公开记录
软件健康报告模式 0.16.0 · 指标 1.13.0 · 2026-07-21 02:32 UTC

fugue-project / fugue

A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.

PythonApache-2.0★ 2,170 星标⑂ 103 复刻始于 2020年3月在 GitHub 上查看 ↗

fugue-project/fugue 的健康指数为 100 分中的 69 分,处于「中等」区间。 其得分最高的类别是Engineering Quality(88/100),最低的是Security(48/100)。 最近一次更新在 62 天前。 近期的大部分工作由 2 位贡献者完成。

69
总分 / 100
中等

软件健康指数

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

69
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
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

63 关注者15 个公开仓库始于 2020年5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标签
PyPIfugue0.9.72,256,796126150 天前distributedsparkdaskrayduckdbsqldsldomain-specific-language

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?

51中等 · 占总体的 22%

开发活跃度

31存在风险
评分方式
18/36推送新近度 — 最近一次推送于 62 天前
3.5/36提交节奏 — 52 周中有 5 周有提交
9.7/18提交量 — 最近一年 11 次提交
0/10OpenSSF Scorecard:Maintained — 0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0
所用输入
commits_last_year11
human_commit_share
days_since_last_push62
active_weeks_last_year5

发布纪律

82良好
评分方式
27/27有发布版本 — 已发布 100 个发布版本
27/36发布时效 — 最近一次发布版本于 150 天前
19.8/27发布节奏 — 约每 73.5 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count100
latest_release_tagv0.9.7
releases_from_tags
days_since_latest_release150
mean_days_between_releases73.5
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?

81良好 · 占总体的 18%
评分方式
54.1/60星标 — 2,170 个星标
16.7/25复刻 — 103 个复刻
7.2/15关注者 — 21 位关注者
所用输入
forks103
stars2,170
watchers21
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
80/80月度下载量 — pypi 合计每月 2,256,796 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesfugue
dependents
ecosystemspypi
total_downloads
monthly_downloads2,256,796
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

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

76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
12.2/22.5提交分布 — 头号贡献者编写了 46% 的提交
13.5/13.5贡献者广度 — 22 位贡献者
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor2
contributors_sampled22
top_contributor_share0.456
评分方式
41.1/46.8议题解决 — 88% 的议题已关闭
35.9/38.3PR 接受 — 已裁定的 PR 中 274/292 已合并
13.5/15OpenSSF Scorecard:Code-Review — Found 28/30 approved changesets -- score normalized to 9
所用输入
merged_prs274
open_issues33
closed_issues241
issue_closed_ratio0.88
closed_unmerged_prs18
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
13/25所有者影响力 — fugue-project 有 63 位关注者
20.8/25既往记录 — 15 个公开仓库,账户约 6 年
所用输入
followers63
owner_typeOrganization
is_verified
owner_loginfugue-project
public_repos15
account_age_days2,262
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 150 天前
20/20版本历史 — 126 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
packagesfugue
ecosystemspypi
any_deprecated
min_days_since_publish150

工程质量

基础的工程与文档实践是否到位?

88优秀 · 占总体的 20%

工程实践

80良好
评分方式
24/24CI 工作流 — 10 个工作流
24/24存在测试
16/16Linter 配置 — .pylintrc
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
6/20OpenSSF Scorecard:CI-Tests — 9 out of 30 merged PRs checked by a CI test -- score normalized to 3
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://fugue-tutorials.readthedocs.io/
10/10仓库描述
10/10主题标签 — 9 个主题标签
10/10Wiki
所用输入
topicsspark, dask, data-practitioners, machine-learning, distributed-systems, distributed-computing, distributed, sql, pandas
has_wiki
homepagehttps://fugue-tutorials.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?

