公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 08:49 UTC

phackstock / pyam

an open-source Python package for IAM scenario analysis and visualization

PythonApache-2.0★ 0 星标⑂ 0 复刻始于 2021年8月复刻在 GitHub 上查看 ↗

phackstock/pyam 的健康指数为 100 分中的 48 分,处于「存在风险」区间。 其得分最高的类别是Sustainability & Governance(62/100),最低的是Community & Adoption(12/100)。 最近一次更新在 9 天前。 近期的大部分工作由 1 位贡献者完成。

48
总分 / 100
存在风险

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。

48
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

Philip Hackstock个人账户
10 关注者24 个公开仓库始于 2016年7月International Institute for Applied Systems Analysis (IIASA)

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
PyPIpyam-iamc3.4.0-4245 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?

56中等 · 占总体的 22%
评分方式
28.8/36推送新近度 — 最近一次推送于 9 天前
13.2/36提交节奏 — 52 周中有 19 周有提交
14.7/18提交量 — 最近一年 42 次提交
10/10OpenSSF Scorecard:Maintained — 12 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year42
human_commit_share0.9
days_since_last_push9
active_weeks_last_year19

发布纪律

40存在风险
评分方式
16.2/27有发布版本 — 18 个版本标签(无 GitHub 发布版本)
0/36发布时效 — 最近一次发布版本于 1,811 天前
19.8/27发布节奏 — 约每 47.9 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count18
latest_release_tagv1.1.0
releases_from_tags
days_since_latest_release1,811
mean_days_between_releases47.9
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?

12危急 · 占总体的 18%
评分方式
0/60星标 — 0 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 0 位关注者
所用输入
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

25危急
评分方式
0/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
0/18CONTRIBUTING 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
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

62中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
7.4/22.5提交分布 — 头号贡献者编写了 67% 的提交
13.5/13.5贡献者广度 — 32 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 12 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled32
top_contributor_share0.672
评分方式
0/46.8议题解决 — 没有议题或无数据
38.2/38.3PR 接受 — 已裁定的 PR 中 1/1 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs1
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
已排除计分(无数据或不适用):议题解决。 其余权重已重新归一化。
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
7.5/25所有者影响力 — phackstock 有 10 位关注者
22.2/25既往记录 — 24 个公开仓库,账户约 9 年
所用输入
followers10
owner_typeUser
is_verified
owner_loginphackstock
public_repos24
account_age_days3,649
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。
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 45 天前
20/20版本历史 — 42 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
packagespyam-iamc
ecosystemspypi
any_deprecated
min_days_since_publish45

工程质量

基础的工程与文档实践是否到位?

56中等 · 占总体的 20%

工程实践

60中等
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
已排除计分(无数据或不适用):OpenSSF Scorecard:CI-Tests。 其余权重已重新归一化。

文档

50中等
评分方式
0/30README
25/25文档目录
15/15文档 / 主页站点 — https://pyam-iamc.readthedocs.io/
0/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepagehttps://pyam-iamc.readthedocs.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?

46存在风险 · 占总体的 16%

安全态势

33存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 12 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 12 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3.3
已排除计分(无数据或不适用):ci_tests, packaging, signed_releases。 其余权重已重新归一化。
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_packages90
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:pyam-iamc@3.4.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 90 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。

49存在风险 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 90 次人类提交中有 89 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_share0.989
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — docs/Makefile, manuscripts/ORE/Makefile
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
8/8自动化维护 — 最近 100 次提交中有 10 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilespoetry.lock
has_dockerfile
typed_language
bootstrap_filesdocs/Makefile, manuscripts/ORE/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.1
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
54.4/55可控的文件大小 — 采样的 85 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes110,779
source_files_sampled85
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

0GitHub 星标
32贡献者
42最近 12 个月提交数
9距最近推送天数
18发布版本数
1巴士系数(bus factor)
0开放议题
PyPI软件包生态系统数

数据采集警告

  • Community profile unavailable

更多细节

OpenSSF Scorecard 3.3 / 10
3.3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 · 2026-07-26 08:49 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 12 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained12 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
直接依赖 13
注册表软件包版本约束清单文件
PyPIiam-units>=2021.8.12pyproject.toml
PyPIixmp4>=0.16.4pyproject.toml
PyPImatplotlib>=3.6.0pyproject.toml
PyPInumpy>=1.26.0pyproject.toml
PyPIopenpyxl>=3.1.2pyproject.toml
PyPIpandas>=2.1.2, <3.0.0pyproject.toml
PyPIPint>=0.16pyproject.toml
PyPIPyYAML>=6.0.1pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIseaborn>=0.11pyproject.toml
PyPIrequests>2.27.1pyproject.toml
PyPIwquantiles>=0.6pyproject.toml
PyPIXlsxWriter>=3.0.3pyproject.toml
全部依赖 201

