公开记录
软件健康报告模式 0.27.0 · 指标 2.5.0 · 2026-07-30 19:55 UTC

TGSAI / mdio-python

Cloud native, scalable storage engine for various types of energy data.

PythonApache-2.0★ 41 星标⑂ 19 复刻始于 2022年8月在 GitHub 上查看 ↗
类型命令行工具如何判定

TGSAI/mdio-python 的健康指数为 100 分中的 87 分,处于「优秀」区间。 其得分最高的类别是Engineering Quality(96/100),最低的是Sustainability & Governance(57/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

87
总分 / 100
优秀

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均,再依据公开记录的分布进行校准,使各等级具有百分位含义;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 34(存在风险)的上限。

87
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19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。

加权总体分 73 经校准后在公布的指数量表上为 87(记录校准 2026-08-02)。

所有权

TGS.AI组织
19 关注者6 个公开仓库始于 2022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标签
PyPImultidimio1.2.13,714630 天前mdiomultidimioseismicwinddata

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?

89优秀 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
16.6/36提交节奏 — 52 周中有 24 周有提交
18/18提交量 — 最近一年 115 次提交
10/10OpenSSF Scorecard:Maintained — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year115
human_commit_share0.91
days_since_last_push0
active_weeks_last_year24

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 64 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 32.8 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count64
latest_release_tagv1.2.1
releases_from_tags
days_since_latest_release0
mean_days_between_releases32.8
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?

61中等 · 占总体的 17%
评分方式
26/60星标 — 41 个星标
10.5/25复刻 — 19 个复刻
3.3/15关注者 — 5 位关注者
所用输入
forks19
stars41
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(Apache-2.0)
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
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template
评分方式
47.6/80月度下载量 — pypi 合计每月 3,714 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
packagesmultidimio
dependents
ecosystemspypi
total_downloads
monthly_downloads3,714
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?

57中等 · 占总体的 23%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
4.4/22.5提交分布 — 头号贡献者编写了 80% 的提交
8.1/13.5贡献者广度 — 6 位贡献者
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor1
contributors_sampled6
top_contributor_share0.803
评分方式
34.9/42议题解决 — 83% 的议题已关闭
17.4/30PR 接受 — 已裁定的 PR 中 416/719 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — Found 2/29 approved changesets -- score normalized to 0
所用输入
merged_prs416
open_issues20
closed_issues99
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.832
closed_unmerged_prs303
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
9.4/25所有者影响力 — TGSAI 有 19 位关注者
14.8/25既往记录 — 6 个公开仓库,账户约 4 年
所用输入
followers19
owner_typeOrganization
is_verified
owner_loginTGSAI
public_repos6
account_age_days1,577
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 0 天前
20/20版本历史 — 63 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
packagesmultidimio
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

96卓越 · 占总体的 19%

工程实践

100卓越
评分方式
24/24CI 工作流 — 3 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 28 out of 28 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

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://mdio.dev/
10/10仓库描述
10/10主题标签 — 6 个主题标签
0/10Wiki
所用输入
topicsdask, energy, machine-learning, segy, zarr, deep-learning
has_wiki
homepagehttps://mdio.dev/
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?

64中等 · 占总体的 16%

安全态势

55中等
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 — 28 out of 28 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
0/7.5Code-Review — Found 2/29 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
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
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.5
已排除计分(无数据或不适用):branch_protection, signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories5
affected_packages1
assessed_packages215
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 215 个已解析依赖与 OSV 比对。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

64中等 · 占总体的 4%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 91 次人类提交中有 79 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_share0.868
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — noxfile.py
22/22自动化测试
11/11Lint / 格式化配置
11/11静态类型检查 — src/mdio/py.typed
10/10可复现环境 — devcontainer, lockfile
4/10已体现的代理实践 — 最近 100 次提交中有 2 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 9 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_filesnoxfile.py
has_devcontainer
has_linter_config
typecheck_configssrc/mdio/py.typed
agent_commit_share0.02
toolchain_manifests
dependency_bot_commit_share0.09
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(src/mdio/py.typed)
55/55可控的文件大小 — 采样的 161 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes28,508
source_files_sampled161
oversized_source_files0
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

