrate authlib.jose to joserfc (#1197)",
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          "body": "Allow custom carbon intensity configuration",
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          "headline": "Merge pull request #863 from mlco2/feat/custom-carbon-intensity",
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          "headline": "Updated Emissions, EmissionsTracker, OfflineEmissionsTracker, and @tr…",
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          "headline": "feat: Allow custom carbon intensity configuration",
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          "headline": "Merge pull request #1187 from mlco2/dependabot/uv/uv-dc55c15f20",
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          "body": "Bumps the uv group with 1 update in the / directory: [urllib3](https://github.com/urllib3/urllib3).\nBumps the uv group with 1 update in the /carbonserver directory: [urllib3](https://github.com/urllib3/urllib3).\nBumps the uv group with 1 update in the /requirements directory: [urllib3](https://githu\n[…]\nirect\n  dependency-group: uv\n- dependency-name: urllib3\n  dependency-version: 2.7.0\n  dependency-type: direct:production\n  dependency-group: uv\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "headline": "Merge pull request #1193 from mlco2/dependabot/pip/pip-2ed8c6dfee",
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "followers": 100,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "mlco2",
              "public_repos": 13,
              "account_age_days": 2541
            },
            "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": "100 followers of mlco2",
                "points": 14.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 100,
                      "login": "mlco2"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "13 public repos, account ~6 yr old",
                "points": 20.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 13
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "codecarbon"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 8
            },
            "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"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 8 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 8
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "74 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 74
                    }
                  }
                ],
                "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": 100,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "14 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "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": ".eslintrc.json, .flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.json, .flake8"
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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": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "20 out of 20 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": [
                "ai-ethics",
                "carbon-emissions",
                "carbon-footprint",
                "co2-emissions",
                "energy-consumption",
                "energy-efficiency",
                "fairness",
                "sustainability"
              ],
              "has_wiki": true,
              "homepage": "https://docs.codecarbon.io/",
              "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": "https://docs.codecarbon.io/",
                "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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": 82,
        "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": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 77,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.7
            },
            "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": "20 out of 20 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": "badge detected: InProgress",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 14 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": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 6 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 7",
                "points": 3.5,
                "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",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "22 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:codecarbon@3.2.9 runtime dependency closure — what installing the published package pulls in — 38 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:codecarbon@3.2.9",
                  "assessed": 38
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 38,
              "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": {}
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                ],
                "max_points": 40
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            ]
          },
          {
            "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": 38,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
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                "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": {}
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                ],
                "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,
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              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 74,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.644,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 4115
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            "components": [
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                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 45
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              {
                "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",
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                "points": 34.3,
                "status": "partial",
                "details": [
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                    "code": "legible_history",
                    "params": {
                      "legible": 56,
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_nix": false,
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              "has_dockerfile": true,
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              "typecheck_configs": [
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              "agent_commit_share": 0.07,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.11
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
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                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
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                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "codecarbon/py.typed, webapp/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "codecarbon/py.typed, webapp/tsconfig.json"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "7 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 7,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "11 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 11,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 7",
                "points": 7,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 77721,
              "source_files_sampled": 405,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (codecarbon/py.typed, webapp/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "codecarbon/py.typed, webapp/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/405 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 405,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'carbonserver' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T15:31:46.231969Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mlco2/codecarbon.svg",
  "full_name": "mlco2/codecarbon",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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.

单项结果在整体记录中的位置: 汇总统计PyPI.