公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 08:34 UTC

alan-turing-institute / autoemulate

Emulate simulations easily

Python · Jupyter NotebookMIT★ 118 星标⑂ 42 复刻始于 2023年8月在 GitHub 上查看 ↗

alan-turing-institute/autoemulate 的健康指数为 100 分中的 79 分,处于「良好」区间。 其得分最高的类别是Vitality(94/100),最低的是Security(52/100)。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。

79
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

79
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

1,007 关注者657 个公开仓库始于 2016年4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
PyPIautoemulate2.1.2-1819 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?

94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
25.6/36提交节奏 — 52 周中有 37 周有提交
18/18提交量 — 最近一年 1,306 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year1,306
human_commit_share0.88
days_since_last_push0
active_weeks_last_year37

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 17 个发布版本
36/36发布时效 — 最近一次发布版本于 18 天前
27/27发布节奏 — 约每 41.9 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count17
latest_release_tagv2.1.2
releases_from_tags
days_since_latest_release18
mean_days_between_releases41.9
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?

66中等 · 占总体的 18%
评分方式
33.5/60星标 — 118 个星标
13.4/25复刻 — 42 个复刻
3.3/15关注者 — 5 位关注者
所用输入
forks42
stars118
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
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?

82良好 · 占总体的 24%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
16/22.5提交分布 — 头号贡献者编写了 29% 的提交
13.5/13.5贡献者广度 — 24 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 26 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled24
top_contributor_share0.289
评分方式
41.3/46.8议题解决 — 88% 的议题已关闭
35.2/38.3PR 接受 — 已裁定的 PR 中 453/492 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs453
open_issues60
closed_issues454
issue_closed_ratio0.883
closed_unmerged_prs39
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
21.6/25所有者影响力 — alan-turing-institute 有 1,007 位关注者
25/25既往记录 — 657 个公开仓库,账户约 10 年
所用输入
followers1,007
owner_typeOrganization
is_verified
owner_loginalan-turing-institute
public_repos657
account_age_days3,762
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 19 天前
20/20版本历史 — 18 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
packagesautoemulate
ecosystemspypi
any_deprecated
min_days_since_publish19

工程质量

基础的工程与文档实践是否到位?

90优秀 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 9 out of 9 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

85优秀
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
10/10主题标签 — 14 个主题标签
10/10Wiki
所用输入
topicshut23, hut23-1468, emulation, pytorch, active-learning, calibration, gaussian-processes, mcmc, sensitivity-analysis, uncertainty-quantification, ensemble, history-matching, neural-networks, aiphys
has_wiki
homepage
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?

52中等 · 占总体的 16%

安全态势

47存在风险
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 — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 26 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 — 30 commit(s) and 15 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 — SAST tool is not run on all commits -- score normalized to 0
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 — 109 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4.7
已排除计分(无数据或不适用):branch_protection, 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
6.3/25间接依赖不含已知公告 — 2 个受影响:setuptools 68.0.0 (high 8.8), wheel 0.41.0 (high 7.1)
28.6/40没有长期未处理的公告 — 2 个携带公告的软件包超过 90 天未处理;最早一条发布于 741 天前
所用输入
sourceosv
advisories8
affected_packages2
assessed_packages172
unassessed_packages0
affected_by_severityhigh 2
direct_affected_packages0
比对的是 pypi:autoemulate@2.1.2 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 172 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。

53中等 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md
0/15机器可读文档(llms.txt)
24.8/40可读的提交历史 — 88 次人类提交中有 41 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_share0.466
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes4,030
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
0/11静态类型检查
10/10可复现环境 — lockfile
2/10已体现的代理实践 — 最近 100 次提交中有 1 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.01
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
55/55可控的文件大小 — 采样的 113 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes50,214
source_files_sampled113
oversized_source_files0

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

118GitHub 星标
24贡献者
1,306最近 12 个月提交数
0距最近推送天数
17发布版本数
2巴士系数(bus factor)
60开放议题
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

更多细节

Star 与 Fork 历史 0 ★ / 42 ⇿
0Star
42Fork
16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。