48存在风险 · 占总体的 16%

安全态势

35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
0.8/2.5CI-Tests — 9 out of 30 merged PRs checked by a CI test -- score normalized to 3
0.5/2.5CII-Best-Practices — badge detected: InProgress
6.8/7.5Code-Review — Found 28/30 approved changesets -- score normalized to 9
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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
0/7.5Maintained — 0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0
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 — 103 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3.5
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
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_packages10
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:fugue@0.9.7 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 10 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。

54中等 · 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)
0/40可读的提交历史 — 无数据
所用输入
has_llms_txt
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
已排除计分(无数据或不适用):可读的提交历史。 其余权重已重新归一化。
评分方式
18/18一条命令的引导启动 — Makefile, docs/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .pylintrc
11/11静态类型检查 — fugue/py.typed
10/10可复现环境 — devcontainer, lockfile
0/10已体现的代理实践 — 无数据
0/8自动化维护 — 无数据
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_filesMakefile, docs/Makefile
has_devcontainer
has_linter_config
typecheck_configsfugue/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
已排除计分(无数据或不适用):已体现的代理实践, 自动化维护。 其余权重已重新归一化。
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(fugue/py.typed)
54.6/55可控的文件大小 — 采样的 251 个源文件中有 2 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes88,213
source_files_sampled251
oversized_source_files2

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

2,170GitHub 星标
22贡献者
11最近 12 个月提交数
62距最近推送天数
100发布版本数
2巴士系数(bus factor)
33开放议题
PyPI软件包生态系统数

更多细节

OpenSSF Scorecard 3.5 / 10
3.5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 · 2026-07-21 02:32 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
3CI-Tests9 out of 30 merged PRs checked by a CI test -- score normalized to 3
2CII-Best-Practicesbadge detected: InProgress
9Code-ReviewFound 28/30 approved changesets -- score normalized to 9
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0
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
0Vulnerabilities103 existing vulnerabilities detected
直接依赖 3
注册表软件包版本约束清单文件
PyPItriad>=1.0.1pyproject.toml
PyPIadagio>=0.2.6pyproject.toml
PyPIpandas<3pyproject.toml
全部依赖 244

