公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-23 00:16 UTC

Kaggle / kaggle-sdk-python

Python bindings to access Kaggle endpoints

PythonApache-2.0★ 7 星标⑂ 6 复刻始于 2025年3月在 GitHub 上查看 ↗

Kaggle/kaggle-sdk-python 的健康指数为 100 分中的 61 分,处于「中等」区间。 其得分最高的类别是Vitality(88/100),最低的是Community & Adoption(37/100)。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。

61
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。

61
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

Kaggle组织
2,261 关注者16 个公开仓库始于 2012年1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
PyPIkagglesdk指向其他仓库——不计分0.1.35-320 天前apikaggle

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?

88优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
18.7/36提交节奏 — 52 周中有 27 周有提交
14.9/18提交量 — 最近一年 45 次提交
10/10OpenSSF Scorecard:Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year45
human_commit_share1
days_since_last_push0
active_weeks_last_year27

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 24 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 6 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count24
latest_release_tagv0.1.35
releases_from_tags
days_since_latest_release0
mean_days_between_releases6
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?

37存在风险 · 占总体的 18%
评分方式
12.6/60星标 — 7 个星标
5.8/25复刻 — 6 个复刻
6.7/15关注者 — 17 位关注者
所用输入
forks6
stars7
watchers17
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
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)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

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

79良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
17.1/22.5提交分布 — 头号贡献者编写了 24% 的提交
13.5/13.5贡献者广度 — 11 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 5 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled11
top_contributor_share0.241
评分方式
37.4/46.8议题解决 — 80% 的议题已关闭
34.4/38.3PR 接受 — 已裁定的 PR 中 53/59 已合并
13.5/15OpenSSF Scorecard:Code-Review — Found 29/30 approved changesets -- score normalized to 9
所用输入
merged_prs53
open_issues1
closed_issues4
issue_closed_ratio0.8
closed_unmerged_prs6
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
24.1/25所有者影响力 — Kaggle 有 2,261 位关注者
21/25既往记录 — 16 个公开仓库,账户约 14 年
所用输入
followers2,261
owner_typeOrganization
is_verified
owner_loginKaggle
public_repos16
account_age_days5,300

工程质量

基础的工程与文档实践是否到位?

41存在风险 · 占总体的 20%

工程实践

42存在风险
评分方式
0/24CI 工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
18/20OpenSSF Scorecard:CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

40存在风险
评分方式
30/30README
0/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
0/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

49存在风险 · 占总体的 16%

安全态势

49存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 29/30 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 5 contributing companies or organizations
0/10Dangerous-Workflow — 无数据
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — 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 — 无数据
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate4.9
已排除计分(无数据或不适用):dangerous_workflow, packaging, signed_releases, token_permissions。 其余权重已重新归一化。

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。

39存在风险 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 54 次人类提交中有 53 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_share0.981
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile
0/10已体现的代理实践 — 最近 54 次提交中没有代理编写的提交
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
53.3/55可控的文件大小 — 采样的 161 个源文件中有 5 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes167,583
source_files_sampled161
oversized_source_files5

关键数据

7GitHub 星标
11贡献者
45最近 12 个月提交数
0距最近推送天数
24发布版本数
3巴士系数(bus factor)
1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
  • pypi package 'kagglesdk' points at a different repository (https://github.com/Kaggle/kagglesdk); excluded from ecosystem scoring
  • deps.dev does not index pypi:kagglesdk@0.1.35; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

更多细节

Star 与 Fork 历史 0 ★ / 6 ⇿
0Star
6Fork
20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。

123456612025-092026-012026-06
主版本 0次版本 0修订 20
OpenSSF Scorecard 4.9 / 10
4.9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 · 2026-07-23 00:15 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 29/30 approved changesets -- score normalized to 9
10Contributorsproject has 5 contributing companies or organizations
不适用Dangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
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
不适用Token-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 2
注册表软件包版本约束清单文件
PyPIrequestspyproject.toml
PyPIprotobufpyproject.toml
全部依赖 2

来自 GitHub 依赖图的完整解析依赖集合:2 个直接依赖与 0 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
PyPIprotobuf直接
PyPIrequests直接
依赖安全公告 未评估