010203040504222024-022025-052026-07
主版本 2次版本 6修订 7

每个点涵盖 3 天。

OpenSSF Scorecard 4.7 / 10
4.7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 · 2026-07-26 08:34 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-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 26 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 15 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
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities109 existing vulnerabilities detected
直接依赖 22
注册表软件包版本约束清单文件
PyPImatplotlib>=3.7.2pyproject.toml
PyPIseaborn>=0.12.2pyproject.toml
PyPIscikit-learn>=1.3.0pyproject.toml
PyPIpandas>=2.1pyproject.toml
PyPItorch>=2.1.0pyproject.toml
PyPIscipy>=1.11.3pyproject.toml
PyPInumpy>=1.24pyproject.toml
PyPIjoblib>=1.3.2pyproject.toml
PyPItqdm>=4.66.2pyproject.toml
PyPIlightgbm>=4.3.0pyproject.toml
PyPIipywidgets>=8.1.2pyproject.toml
PyPIgpytorch>=1.12pyproject.toml
PyPIsalib>=1.5.1pyproject.toml
PyPItorcheval>=0.0.7pyproject.toml
PyPIanytree>=2.12.1pyproject.toml
PyPItorchmetrics>=1.7.1pyproject.toml
PyPIpyro-ppl>=1.9.1pyproject.toml
PyPItorchrbf>=0.0.1pyproject.toml
PyPIarviz>=0.21.0,<1.0pyproject.toml
PyPIgetdist>=1.7.2pyproject.toml
PyPIeinops>=0.8.1pyproject.toml
PyPIharmonic>=1.3.0pyproject.toml
全部依赖 316