41GitHub 星标
6贡献者
115最近 12 个月提交数
0距最近推送天数
64发布版本数
1巴士系数(bus factor)
20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
  • deps.dev does not index pypi:multidimio@1.2.1; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 19 ⇿
0Star
19Fork
56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。

0481216201922022-082024-082026-07
主版本 1次版本 9修订 43

每个点涵盖 4 天。

OpenSSF Scorecard 5.5 / 10
5.5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 · 2026-07-30 19:55 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-Tests28 out of 28 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 2/29 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow 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
7Vulnerabilities3 existing vulnerabilities detected
直接依赖 14
注册表软件包版本约束清单文件
PyPIclick>=8.4.2pyproject.toml
PyPIclick-params>=0.5.0pyproject.toml
PyPIdask>=2026.7.0pyproject.toml
PyPIfsspec>=2025.9.0,<2026.2.0pyproject.toml
PyPIpint>=0.25.3pyproject.toml
PyPIpsutil>=7.2.2pyproject.toml
PyPIpydantic>=2.13.4pyproject.toml
PyPIpydantic-settings>=2.14.2pyproject.toml
PyPIrich>=15.0.0pyproject.toml
PyPIsegy>=0.6.0pyproject.toml
PyPItqdm>=4.68.3pyproject.toml
PyPIuniversal-pathlib>=0.3.10pyproject.toml
PyPIxarray>=2026.4.0pyproject.toml
PyPIzarr>=3.2.1pyproject.toml
全部依赖 215