本报告未能完成公告比对:No resolved dependencies carried a version and a supported ecosystem

原始 JSON 报告 机器可读
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      "owner_type": "Organization",
      "updated_at": "2026-07-22T21:29:43Z",
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          "kind": "patch",
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          "kind": "patch",
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          "tag": "v0.1.25",
          "kind": "patch",
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          "kind": "patch",
          "published_at": "2026-04-17T18:42:55Z"
        },
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          "kind": "patch",
          "published_at": "2026-04-10T18:08:45Z"
        },
        {
          "tag": "v0.1.17",
          "kind": "patch",
          "published_at": "2026-04-08T21:57:22Z"
        },
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          "tag": "v0.1.16",
          "kind": "patch",
          "published_at": "2026-02-27T19:34:28Z"
        },
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          "tag": "v0.1.15",
          "kind": "patch",
          "published_at": "2026-01-15T23:21:59Z"
        },
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          "tag": "v0.1.14",
          "kind": "patch",
          "published_at": "2025-12-22T22:45:33Z"
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          "kind": "patch",
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          "kind": "patch",
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      "recent_commits": [
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          "oid": "a208c160e632a211dcb8937a14552c3d28773648",
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          "author_name": "Bovard Doerschuk-Tiberi",
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          "headline": "The cumulative diff is now clean — just the typo fix and the `.gitign…",
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          "is_bot": false,
          "headline": "Add exception from #43935 (#66)",
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          "author_login": "stevemessick",
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          "body_truncated": false,
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          "is_bot": false,
          "headline": "Release 0.1.34 (#65)",
          "author_name": "stevemessick",
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          "committed_at": "2026-07-10T17:30:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f07cfc2c6cf6079589db3a8f35ff914cbc2e140",
          "body": "Actually, the formatting is controlled by the code generator, but\nseveral files were changed that have only differences in format.",
          "is_bot": false,
          "headline": "Fix dropped handler code and reformat (#64)",
          "author_name": "stevemessick",
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          "body_truncated": false,
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        {
          "oid": "c77325b79793ac9667a20b899d9be475c607a8f9",
          "body": "Adds get_competition_settings and create_competition_sample_submission\nto competition_api_service.py, plus new supporting types.\n\nRegenerated with kapigen --public-api-output-path only (per README).",
          "is_bot": false,
          "headline": "Regenerate SDK and release 0.1.34 (#63)",
          "author_name": "Bovard Doerschuk-Tiberi",
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          "committed_at": "2026-07-10T16:29:42Z",
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        },
        {
          "oid": "029d8746f54980eaf360c45fbb4fa39ffb20e90d",
          "body": "Point maintainers at internal kapigen docs for regen",
          "is_bot": false,
          "headline": "Point maintainers at internal kapigen docs for regen (#62)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-01T19:43:20Z",
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          "is_coding_agent": false
        },
        {
          "oid": "ac758fa79ffa104a72586524df3692c50192350a",
          "body": "Fixes broken import chain in 0.1.32 where several files (host_service,\nepisode_service, competition_api_service) referenced modules that were\nnever shipped: competition_types, simulations, competition_email_invite,\nevaluation_algorithm, submission, legacy_competition_host_service,\nkernels_service. T\n[…]\nl union for files where both flavors\nhave overlapping but non-identical class sets.\n\nVerified: all 320 kagglesdk modules import cleanly and KaggleClient\ninstantiates with all 21 subclients accessible.",
          "is_bot": false,
          "headline": "Full kagglesdk regen and release 0.1.33 (#59)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-07-01T18:44:32Z",
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        },
        {
          "oid": "ab06cbb8f8a9cba044a2343af9f664cd2266f3f9",
          "body": "## Summary\n\nFix `TimeDeltaSerializer._from_dict_value` to accept protobuf JSON\nduration strings without a fractional component (e.g. `0s`, `151s`). The\ncurrent implementation always splits on `.`, which crashes quota and\nother API responses that return whole-second durations.\n\n**Needs manual sync wi\n[…]\nsticsResponse` JSON deserialization\n\n## Test plan\n\n- [x] `TimeDeltaSerializer._from_dict_value(\"0s\")` returns\n`timedelta(0)`\n- [ ] CI: `python -m unittest\nkaggle_object_tests.TimeDeltaSerializerTests`",
          "is_bot": false,
          "headline": "fix: parse whole-second protobuf duration strings like 0s (#58)",
          "author_name": "Aadi",
          "author_login": "aadi-joshi",
          "committed_at": "2026-07-01T17:44:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7d34c42701e23c2906a311c400c58053b07bfa4b",
          "body": "Adds four newly-promoted public competition API endpoints to the python\nclient, now reachable via kapigen's POST filter:\n- UpdateCompetitionPage (#43648 switched PATCH->POST)\n- DeleteCompetitionPage (#43648 switched DELETE->POST)\n- UpdateCompetitionSettings (#43648 switched PATCH->POST)\n- CreateCompetitionData (#43662)\n\nIncludes the CompetitionDatabundleType enum the new request types depend\non. Bumps version to 0.1.32.",
          "is_bot": false,