来自 GitHub 依赖图的完整解析依赖集合:3 个直接依赖与 241 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
PyPIadagio0.2.6直接
PyPIpandas2.3.3直接
PyPItriad1.0.1直接
PyPIaccessible-pygments0.0.5间接
PyPIaiobotocore3.1.1间接
PyPIaiohappyeyeballs2.6.1间接
PyPIaiohttp3.13.3间接
PyPIaioitertools0.13.0间接
PyPIaiosignal1.4.0间接
PyPIalabaster1.0.0间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIantlr4-python3-runtime4.13.2间接
PyPIanyio4.12.1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
PyPIastroid3.2.4间接
PyPIasttokens3.0.1间接
PyPIasync-lru2.1.0间接
PyPIasync-timeout5.0.1间接
PyPIatpublic7.0.0间接
PyPIattrs25.4.0间接
PyPIautopep82.3.2间接
PyPIbabel2.18.0间接
PyPIbeautifulsoup44.14.3间接
PyPIblack26.1.0间接
PyPIbleach6.3.0间接
PyPIblinker1.9.0间接
PyPIbotocore1.42.30间接
PyPIcertifi2026.1.4间接
PyPIcffi2.0.0间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.4间接
PyPIclick8.3.1间接
PyPIcloudpickle3.1.2间接
PyPIcolorama0.4.6间接
PyPIcomm0.2.3间接
PyPIcontourpy1.3.2间接
PyPIcontourpy1.3.3间接
PyPIcoverage7.13.3间接
PyPIcycler0.12.1间接
PyPIdask2026.1.2间接
PyPIdask-sql2024.5.0间接
PyPIdebugpy1.8.20间接
PyPIdecorator5.2.1间接
PyPIdefusedxml0.7.1间接
PyPIdill0.4.1间接
PyPIdistlib0.4.0间接
PyPIdistributed2026.1.2间接
PyPIdocutils0.21.2间接
PyPIdocutils0.22.4间接
PyPIduckdb1.4.4间接
PyPIduckdb-engine0.17.0间接
PyPIentrypoints0.4间接
PyPIexceptiongroup1.3.1间接
PyPIexecuting2.2.1间接
PyPIfastapi0.128.1间接
PyPIfastjsonschema2.21.2间接
PyPIfilelock3.20.3间接
PyPIflake87.3.0间接
PyPIflask3.1.2间接
PyPIfonttools4.61.1间接
PyPIfqdn1.5.1间接
PyPIfrozenlist1.8.0间接
PyPIfsspec2026.1.0间接
PyPIfugue-sql-antlr0.2.4间接
PyPIfugue-sql-antlr-cpp0.2.4间接
PyPIfuro2025.12.19间接
PyPIgoogleapis-common-protos1.72.0间接
PyPIgreenlet3.3.1间接
PyPIgrpcio1.76.0间接
PyPIgrpcio-status1.76.0间接
PyPIh110.16.0间接
PyPIhttpcore1.0.9间接
PyPIhttpx0.28.1间接
PyPIibis-framework11.0.0间接
PyPIidentify2.6.16间接
PyPIidna3.11间接
PyPIimagesize1.4.1间接
PyPIimportlib-metadata8.7.1间接
PyPIiniconfig2.3.0间接
PyPIipykernel6.29.5间接
PyPIipython8.38.0间接
PyPIipython9.10.0间接
PyPIipython-genutils0.2.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIisoduration20.11.0间接
PyPIisort5.13.2间接
PyPIitsdangerous2.2.0间接
PyPIjedi0.19.2间接
PyPIjinja23.1.6间接
PyPIjmespath1.1.0间接
PyPIjson50.13.0间接
PyPIjsonpointer3.0.0间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyter-client7.4.9间接
PyPIjupyter-contrib-core0.4.2间接
PyPIjupyter-contrib-nbextensions0.7.0间接
PyPIjupyter-core5.9.1间接
PyPIjupyter-events0.12.0间接
PyPIjupyter-highlight-selected-word0.2.0间接
PyPIjupyter-lsp2.3.0间接
PyPIjupyter-nbextensions-configurator0.6.4间接
PyPIjupyter-server2.17.0间接
PyPIjupyter-server-terminals0.5.4间接
PyPIjupyterlab4.5.3间接
PyPIjupyterlab-pygments0.3.0间接
PyPIjupyterlab-server2.28.0间接
PyPIkiwisolver1.4.9间接
PyPIlark1.3.1间接
PyPIlibrt0.7.8间接
PyPIlocket1.0.0间接
PyPIlxml6.0.2间接
PyPImarkdown-it-py4.0.0间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib3.10.8间接
PyPImatplotlib-inline0.2.1间接