来自 GitHub 依赖图的完整解析依赖集合:14 个直接依赖与 201 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
PyPIclick8.4.2直接
PyPIclick-params0.5.0直接
PyPIdask2026.7.0直接
PyPIfsspec2026.1.0直接
PyPIpint0.25.3直接
PyPIpsutil7.2.2直接
PyPIpydantic2.13.4直接
PyPIpydantic-settings2.14.2直接
PyPIrich15.0.0直接
PyPIsegy0.6.0直接
PyPItqdm4.68.3直接
PyPIuniversal-pathlib0.3.10直接
PyPIxarray2026.4.0直接
PyPIzarr3.3.0直接
PyPIaccessible-pygments0.0.5间接
PyPIadlfs2026.5.0间接
PyPIaiobotocore3.7.0间接
PyPIaiohappyeyeballs2.7.1间接
PyPIaiohttp3.14.1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
PyPIanyio4.14.1间接
PyPIappnope0.1.4间接
PyPIast-serialize0.6.0间接
PyPIasttokens3.0.1间接
PyPIattrs26.1.0间接
PyPIautodoc-pydantic2.2.0间接
PyPIazure-core1.41.0间接
PyPIazure-identity1.25.3间接
PyPIazure-storage-blob12.30.0间接
PyPIbabel2.18.0间接
PyPIbeautifulsoup44.15.0间接
PyPIbokeh3.9.1间接
PyPIbotocore1.43.0间接
PyPIcertifi2026.6.17间接
PyPIcffi2.0.0间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.8间接
PyPIcloudpickle3.1.2间接
PyPIcolorama0.4.6间接
PyPIcomm0.2.3间接
PyPIcontourpy1.3.3间接
PyPIcoverage7.15.0间接
PyPIcryptography49.0.0间接
PyPIcycler0.12.1间接
PyPIdebugpy1.8.21间接
PyPIdecorator5.3.1间接
PyPIdeprecated1.3.1间接
PyPIdistlib0.4.3间接
PyPIdistributed2026.7.0间接
PyPIdocutils0.22.4间接
PyPIdonfig0.8.1.post1间接
PyPIexecuting2.2.1间接
PyPIfastjsonschema2.21.2间接
PyPIfilelock3.29.5间接
PyPIflexcache0.3间接
PyPIflexparser0.4间接
PyPIfonttools4.63.0间接
PyPIfrozenlist1.8.0间接
PyPIfuro2025.12.19间接
PyPIgcsfs2026.1.0间接
PyPIgoogle-api-core2.31.0间接
PyPIgoogle-auth2.55.1间接
PyPIgoogle-auth-oauthlib1.4.0间接
PyPIgoogle-cloud-core2.6.0间接
PyPIgoogle-cloud-storage3.12.0间接
PyPIgoogle-cloud-storage-control1.12.0间接
PyPIgoogle-crc32c1.8.0间接
PyPIgoogle-resumable-media2.10.0间接
PyPIgoogleapis-common-protos1.75.0间接
PyPIgreenlet3.5.3间接
PyPIgrpc-google-iam-v10.14.4间接
PyPIgrpcio1.82.0间接
PyPIgrpcio-status1.82.0间接
PyPIh110.16.0间接
PyPIidentify2.6.19间接
PyPIidna3.18间接
PyPIimagesize2.0.0间接
PyPIimportlib-metadata9.0.0间接
PyPIiniconfig2.3.0间接
PyPIipykernel7.3.0间接
PyPIipython9.15.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIipywidgets8.1.8间接
PyPIisodate0.7.2间接
PyPIjedi0.20.0间接
PyPIjinja23.1.6间接
PyPIjmespath1.1.0间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyter-cache1.0.1间接
PyPIjupyter-client8.9.1间接
PyPIjupyter-core5.9.1间接
PyPIjupyterlab-widgets3.0.16间接
PyPIkiwisolver1.5.0间接
PyPIlibrt0.12.0间接
PyPIlinkify-it-py2.1.0间接
PyPIllvmlite0.48.0间接
PyPIlocket1.0.0间接
PyPImarkdown-it-py4.2.0间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib3.11.0间接
PyPImatplotlib-inline0.2.2间接
PyPImdit-py-plugins0.6.1间接
PyPImdurl0.1.2间接
PyPImsal1.37.0间接
PyPImsal-extensions1.3.1间接
PyPImsgpack1.2.1间接
PyPImultidict6.7.1间接
PyPImultidimio1.2.1间接
PyPImypy2.1.0间接
PyPImypy-extensions1.1.0间接
PyPImyst-nb1.4.0间接
PyPImyst-parser5.1.0间接
PyPInarwhals2.23.0间接
PyPInbclient0.11.0间接
PyPInbformat5.10.4间接
PyPInest-asyncio21.7.2间接
PyPInodeenv1.10.0间接
PyPInumba0.66.0间接
PyPInumcodecs0.16.5间接
PyPInumpy2.4.6间接
PyPIoauthlib3.3.1间接
PyPIpackaging26.2间接
PyPIpandas2.3.3间接
PyPIparso0.8.7间接
PyPIpartd1.4.2间接
PyPIpathlib-abc0.5.2间接
PyPIpathspec1.1.1间接
PyPIpexpect4.9.0间接
PyPIpillow12.3.0间接
PyPIplatformdirs4.10.0间接
PyPIpluggy1.6.0间接
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依赖安全公告 1

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 215 个包,其中也包含从不交付的开发与测试版本固定:1 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
pyasn10.6.3间接50.6.4