来自 GitHub 依赖图的完整解析依赖集合:27 个直接依赖与 289 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
PyPIanytree2.13.0直接
PyPIarviz0.22.0直接
PyPIeinops0.8.1直接
PyPIgetdist1.7.2直接
PyPIgpytorch1.14直接
PyPIharmonic1.3.0直接
PyPIharmonic1.3.1直接
PyPIipywidgets8.1.7直接
PyPIjoblib1.5.1直接
PyPIlightgbm4.6.0直接
PyPImatplotlib3.10.5直接
PyPInumpy1.26.4直接
PyPInumpy2.3.2直接
PyPIpandas2.3.1直接
PyPIpyro-ppl1.9.1直接
PyPIsalib1.5.1直接
PyPIscikit-learn1.7.2直接
PyPIscikit-learn1.8.0直接
PyPIscipy1.15.3直接
PyPIscipy1.16.1直接
PyPIseaborn0.13.2直接
PyPItorch2.11.0+cu126直接
PyPItorch2.7.1直接
PyPItorcheval0.0.7直接
PyPItorchmetrics1.8.0直接
PyPItorchrbf1.0.0直接
PyPItqdm4.67.1直接
PyPIabsl-py2.4.0间接
PyPIaccessible-pygments0.0.5间接
PyPIaiofiles25.1.0间接
PyPIalabaster0.7.16间接
PyPIannotated-types0.7.0间接
PyPIanyio4.13.0间接
PyPIappnope0.1.4间接
PyPIargon2-cffi25.1.0间接
PyPIargon2-cffi-bindings25.1.0间接
PyPIarrow1.4.0间接
PyPIasciitree0.3.3间接
PyPIasttokens3.0.0间接
PyPIasync-lru2.3.0间接
PyPIattrs25.3.0间接
PyPIautoemulate1.1间接
PyPIautoemulate2.1.1间接
PyPIbabel2.17.0间接
PyPIbeautifulsoup44.13.4间接
PyPIblack25.1.0间接
PyPIbleach6.3.0间接
PyPIcertifi2025.7.14间接
PyPIcffi1.17.1间接
PyPIcfgv3.4.0间接
PyPIcharset-normalizer3.4.2间接
PyPIchex0.1.90间接
PyPIclick8.2.1间接
PyPIcloudpickle3.1.2间接
PyPIcolorama0.4.6间接
PyPIcolorlog6.10.1间接
PyPIcomm0.2.3间接
PyPIconfigmypy0.2.0间接
PyPIcontourpy1.3.2间接
PyPIcontourpy1.3.3间接
PyPIcoverage7.10.1间接
PyPIcrc32c2.7.1间接
PyPIcuda-bindings12.9.6间接
PyPIcuda-pathfinder1.5.4间接
PyPIcuda-toolkit12.6.3间接
PyPIcycler0.12.1间接
PyPIcython3.2.4间接
PyPIdataclasses-json0.6.7间接
PyPIdebugpy1.8.15间接
PyPIdecorator5.2.1间接
PyPIdefusedxml0.7.1间接
PyPIdill0.4.0间接
PyPIdistlib0.4.0间接
PyPIdistrax0.1.5间接
PyPIdistrax0.1.7间接
PyPIdm-tree0.1.9间接
PyPIdocutils0.21.2间接
PyPIdonfig0.8.1.post1间接
PyPIetils1.13.0间接
PyPIetils1.14.0间接
PyPIexceptiongroup1.3.0间接
PyPIexecnet2.1.2间接
PyPIexecuting2.2.0间接
PyPIfasteners0.20间接
PyPIfastjsonschema2.21.1间接
PyPIfilelock3.18.0间接
PyPIflax0.10.7间接
PyPIflax0.12.6间接
PyPIfonttools4.59.0间接
PyPIfqdn1.5.1间接
PyPIfsspec2025.7.0间接
PyPIfuro2025.7.19间接
PyPIgast0.7.0间接
PyPIgitdb4.0.12间接
PyPIgitpython3.1.45间接
PyPIgreenlet3.2.3间接
PyPIh110.16.0间接
PyPIh5netcdf1.6.3间接
PyPIh5py3.14.0间接
PyPIhttpcore1.0.9间接
PyPIhttpx0.28.1间接
PyPIhumanize4.15.0间接
PyPIidentify2.6.12间接
PyPIidna3.10间接
PyPIimagesize1.4.1间接
PyPIimportlib-metadata8.7.0间接
PyPIimportlib-resources6.5.2间接
PyPIiniconfig2.1.0间接
PyPIipykernel6.30.0间接
PyPIipython8.37.0间接
PyPIipython9.4.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIisoduration20.11.0间接
PyPIjax0.6.2间接
PyPIjax0.9.2间接
PyPIjaxlib0.6.2间接
PyPIjaxlib0.9.2间接
PyPIjaxtyping0.3.2间接
PyPIjedi0.19.2间接
PyPIjinja23.1.6间接
PyPIjson50.13.0间接
PyPIjsonpointer3.1.1间接
PyPIjsonschema4.25.0间接
PyPIjsonschema-specifications2025.4.1间接
PyPIjupyter1.1.1间接
PyPIjupyter-book1.0.4.post1间接
PyPIjupyter-cache1.0.1间接
PyPIjupyter-client8.6.3间接
PyPIjupyter-console6.6.3间接
PyPIjupyter-core5.8.1间接
PyPIjupyter-events0.12.0间接
PyPIjupyter-lsp2.3.0间接
PyPIjupyter-server2.17.0间接
PyPIjupyter-server-terminals0.5.4间接
PyPIjupyterlab间接
PyPIjupyterlab4.4.5间接
PyPIjupyterlab-pygments0.3.0间接
PyPIjupyterlab-server2.28.0间接
PyPIjupyterlab-widgets3.0.15间接
PyPIkiwisolver1.4.8间接
PyPIlark1.3.1间接
PyPIlatexcodec3.0.1间接
PyPIlightning-utilities0.15.0间接
PyPIlinear-operator0.6间接
PyPIlinkify-it-py2.0.3间接
PyPImarkdown-it-py3.0.0间接
PyPImarkupsafe3.0.2间接
PyPImarshmallow3.26.2间接
PyPImatplotlib-inline0.1.7间接
PyPImdit-py-plugins0.4.2间接
PyPImdurl0.1.2间接
PyPImistune3.2.0间接
PyPImizani0.14.2间接
PyPIml-dtypes0.5.4间接
PyPImodularcirc间接
PyPImpmath1.3.0间接
PyPImsgpack1.1.2间接
PyPImultiprocess0.70.18间接
PyPImypy-extensions1.1.0间接
PyPImyst-nb1.3.0间接
PyPImyst-parser3.0.1间接
PyPInbclient0.10.2间接
PyPInbconvert7.17.0间接
PyPInbformat5.10.4间接
PyPInest-asyncio1.6.0间接
PyPInetworkx3.4.2间接
PyPInetworkx3.5间接
PyPIneuraloperator1.0.2间接
PyPInodeenv1.9.1间接
PyPInotebook7.4.5间接
PyPInotebook-shim0.2.4间接
PyPInumcodecs0.13.1间接
PyPInumcodecs0.16.1间接
PyPInvidia-cublas-cu1212.6.4.1间接
PyPInvidia-cuda-cupti-cu1212.6.80间接
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PyPInvidia-cufile-cu121.11.1.6间接
PyPInvidia-curand-cu1210.3.7.77间接
PyPInvidia-cusolver-cu1211.7.1.2间接
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依赖安全公告 2