PyPImccabe0.7.0间接
PyPImdurl0.1.2间接
PyPImistune3.2.0间接
PyPImsgpack1.1.2间接
PyPImultidict6.7.1间接
PyPImypy1.19.1间接
PyPImypy-extensions1.1.0间接
PyPInbclassic1.3.3间接
PyPInbclient0.10.4间接
PyPInbconvert7.17.0间接
PyPInbformat5.10.4间接
PyPInest-asyncio1.6.0间接
PyPInodeenv1.10.0间接
PyPInotebook6.5.7间接
PyPInotebook-shim0.2.4间接
PyPInumpy2.2.6间接
PyPInumpy2.4.2间接
PyPIoverrides7.7.0间接
PyPIpackaging26.0间接
PyPIpandocfilters1.5.1间接
PyPIparso0.8.5间接
PyPIparsy2.2间接
PyPIpartd1.4.2间接
PyPIpathspec1.0.4间接
PyPIpexpect4.9.0间接
PyPIpillow12.1.0间接
PyPIplatformdirs4.5.1间接
PyPIpluggy1.6.0间接
PyPIpolars1.38.0间接
PyPIpolars-runtime-321.38.0间接
PyPIpre-commit4.5.1间接
PyPIprometheus-client0.24.1间接
PyPIprompt-toolkit3.0.52间接
PyPIpropcache0.4.1间接
PyPIprotobuf6.33.5间接
PyPIpsutil7.2.2间接
PyPIptyprocess0.7.0间接
PyPIpure-eval0.2.3间接
PyPIpy4j0.10.9.9间接
PyPIpyarrow23.0.0间接
PyPIpyarrow-hotfix0.7间接
PyPIpycodestyle2.14.0间接
PyPIpycparser3.0间接
PyPIpydantic2.12.5间接
PyPIpydantic-core2.41.5间接
PyPIpyflakes3.4.0间接
PyPIpygments2.19.2间接
PyPIpylint3.2.6间接
PyPIpyparsing3.3.2间接
PyPIpyspark4.1.1间接
PyPIpytest9.0.2间接
PyPIpytest-cov7.0.0间接
PyPIpytest-mock3.15.1间接
PyPIpytest-rerunfailures16.1间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-json-logger4.0.0间接
PyPIpytokens0.4.1间接
PyPIpytz2025.2间接
PyPIpywinpty3.0.3间接
PyPIpyyaml6.0.3间接
PyPIpyzmq27.1.0间接
PyPIray2.53.0间接
PyPIreferencing0.37.0间接
PyPIrequests2.32.5间接
PyPIrfc3339-validator0.1.4间接
PyPIrfc3986-validator0.1.1间接
PyPIrfc3987-syntax1.1.0间接
PyPIrich14.3.2间接
PyPIroman-numerals4.1.0间接
PyPIrpds-py0.30.0间接
PyPIs3fs2026.1.0间接
PyPIseaborn0.13.2间接
PyPIsend2trash2.1.0间接
PyPIsetuptools80.10.2间接
PyPIsix1.17.0间接
PyPIsnowballstemmer3.0.1间接
PyPIsortedcontainers2.4.0间接
PyPIsoupsieve2.8.3间接
PyPIsphinx8.1.3间接
PyPIsphinx9.0.4间接
PyPIsphinx9.1.0间接
PyPIsphinx-autodoc-typehints3.0.1间接
PyPIsphinx-autodoc-typehints3.6.1间接
PyPIsphinx-autodoc-typehints3.6.2间接
PyPIsphinx-basic-ng1.0.0b2间接
PyPIsphinx-rtd-theme3.1.0间接
PyPIsphinxcontrib-applehelp2.0.0间接
PyPIsphinxcontrib-devhelp2.0.0间接
PyPIsphinxcontrib-htmlhelp2.1.0间接
PyPIsphinxcontrib-jquery4.1间接
PyPIsphinxcontrib-jsmath1.0.1间接
PyPIsphinxcontrib-qthelp2.0.0间接
PyPIsphinxcontrib-serializinghtml2.0.0间接
PyPIsqlalchemy2.0.10间接
PyPIsqlglot27.29.0间接
PyPIstack-data0.6.3间接
PyPIstarlette0.50.0间接
PyPItabulate0.9.0间接
PyPItblib3.2.2间接
PyPIterminado0.18.1间接
PyPItinycss21.4.0间接
PyPItomli2.4.0间接
PyPItomlkit0.14.0间接
PyPItoolz1.1.0间接
PyPItornado6.5.4间接
PyPItraitlets5.14.3间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2025.3间接
PyPItzlocal5.3.1间接
PyPIuri-template1.3.0间接
PyPIurllib32.6.3间接
PyPIuvicorn0.40.0间接
PyPIvirtualenv20.36.1间接
PyPIwcwidth0.5.3间接
PyPIwebcolors25.10.0间接
PyPIwebencodings0.5.1间接
PyPIwebsocket-client1.9.0间接
PyPIwerkzeug3.1.5间接
PyPIwrapt2.1.1间接
PyPIyarl1.22.0间接
PyPIzict3.0.0间接
PyPIzipp3.23.0间接
PyPIzstandard0.25.0间接
依赖安全公告 0