          "headline": "Regenerate SDK: competition API methods and release 0.1.32 (#56)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-30T19:33:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "594cb89a60a5ee2437a7d1103c5326b5aebdd040",
          "body": "Competition SDK regeneration",
          "is_bot": false,
          "headline": "release 0.1.31 (#55)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-29T17:08:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b4d50241be87afe33dda3627116eadcf73dfab4",
          "body": "Regenerate the competitions SDK",
          "is_bot": false,
          "headline": "Regenerate competitions SDK (#50)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-06-29T16:59:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f558c1a4b83e4ffa20608f0f4b388224b5c5c4d3",
          "body": "Add another API for discussions.",
          "is_bot": false,
          "headline": "Add kernels topics api (#49)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-11T22:49:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fff7afaa3ef030de8daa8297d85e77af8bc5213c",
          "body": "`cp -r ...` from `kapigen` output to here.",
          "is_bot": false,
          "headline": "Regenerated from kapigen after resync (#48)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-11T20:03:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "101f4fe2fae7bb10804f9204c9c05c75ad373c3b",
          "body": "cc @dolaameng",
          "is_bot": false,
          "headline": "Fix merge error (#47)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-06-05T16:56:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb67e4d779cdaf882d65862a2290a796a56f48b6",
          "body": "Fix: https://chat.kaggle.net/kaggle/pl/rtz8egpcn3fzpfdagbtwerrdpe",
          "is_bot": false,
          "headline": "release 0.1.27 (#46)",
          "author_name": "lima",
          "author_login": "dolaameng",
          "committed_at": "2026-06-03T16:27:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "785eec064780e088dc39378e304c9b8d26eeb4f5",
          "body": "Exposes the new ListTeamPublicSubmissions RPC on CompetitionApiService.\nBumps version to 0.1.27.",
          "is_bot": false,
          "headline": "Regenerate SDK: add ListTeamPublicSubmissions (#42864) (#45)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-05-29T21:51:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a6cfd1d2b14f3dc11434571ff697749d5abc2db",
          "body": "Fixes https://github.com/Kaggle/kaggle-cli/issues/1009",
          "is_bot": false,
          "headline": "Fix subtle auth sequencing issue (#44)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2026-05-29T13:54:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64fe7c11665b0606a919a4d77225cf59e413ad9a",
          "body": null,
          "is_bot": false,
          "headline": "Regenerate SDK: add GetAcceleratorQuotaStatistics (#42)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-05-27T16:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db4f16b0af13a9775b4b17a419947429e910bc6d",
          "body": "New API changes for release 0.1.24",
          "is_bot": false,
          "headline": "release 0.1.24 (#41)",
          "author_name": "lima",
          "author_login": "dolaameng",
          "committed_at": "2026-05-26T16:43:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d58868b3217b60212ec492d793eb0c129ac0edb",
          "body": "* Ensures we don't upload the local /dist folder (was accidentally\npublishing locally built versions) and other unnecessary folders.\n\nSame as https://github.com/Kaggle/kaggle-cli/pull/1004",
          "is_bot": false,
          "headline": "Add .gcloudignore (#40)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-05-06T22:33:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2804057cc11b8ed0a326e7e3ce7ca67e2afc13c1",
          "body": "Benchmarks API changes, new discussions api service client",
          "is_bot": false,
          "headline": "Update proto and release 0.1.23 (#39)",
          "author_name": "andrewmwang",
          "author_login": "andrewmwang",
          "committed_at": "2026-05-01T15:44:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31ecb62c1eace647b366454c0703c8852ec5c063",
          "body": "Next: fix URL returned by kagglehub to use the web endpoint when linking\nto detail pages.\n\nhttp://b/507122006",
          "is_bot": false,
          "headline": "Sync changes (web endpoint) and release (#38)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-04-28T16:51:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32e135f94d7835ba27e881fc65085b4e1658829b",
          "body": "Adds ListCompetitionTopics and ListTopicMessages RPCs to\nCompetitionApiClient, plus the supporting CommentListSortBy /\nTopicListSortBy enums.",
          "is_bot": false,
          "headline": "Update protos and release 0.1.21 (#37)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-04-24T16:17:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7008adb2c08ec99fdd1683dbaeb4c4a27fda8a91",
          "body": "Includes new CreateDefaultModelProxyToken RPC and a model_proxy_api\nservice client",
          "is_bot": false,
          "headline": "Update proto and release 0.1.20 (#36)",
          "author_name": "andrewmwang",
          "author_login": "andrewmwang",
          "committed_at": "2026-04-22T17:32:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ebb5a1d744636cba8a654c8f1e41124a1a2a68b",
          "body": "Adds new competition endpoints (episodes, pages, hackathon overview) and\na new HackathonService client.",
          "is_bot": false,
          "headline": "Update protos and release 0.1.19 (#35)",
          "author_name": "Bovard Doerschuk-Tiberi",
          "author_login": "bovard",
          "committed_at": "2026-04-17T18:38:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48a89a56cdc864c79295525a1a69be58ecb74fc0",
          "body": null,
          "is_bot": false,
          "headline": "Update proto and release 0.1.18 (#34)",
          "author_name": "Nan Liao",
          "author_login": "nl917",
          "committed_at": "2026-04-10T17:33:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6895c9707e110c6c8a7b8ad5e2421d23d523ee15",
          "body": "- Update proto to include newest change from benchmarks",
          "is_bot": false,
          "headline": "Update protos and release 0.1.17 (#31)",
          "author_name": "Nan Liao",