来自 GitHub 依赖图的完整解析依赖集合:13 个直接依赖与 188 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
PyPIiam-units2026.5.18直接
PyPIixmp40.16.4直接
PyPImatplotlib3.10.9直接
PyPInumpy2.2.6直接
PyPIopenpyxl3.1.5直接
PyPIpandas2.3.3直接
PyPIpint0.24.4直接
PyPIpyyaml6.0.3直接
PyPIrequests2.34.2直接
PyPIscipy1.15.3直接
PyPIseaborn0.13.2直接
PyPIwquantiles0.6直接
PyPIxlsxwriter3.2.9直接
PyPIalabaster1.0.0间接
PyPIalembic1.18.4间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanyio4.13.0间接
PyPIappdirs1.4.4间接
PyPIappnope0.1.4间接
PyPIargon2-cffi25.1.0间接
PyPIargon2-cffi-bindings25.1.0间接
PyPIast-serialize0.5.0间接
PyPIasttokens3.0.1间接
PyPIattrs26.1.0间接
PyPIautodocsumm0.2.15间接
PyPIbabel2.18.0间接
PyPIbackoff2.2.1间接
PyPIbeautifulsoup44.15.0间接
PyPIbleach6.4.0间接
PyPIboto31.43.25间接
PyPIbotocore1.43.25间接
PyPIcached-property2.0.1间接
PyPIcachetools5.5.2间接
PyPIcertifi2026.5.20间接
PyPIcffi2.0.0间接
PyPIchardet7.4.3间接
PyPIcharset-normalizer3.4.7间接
PyPIclick8.4.1间接
PyPIcolorama0.4.6间接
PyPIcomm0.2.3间接
PyPIcontourpy1.3.2间接
PyPIcoverage7.14.1间接
PyPIcoveralls4.1.0间接
PyPIcycler0.12.1间接
PyPIdataflows-tabulator1.54.3间接
PyPIdatapackage1.15.4间接
PyPIdateparser1.4.0间接
PyPIdebugpy1.8.21间接
PyPIdecorator5.3.1间接
PyPIdefusedxml0.7.1间接
PyPIdocutils0.21.2间接
PyPIet-xmlfile2.0.0间接
PyPIexceptiongroup1.3.1间接
PyPIexecuting2.2.1间接
PyPIfake-useragent2.2.0间接
PyPIfaker40.21.0间接
PyPIfastjsonschema2.21.2间接
PyPIflexcache0.3间接
PyPIflexparser0.4间接
PyPIfonttools4.63.0间接
PyPIgreenlet3.5.1间接
PyPIh110.16.0间接
PyPIh24.3.0间接
PyPIhpack4.1.0间接
PyPIhttpcore1.0.9间接
PyPIhttpx0.27.2间接
PyPIhyperframe6.1.0间接
PyPIidna3.18间接
PyPIijson3.5.0间接
PyPIimagesize2.0.0间接
PyPIiniconfig2.3.0间接
PyPIipykernel7.2.0间接
PyPIipython8.39.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIisodate0.7.2间接
PyPIjedi0.20.0间接
PyPIjinja23.1.6间接
PyPIjmespath1.1.0间接
PyPIjsonlines4.0.0间接
PyPIjsonpointer3.1.1间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyter-client8.9.1间接
PyPIjupyter-core5.9.1间接
PyPIjupyterlab-pygments0.3.0间接
PyPIkaleido0.2.1间接
PyPIkiwisolver1.5.0间接
PyPIlibrt0.11.0间接
PyPIlinear-tsv1.1.0间接
PyPIlitestar2.23.0间接
PyPIlitestar-htmx0.5.0间接
PyPImako1.3.12间接
PyPImarkdown-it-py4.2.0间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib-inline0.2.2间接
PyPImdurl0.1.2间接
PyPIminio7.2.20间接
PyPImistune3.2.1间接
PyPImsgspec0.21.1间接
PyPImultidict6.7.1间接
PyPImultipart1.3.1间接