安装 pypi:fugue@0.9.7 会引入 10 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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          "type": "User",
          "login": "gityow",
          "commits": 41,
          "avatar_url": "https://avatars.githubusercontent.com/u/16054167?v=4"
        },
        {
          "type": "User",
          "login": "rdmolony",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/50016440?v=4"
        },
        {
          "type": "User",
          "login": "WangCHX",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/1172621?v=4"
        },
        {
          "type": "User",
          "login": "alexander-beedie",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/2613171?v=4"
        },
        {
          "type": "User",
          "login": "ahuang11",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/15331990?v=4"
        },
        {
          "type": "User",
          "login": "aholten",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/15971315?v=4"
        },
        {
          "type": "User",
          "login": "CRSantiago",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/42612374?v=4"
        },
        {
          "type": "User",
          "login": "veghdev",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/61405792?v=4"
        }
      ],
      "contributors_sampled": 22,
      "top_contributor_share": 0.456
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "lint.yml",
        "publish.yml",
        "test_all.yml",
        "test_core.yml",
        "test_dask.yml",
        "test_no_sql.yml",
        "test_notebook.yml",
        "test_ray.yml",
        "test_spark.yml",
        "test_win.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        ".pylintrc"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "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",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 3,
            "reason": "9 out of 30 merged PRs checked by a CI test -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 2,
            "reason": "badge detected: InProgress",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 9,
            "reason": "Found 28/30 approved changesets -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "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"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "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"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "103 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "e415ad235234b2c9052e6d0c045e7c76f1faa42b",
        "ran_at": "2026-07-21T02:32:22Z",
        "aggregate_score": 3.5,
        "scorecard_version": "v5.5.0"
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      "has_codeql_workflow": false,
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      "has_dependabot_config": false
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  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/fugue-project/fugue",
    "host": "github.com",
    "name": "fugue",
    "owner": "fugue-project"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
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      "inputs": {
        "security": 48,
        "vitality": 51,
        "community": 81,
        "governance": 76,
        "engineering": 88
      },
      "components": []
    },
    "categories": [
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        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 51,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "at_risk",
            "name": "Development activity",
            "note": null,
            "notes": [],
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            "inputs": {
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              "human_commit_share": null,
              "days_since_last_push": 62,
              "active_weeks_last_year": 5
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 62 days ago",
                "points": 18,
                "status": "partial",
                "details": [
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                    "code": "push_recency",
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                      "days": 62
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                "max_points": 36
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                "key": "commit_cadence",
                "name": "Commit cadence",
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                "points": 3.5,
                "status": "partial",
                "details": [
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                    "code": "commit_cadence_weeks",
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                ],
                "max_points": 36
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                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "11 commits in the last year",
                "points": 9.7,
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                      "count": 11
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                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0",
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                "status": "missed",
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            ]
          },
          {
            "key": "release_discipline",
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            "notes": [
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 82,
            "inputs": {
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              "days_since_latest_release": 150,
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                "key": "ships_releases",
                "name": "Ships releases",
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                "points": 27,
                "status": "met",
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                "max_points": 27
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                "detail": "latest release 150 days ago",
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                "key": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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                ],
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          {
            "key": "abandonment",
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            "note": null,
            "notes": [],
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            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
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                "key": "project_is_still_maintained",
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                "points": 100,
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                "details": [
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                    "code": "abandonment_unverified",
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                "max_points": 100
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            ]
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        ],
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      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 81,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "stars": 2170,
              "watchers": 21,
              "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": "2,170 stars",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 2170
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "103 forks",
                "points": 16.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
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                      "count": 103
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "21 watchers",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 21
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 100,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2256796
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,256,796 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2256796,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 76,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
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                "detail": "top contributor authored 46% of commits",
                "points": 12.2,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "merged_prs": 274,
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              "closed_issues": 241,
              "issue_closed_ratio": 0.88,
              "closed_unmerged_prs": 18
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "88% of issues closed",
                "points": 41.1,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 88
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "274/292 decided PRs merged",
                "points": 35.9,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 274,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 28/30 approved changesets -- score normalized to 9",
                "points": 13.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "followers": 63,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "fugue-project",
              "public_repos": 15,
              "account_age_days": 2262
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                ],
                "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": "63 followers of fugue-project",
                "points": 13,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 63,
                      "login": "fugue-project"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "15 public repos, account ~6 yr old",
                "points": 20.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 15
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "fugue"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 150
            },
            "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 150 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 150
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "126 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 126
                    }
                  }
                ],
                "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": 88,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 80,
            "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": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": ".pylintrc",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".pylintrc"
                    }
                  }
                ],
                "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 30 merged PRs checked by a CI test -- score normalized to 3",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "spark",
                "dask",
                "data-practitioners",
                "machine-learning",
                "distributed-systems",
                "distributed-computing",
                "distributed",
                "sql",
                "pandas"
              ],
              "has_wiki": true,
              "homepage": "https://fugue-tutorials.readthedocs.io/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://fugue-tutorials.readthedocs.io/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "9 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 48,
        "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 35,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 3.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 30 merged PRs checked by a CI test -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "badge detected: InProgress",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 28/30 approved changesets -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "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": "0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "103 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:fugue@0.9.7 runtime dependency closure — what installing the published package pulls in — 10 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:fugue@0.9.7",
                  "assessed": 10
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 10,
              "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": 10,
              "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": 8
            },
            "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",
        "name": "AI Readiness",
        "value": 54,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "fugue/py.typed"
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              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/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": ".pylintrc",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".pylintrc"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "fugue/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "fugue/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 88213,
              "source_files_sampled": 251,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (fugue/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "fugue/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/251 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 251,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "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": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T02:32:45.664909Z",
  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/fugue-project/fugue.svg",
  "full_name": "fugue-project/fugue",
  "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 v0.16.0—— 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.