安装 pypi:autoemulate@2.1.2 会引入 172 个包(直接与传递):其中 2 个存在已知公告,0 个为直接依赖。

软件包版本关系严重程度公告数修复版本
setuptools68.0.0间接683.0.0
wheel0.41.0间接20.46.2

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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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
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            "components": [
              {
                "key": "readme",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                ],
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              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
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                "details": [],
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              },
              {
                "key": "issue_template",
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                "status": "missed",
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 82,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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              "top_contributor_share": 0.289
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 29% of commits",
                "points": 16,
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                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 29
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                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "24 contributors",
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                "status": "met",
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                  {
                    "code": "contributors_sampled",
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                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 453,
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              "closed_issues": 454,
              "issue_closed_ratio": 0.883,
              "closed_unmerged_prs": 39
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "88% of issues closed",
                "points": 41.3,
                "status": "partial",
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                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 88
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "453/492 decided PRs merged",
                "points": 35.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 453,
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "followers": 1007,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "alan-turing-institute",
              "public_repos": 657,
              "account_age_days": 3762
            },
            "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": "1,007 followers of alan-turing-institute",
                "points": 21.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1007,
                      "login": "alan-turing-institute"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "657 public repos, account ~10 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 657
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "autoemulate"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 19
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 19 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 19
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "18 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "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": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "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": 16,
                "status": "met",
                "details": [],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "9 out of 9 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": 85,
            "inputs": {
              "topics": [
                "hut23",
                "hut23-1468",
                "emulation",
                "pytorch",
                "active-learning",
                "calibration",
                "gaussian-processes",
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                "sensitivity-analysis",
                "uncertainty-quantification",
                "ensemble",
                "history-matching",
                "neural-networks",
                "aiphys"
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              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
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            },
            "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": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "14 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
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                      "count": 14
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                ],
                "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": "moderate",
        "name": "Security",
        "value": 52,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.7
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            "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": [
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                    "code": "no_data",
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 9 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": "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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 26 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": "30 commit(s) and 15 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": "SAST tool is not run on all commits -- score normalized to 0",
                "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": "109 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Matched the pypi:autoemulate@2.1.2 runtime dependency closure — what installing the published package pulls in — 172 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:autoemulate@2.1.2",
                  "assessed": 172
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 70,
            "inputs": {
              "source": "osv",
              "advisories": 8,
              "affected_packages": 2,
              "assessed_packages": 172,
              "unassessed_packages": 0,
              "affected_by_severity": "high 2",
              "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": "2 affected: setuptools 68.0.0 (high 8.8), wheel 0.41.0 (high 7.1)",
                "points": 6.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "setuptools 68.0.0 (high 8.8), wheel 0.41.0 (high 7.1)"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "2 advisory-carrying package(s) unaddressed past 90 days; oldest published 741 days ago",
                "points": 28.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 2,
                      "oldest": 741
                    }
                  }
                ],
                "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": 172,
              "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": 10
            },
            "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": "moderate",
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}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.