PyPImypy2.1.0间接
PyPImypy-extensions1.1.0间接
PyPInarwhals2.22.1间接
PyPInbclient0.11.0间接
PyPInbconvert7.17.1间接
PyPInbformat5.10.4间接
PyPInbsphinx0.9.8间接
PyPInest-asyncio1.6.0间接
PyPInumpydoc1.10.0间接
PyPIpackaging26.2间接
PyPIpandas-stubs2.3.3.260113间接
PyPIpandera0.31.1间接
PyPIpandocfilters1.5.1间接
PyPIparso0.8.7间接
PyPIpathspec1.1.1间接
PyPIpexpect4.9.0间接
PyPIpillow12.2.0间接
PyPIplatformdirs4.10.0间接
PyPIplotly6.8.0间接
PyPIpluggy1.6.0间接
PyPIpolars1.41.2间接
PyPIpolars-runtime-321.41.2间接
PyPIpolyfactory3.3.0间接
PyPIpooch1.9.0间接
PyPIprompt-toolkit3.0.52间接
PyPIpsutil7.2.2间接
PyPIpsycopg3.3.4间接
PyPIpsycopg-binary3.3.4间接
PyPIptyprocess0.7.0间接
PyPIpure-eval0.2.3间接
PyPIpyarrow24.0.0间接
PyPIpycparser3.0间接
PyPIpycryptodome3.23.0间接
PyPIpydantic2.13.4间接
PyPIpydantic-core2.46.4间接
PyPIpydantic-settings2.14.1间接
PyPIpygments2.20.0间接
PyPIpyjwt2.13.0间接
PyPIpypandoc1.17间接
PyPIpyparsing3.3.2间接
PyPIpytest9.0.3间接
PyPIpytest-cov7.1.0间接
PyPIpytest-mpl0.19.0间接
PyPIpython-calamine0.6.2间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-dotenv1.2.2间接
PyPIpytz2026.2间接
PyPIpyzmq27.1.0间接
PyPIreferencing0.37.0间接
PyPIregex2026.5.9间接
PyPIrfc39862.0.0间接
PyPIrich14.3.4间接
PyPIrich-click1.9.8间接
PyPIroman-numerals4.1.0间接
PyPIrpds-py0.30.0间接
PyPIruff0.15.16间接
PyPIs3transfer0.18.0间接
PyPIscse-toolkit1.0.5间接
PyPIshellingham1.5.4间接
PyPIshelved-cache0.3.1间接
PyPIsix1.17.0间接
PyPIsniffio1.3.1间接
PyPIsnowballstemmer3.1.1间接
PyPIsoupsieve2.8.4间接
PyPIsphinx8.1.3间接
PyPIsphinx-gallery0.21.0间接
PyPIsphinxcontrib-applehelp2.0.0间接
PyPIsphinxcontrib-devhelp2.0.0间接
PyPIsphinxcontrib-htmlhelp2.1.0间接
PyPIsphinxcontrib-jsmath1.0.1间接
PyPIsphinxcontrib-qthelp2.0.0间接
PyPIsphinxcontrib-serializinghtml2.0.0间接
PyPIsqlalchemy2.0.50间接
PyPIsqlalchemy-utils0.42.1间接
PyPIstack-data0.6.3间接
PyPItableschema1.21.0间接
PyPItabulate0.10.0间接
PyPItinycss21.5.1间接
PyPItoml0.10.2间接
PyPItomli2.4.1间接
PyPItornado6.5.7间接
PyPItraitlets5.15.1间接
PyPItreelib1.8.0间接
PyPItypeguard4.5.2间接
PyPItyper0.26.7间接
PyPItypes-pytz2026.2.0.20260518间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspect0.9.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2026.2间接
PyPItzlocal5.3.1间接
PyPIunfccc-di-api4.0.4间接
PyPIunicodecsv0.14.1间接
PyPIurllib32.7.0间接
PyPIwbdata1.1.0间接
PyPIwcwidth0.8.1间接
PyPIwebencodings0.5.1间接
PyPIxarray2025.6.1间接
PyPIxlrd2.0.2间接
依赖安全公告 0