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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          "headline": "update tutorials index with introduction and new toctree options (#725)",
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          "headline": "Add `__repr__` and `_repr_html_` to builder and template (#719)",
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          "body": "…ssues. (#701)\n\n* Fix bug 613 on top of latest main\n\n* Exclude TestBug613HandlesNotClosed from coverage\n\n* Space is added by pre-commit\n\n* Exclude from code coverage: test_teapot_import_cloud_to_cloud\n\n* Remove tests as per the PR review\n\n* PR review: move _get_coordinate_scalar()\n\n* PR Review fixes\n[…]\nd imports\n\n* refactor: update type hints in _workers.py for improved readability and compliance with TYPE_CHECKING\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Refactor initial file information handling while avoiding `asyncio` i…",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
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          "body": "* Implement validation for all required fields\n\n* Update logic to use sets\n\n* Add requested unit tests\n\n* Pre-commit\n\n* use magic mock\n\n* also print template name in error\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
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          "headline": "Implement SEG-Y header validation for required template keys  (#705)",
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          "headline": "ChunkIterator: account for smaller last slice (#702)",
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          "oid": "a7708237efed920ad54e791d9e1e2569fadad9c5",
          "body": "…d applied. (#700)\n\n* Support SEG-Y header overrides during file ingestion\n\n* Clean up redundant SEG-Y file initialization and fix import naming inconsistency\n\n* Refactor SEG-Y file initialization and adjust import formatting for clarity\n\n* refine coordinate unit extraction logic\n\n* Refactor coordin\n[…]\nrray\n\n* add tutorial for dealing with corrupt SEG-Y files.\n\n* nicer syntax\n\n* fix broken tests after schema change\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
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          "headline": "Ensure header overrides functionality of `TGSAI/segy` is available an…",
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          "body": "* Bump `segy` dependency to `0.5.2`.\n\n* Update references to `SegySettings` to `SegyFileSettings` after dependency bump.\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
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          "headline": "Bump `segy` dependency to `0.5.2`. (#699)",
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          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 4 to 5.\n- [Release notes](https://github.com/actions/download-artifact/releases)\n- [Commits](https://github.com/actions/download-artifact/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/downlo\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
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          "headline": "Bump actions/download-artifact from 4 to 5 (#692)",
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          "oid": "0c69d543285d0651dde05b677d0057874b9bfbaf",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v5)\n\n---\nupdated-dependenc\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 5 (#694)",
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          "headline": "Bump codecov/codecov-action from 5.4.3 to 5.5.1 (#695)",
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          "headline": "clean tests and make sure all test code is executed (#685)",
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          "is_bot": true,
          "headline": "Bump actions/setup-python from 5 to 6 (#693)",
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          "headline": "Bump furo from 2025.7.19 to 2025.9.25 in /docs (#696)",
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          "headline": "Remove CalculateCable grid override (#697)",
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          "headline": "Remove ChannelWrap grid override (#698)",
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          "author_login": "BrianMichell",
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          "oid": "3dcbf25effdc158e76fd50dcb068fe448fb339ba",
          "body": "…nates (#660)\n\n* Re-implement on-the-fly chunking for non-dimension coordinates and live-mask\n\n* refactor a little\n\n* make chunks a little smaller\n\n* ensure non-dim coordinates are compressed\n\n* readjust sizes\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "(Re)implement dynamic chunking for live mask and non-dimension coordi…",
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          "body": "…rom SEG-Y in `segy_file_header` variable. (#683)\n\n* binary_header_disaster_recovery 2\n\n* Update segy.py\n\nMake raw binary header serialization conditional to match with pending raw trace headers PR\n\n* Update test_segy_roundtrip_teapot.py\n\nSet the raw headers environment variable\n\n* refactor a little\n\n* monkey patch env vars for teapot\n\n---------\n\nCo-authored-by: Brian Michell <brianm314@comcast.net>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Environment variable flag to preserve unmodified, raw binary header f…",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
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          "oid": "1b982559bcf6689995130f1063341c073d8f5a86",
          "body": "…rom SEG-Y as variable. (#659)\n\n* Reimplement disaster recovery logic\n\n* Ensure getting true raw bytes for DR array\n\n* Linting\n\n* Add v2 issue check\n\n* Fix pre-commit\n\n* Profiled disaster recovery array (#8)\n\n- Avoids duplicate read regression issue\n- Implements isolated and testable logic\n\n* Fix un\n[…]\nr/raw stuff\n\n* rename env var for raw headers\n\n* simplify 240-byte scalar type\n\n* rename trace wrapper and do lazy decoding\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
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          "headline": "Environment variable flag to preserve unmodified, raw trace headers f…",
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          "author_login": "BrianMichell",
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          "headline": "update segy to prep for DR PRs (#691)",
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                "max_points": 10
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            ]
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          {
            "key": "abandonment",
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            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "red_flag": false,
              "multiplier_pct": 100,
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            "components": [
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                "key": "project_is_still_maintained",
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                "max_points": 100
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        ],
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      },
      {
        "key": "community",
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        "name": "Community & Adoption",
        "value": 61,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
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            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 40,
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              "forks": 19,
              "stars": 41,
              "watchers": 5,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
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                "detail": "41 stars",
                "points": 26,
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                      "count": 41
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                ],
                "max_points": 60
              },
              {
                "key": "forks",
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                "detail": "19 forks",
                "points": 10.5,
                "status": "partial",
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                    "code": "forks",
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                      "count": 19
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "5 watchers",
                "points": 3.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 5
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
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              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
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            "components": [
              {
                "key": "readme",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
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                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
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                ],
                "max_points": 22.5
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              {
                "key": "contributing_guide",
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                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
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                "detail": null,
                "points": 13.5,
                "status": "met",
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "pr_template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "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",
                "params": {}
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            ],
            "value": 60,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 3714
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "3,714 downloads/month across pypi",
                "points": 47.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 3714,
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 28,
            "inputs": {
              "bus_factor": 1,
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              "top_contributor_share": 0.803
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
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                    "code": "bus_factor",
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                      "count": 1
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                      "share": 80