          "author_login": "nl917",
          "committed_at": "2026-04-08T21:37:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8d80b02a962efdf032b1877527e7910a67d54d7",
          "body": "http://b/488368674",
          "is_bot": false,
          "headline": "Update protos and release 0.1.16 (#28)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-02-27T19:09:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "851d58d5afea0568d52338cbdb0cb6c8ce7569e2",
          "body": "* Re-generate from latest proto\n\nhttp://b/475908216\n\ncc/ @lipovetz",
          "is_bot": false,
          "headline": "2026-01-14 release: Version 0.1.15 (#26)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2026-01-14T23:00:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76f5b7e6db44ddc06db72cd9caad8713e3494173",
          "body": null,
          "is_bot": false,
          "headline": "Update to latest protos (#25)",
          "author_name": "stevemessick",
          "author_login": "stevemessick",
          "committed_at": "2025-12-22T21:25:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7a3fe7d8202189e27df9e196ade7efa95d856ae",
          "body": "- Add missing dependency on `protobuf` in `pyproject.toml`.\n- Fix type for KaggleClient#http_client method\n- Allow overriding the user-agent at KaggleClient initialization\n- Add a new \"TEST\" KaggleEnv pointing to a special port on localhost to\navoid conflict between the mock server and kaggleazure server in unit\ntests.\n\nhttp://b/307576378",
          "is_bot": false,
          "headline": "2025-11-20 release: Version 0.1.13 (#24)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2025-11-21T17:50:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dde09b3e5dc9520c7d378c62aab82caca3fa8019",
          "body": "- Build in a consistent environment (Python, build & twine versions). No\nneed to install these packages locally\n- Create a release tag on our GitHub repo.\n- Push to Pypi: No need to mess with Pypi credentials.\n\nRelated CL to update the kagglesdk release documentation: cl/833471401\n\nhttp://b/461500916",
          "is_bot": false,
          "headline": "Cloud Build Release Script for kagglesdk (#23)",
          "author_name": "Vincent Roseberry",
          "author_login": "rosbo",
          "committed_at": "2025-11-17T21:34:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04d4affb3acfeefb46f952797f790012675aa19d",
          "body": null,
          "is_bot": false,
          "headline": "2025-11-05 release: Version 0.1.12 (#22)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-11-05T20:36:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c52b5392e1e5942e840d655ac93d73ee50e51bea",
          "body": "Changelog:\n* Add ListSynchronizedGroupMemberships RPC\n* Support reading access token from a file\n* Remove prepare_from() methods",
          "is_bot": false,
          "headline": "2025-10-23 release: Version 0.1.11 (#21)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-23T18:05:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5d60689fc95410db1dc9daaf6a397c653ff977c",
          "body": "Changelog:\n* Add username/userid to OAuth RPC responses\n* Add kernel_id to SaveKernel response",
          "is_bot": false,
          "headline": "2025-10-15 release: Version 0.1.10 (#20)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-15T16:59:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c92f5bf239cd4db8593359f61a6f1fe7b400c42",
          "body": "Changelog: Add username and slug to SetIamPolicy API",
          "is_bot": false,
          "headline": "2025-10-07 release: Version 0.1.9 (#19)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-08T04:26:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99254a40a6d366154f781dad451b0cca07bc711b",
          "body": "Changelog: Add ListUserManagedGroupMemberships RPC",
          "is_bot": false,
          "headline": "2025-10-02 release: Version 0.1.8 (#17)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-02T21:43:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7abc96e67d981f08af80d7ee6737e5a8e8715b7",
          "body": "Hopefully we will see less diff in the future when we regenerate the sdk\nwith new methods, types etc.",
          "is_bot": false,
          "headline": "Regenerate with stable ordering for imports and types (#18)",
          "author_name": "Erdal Sivri",
          "author_login": "erdalsivri",
          "committed_at": "2025-10-02T21:40:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7bc320582dbb13dd530c4a1617240ad2db0ddcd",
          "body": "Includes new GetBenchmarkLeaderboard endpoint.\n\nhttp://b/443099530",
          "is_bot": false,
          "headline": "Release kagglesdk (#16)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-09-30T17:14:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41efd902e88d72fb3d8af85d7af11c402bfa1443",
          "body": "Will merge after https://github.com/Kaggle/kaggleazure/pull/37534\n\nBUG=https://b.corp.google.com/issues/444715377",
          "is_bot": false,
          "headline": "Update to latest from kaggleazure (#15)",
          "author_name": "Jonathan Ward",
          "author_login": "jeward414",
          "committed_at": "2025-09-19T14:00:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60cb00b44400c005d556f7d5f387d6f6f0a773d9",
          "body": "Files autogenerated from kapigen.",
          "is_bot": false,
          "headline": "2025-09-11 release (#14)",
          "author_name": "Jonathan Ward",
          "author_login": "jeward414",
          "committed_at": "2025-09-11T15:47:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a2045e651521180a65935c7ac6972e988902c92",
          "body": null,
          "is_bot": false,
          "headline": "2025-08-19 release (#12)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-08-19T11:44:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c962e8f419b878da52b52856ebca9f37a8458c2",
          "body": "This was autogenerated from the main repo at head.\n\nhttp://b/438465072",
          "is_bot": false,
          "headline": "Release latest code (#11)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-08-13T16:24:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "http://b/376443608",
          "is_bot": false,
          "headline": "Update to latest from kaggleazure (#9)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-30T19:42:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ee8221760f49bec93ff38ec5a27f2aed92236b4",