安装 pypi:pyam-iamc@3.4.0 会引入 90 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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    },
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          "avatar_url": "https://avatars.githubusercontent.com/u/16931589?v=4"
        },
        {
          "type": "User",
          "login": "gidden",
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          "avatar_url": "https://avatars.githubusercontent.com/u/1392657?v=4"
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        {
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          "login": "znicholls",
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        {
          "type": "User",
          "login": "coroa",
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          "avatar_url": "https://avatars.githubusercontent.com/u/2552981?v=4"
        },
        {
          "type": "User",
          "login": "phackstock",
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          "avatar_url": "https://avatars.githubusercontent.com/u/20710924?v=4"
        },
        {
          "type": "User",
          "login": "Rlamboll",
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          "avatar_url": "https://avatars.githubusercontent.com/u/9784227?v=4"
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        {
          "type": "User",
          "login": "zikolach",
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          "avatar_url": "https://avatars.githubusercontent.com/u/79057?v=4"
        },
        {
          "type": "User",
          "login": "glatterf42",
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          "avatar_url": "https://avatars.githubusercontent.com/u/83776373?v=4"
        },
        {
          "type": "User",
          "login": "byersiiasa",
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          "avatar_url": "https://avatars.githubusercontent.com/u/17701232?v=4"
        },
        {
          "type": "User",
          "login": "OFR-IIASA",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/20972550?v=4"
        }
      ],
      "contributors_sampled": 32,
      "top_contributor_share": 0.672
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    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "nightly.yml",
        "publish.yml",
        "pytest-legacy.yml",
        "pytest.yml",
        "ruff.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
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      "scorecard": {
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          {
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
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            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
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            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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          {
            "name": "CII-Best-Practices",
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            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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          {
            "name": "Code-Review",
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            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 12 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
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            "reason": "12 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
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            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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          {
            "name": "SAST",
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            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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          {
            "name": "Token-Permissions",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "name": "Vulnerabilities",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "ci_last_run_at": "2026-07-16T09:29:40Z",
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  "config": {
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    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/phackstock/pyam",
    "host": "github.com",
    "name": "pyam",
    "owner": "phackstock"
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      "key": "overall",
      "band": "at_risk",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 48,
      "inputs": {
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        "community": 12,
        "governance": 62,
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      "components": []
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        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
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        "weight": 0.22,
        "metrics": [
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            "note": null,
            "notes": [],
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              "human_commit_share": 0.9,
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                "detail": "last push 9 days ago",
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                "max_points": 36
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                "key": "commit_cadence",
                "name": "Commit cadence",
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                "key": "commit_volume",
                "name": "Commit volume",
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
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                "points": 10,
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            "notes": [
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              "days_since_latest_release": 1811,
              "mean_days_between_releases": 47.9
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            "components": [
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                "key": "ships_releases",
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                "key": "release_cadence",
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            "key": "abandonment",
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        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
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            "note": null,
            "notes": [],
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              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "0 stars",
                "points": 0,
                "status": "missed",
                "details": [
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                      "count": 0
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                "max_points": 25
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              {
                "key": "watchers",
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                "status": "missed",
                "details": [
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                    "code": "watchers",
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_readme": false,
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              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 0,
                "status": "missed",
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                "max_points": 22.5
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              {
                "key": "license",
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                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
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                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
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                "max_points": 22.5
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                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "points": 0,
                "status": "missed",
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                "key": "code_of_conduct",
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                "points": 0,
                "status": "missed",
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              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 62,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 32,
              "top_contributor_share": 0.672
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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              },
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                "key": "commit_distribution",
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                "detail": "top contributor authored 67% of commits",
                "points": 7.4,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "32 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 12 contributing companies or organizations",
                "points": 10,
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                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
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            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 72,
            "inputs": {
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
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                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1/1 decided PRs merged",
                "points": 38.2,
                "status": "met",
                "details": [
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "followers": 10,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "phackstock",
              "public_repos": 24,
              "account_age_days": 3649
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "10 followers of phackstock",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 10,
                      "login": "phackstock"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "24 public repos, account ~9 yr old",
                "points": 22.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 24
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pyam-iamc"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 45
            },
            "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 45 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 45
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "42 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 42
                    }
                  }
                ],
                "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": "moderate",
        "name": "Engineering Quality",
        "value": 56,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": "https://pyam-iamc.readthedocs.io/",
              "has_readme": false,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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://pyam-iamc.readthedocs.io/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 33,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 3.3
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 12 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "12 commit(s) and 0 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "24 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:pyam-iamc@3.4.0 runtime dependency closure — what installing the published package pulls in — 90 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:pyam-iamc@3.4.0",
                  "assessed": 90
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 90,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 90,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 18
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 49,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.989,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "89 of 90 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 89,
                      "sampled": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile",
                "manuscripts/ORE/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.1
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile, manuscripts/ORE/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile, manuscripts/ORE/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "10 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 110779,
              "source_files_sampled": 85,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/85 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 85,
                      "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": [
    "Community profile unavailable"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T08:49:19.890802Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/phackstock/pyam.svg",
  "full_name": "phackstock/pyam",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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.