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
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                "points": 8.1,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
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                ],
                "max_points": 13.5
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              {
                "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",
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            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            "value": 60,
            "inputs": {
              "merged_prs": 416,
              "open_issues": 20,
              "closed_issues": 99,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.832,
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              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "83% of issues closed",
                "points": 34.9,
                "status": "partial",
                "details": [
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                    "code": "issues_closed_share",
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                      "share": 83
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                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "416/719 decided PRs merged",
                "points": 17.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 416,
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                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
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                "points": 0,
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                "details": [
                  {
                    "code": "no_newcomer_prs",
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                "max_points": 13
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              {
                "key": "openssf_scorecard_code_review",
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
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              "owner_type": "Organization",
              "is_verified": null,
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              "account_age_days": 1577
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            "components": [
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                "key": "ownership_backing",
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                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
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                "points": 0,
                "status": "missed",
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                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "19 followers of TGSAI",
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                "key": "track_record",
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                    "code": "account_age_years",
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                "max_points": 25
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          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
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                "multidimio"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
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            "components": [
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
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                "details": [
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                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
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                "status": "met",
                "details": [
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                    "code": "publish_recency",
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                "max_points": 35
              },
              {
                "key": "version_history",
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                "detail": "63 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                  }
                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
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                "details": [
                  {
                    "code": "package_not_deprecated",
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                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "weight": 0.19,
        "metrics": [
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            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
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              "has_editorconfig": true,
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
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                "details": [
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                    "code": "ci_workflows",
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                "max_points": 24
              },
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                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
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                "details": [],
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              },
              {
                "key": "linter_config",
                "name": "Linter config",
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              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "dask",
                "energy",
                "machine-learning",
                "segy",
                "zarr",
                "deep-learning"
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            "components": [
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                "key": "readme",
                "name": "README",
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                "max_points": 30
              },
              {
                "key": "documentation_directory",
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                "key": "documentation_homepage_site",
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                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
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                "points": 10,
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                "max_points": 10
              },
              {
                "key": "topics",
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                "details": [
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                "max_points": 10
              },
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                "key": "wiki",
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                "points": 0,
                "status": "missed",
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                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
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            "key": "security_posture",
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                "code": "excluded_no_data",
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
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                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
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              },
              {
                "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",
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                "status": "missed",
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              },
              {
                "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",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
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                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 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": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 215 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 215
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 5,
              "affected_packages": 1,
              "assessed_packages": 215,
              "unassessed_packages": 0,
              "affected_by_severity": "high 1",
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": "exceptional",
            "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": 215,
              "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": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 4
            },
            "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": 64,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.868,
              "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": "79 of 91 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 79,
                      "sampled": 91
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "noxfile.py"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/mdio/py.typed"
              ],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.09
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "noxfile.py",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "noxfile.py"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/mdio/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/mdio/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": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "9 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 9,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 28508,
              "source_files_sampled": 161,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/mdio/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/mdio/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/161 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 161,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "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? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library",
        "application"
      ],
      "labels": [
        "library",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:click",
          "weight": 4
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:multidimio@1.2.1; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T19:55:30.152348Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/TGSAI/mdio-python.svg",
  "full_name": "TGSAI/mdio-python",
  "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 v2.5.0、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.