          "body": "Mostly fixes bug where `to_json` is marked as static.\n\nhttp://b/432449263",
          "is_bot": false,
          "headline": "Update to latest changes. (#8)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-17T18:29:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fafa1b06b1217b8c6286f390ef6650889739fc72",
          "body": "Plus bump version number so it can be pushed to pypi.\n\nhttp://b/356194863",
          "is_bot": false,
          "headline": "Push kaggle_env changes to kagglesdk. (#7)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-14T15:12:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "066603a9a9ea44d36a0dac0d064540c9223c7355",
          "body": "This is in preparation for putting it on pypi. It's currently only on\ntest pypi.\n\nhttp://b/356194863",
          "is_bot": false,
          "headline": "Promote kagglesdk from alpha (#6)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-11T16:19:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54f641cb48ede298d82df890153760b2294ec8e5",
          "body": "http://b/379083750",
          "is_bot": false,
          "headline": "Latest kagglesdk, as generated by kapigen. (#5)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-07-10T15:14:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b733b829e13f02418d48009563d9eab6c5394d72",
          "body": "Also bumps the version number in prep for pushing to test pypi.\n\nhttp://b/379083750",
          "is_bot": false,
          "headline": "Update to allow automatic auth on KKB. (#4)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-05-22T14:25:52Z",
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        },
        {
          "oid": "92c64a8cf240a50a23e9b88e06e5abf52c243012",
          "body": "Just getting up-to-date with the latest changes in Kaggle's internal\nservices; no other changes. I have another change planned shortly, and\nI'll bump the version number and do a release after that.\n\nhttp://b/379083750",
          "is_bot": false,
          "headline": "Push autogenerated kagglesdk (#3)",
          "author_name": "Jim Plotts",
          "author_login": "jplotts",
          "committed_at": "2025-05-21T21:41:56Z",
          "body_truncated": false,
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                "status": "partial",
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                  {
                    "code": "watchers",
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                      "count": 17
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_readme": true,
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              "has_contributing": false,
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              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
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                      "spdx": "Apache-2.0"
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                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
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                "points": 0,
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              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
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              {
                "key": "pr_template",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
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        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
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              {
                "key": "commit_distribution",
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                "points": 17.1,
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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                "key": "contributor_breadth",
                "name": "Contributor breadth",
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                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 5 contributing companies or organizations",
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                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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              "merged_prs": 53,
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              "issue_closed_ratio": 0.8,
              "closed_unmerged_prs": 6
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "80% of issues closed",
                "points": 37.4,
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                    "code": "issues_closed_share",
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                      "share": 80
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "53/59 decided PRs merged",
                "points": 34.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 29/30 approved changesets -- score normalized to 9",
                "points": 13.5,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "followers": 2261,
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              "is_verified": null,
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "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": "2,261 followers of Kaggle",
                "points": 24.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
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                      "count": 2261,
                      "login": "Kaggle"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "16 public repos, account ~14 yr old",
                "points": 21,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 16
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
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                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
        "band": "at_risk",
        "name": "Engineering Quality",
        "value": 41,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
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                "points": 0,
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              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
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              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "points": 0,
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                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "editorconfig",
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                "points": 0,
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                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
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                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 30,
                "status": "met",
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "repository_description",
                "name": "Repository description",
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              },
              {
                "key": "topics",
                "name": "Topics",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
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        "name": "Security",
        "value": 49,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "signed_releases",
                    "token_permissions"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 49,
            "inputs": {
              "source": "openssf_scorecard",
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              "scorecard_aggregate": 4.9
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            "components": [
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                "key": "binary_artifacts",
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                "detail": "no binaries found in the repo",
                "points": 7.5,
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
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              {
                "key": "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",
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                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 29/30 approved changesets -- score normalized to 9",
                "points": 6.8,
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                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
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                "max_points": 2.5
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              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "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": "24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 5
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              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "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": [
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                    "code": "no_data",
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                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
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                "max_points": 7.5
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            ]
          },
          {
            "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"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 6
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 39,
        "weight": 0,
        "metrics": [
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            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.981,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                ],
                "max_points": 45
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              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
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                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 40,
                "status": "met",
                "details": [
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                    "code": "legible_history",
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                      "sampled": 54
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
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              "lockfiles": [],
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              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
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            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 0,
                "status": "missed",
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              {
                "key": "automated_tests",
                "name": "Automated tests",
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              {
                "key": "lint_format_config",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                "max_points": 10
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                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 54",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_authored_commits",
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                ],
                "max_points": 10
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              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
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                "status": "missed",
                "details": [
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                    "code": "no_dependency_automation",
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                ],
                "max_points": 8
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              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
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              "largest_source_bytes": 167583,
              "source_files_sampled": 161,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_typecheck_config_language",
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                      "language": "Python"
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/161 source files over 60KB",
                "points": 53.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
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                      "kb": 60,
                      "sampled": 161,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "pypi package 'kagglesdk' points at a different repository (https://github.com/Kaggle/kagglesdk); excluded from ecosystem scoring",
    "deps.dev does not index pypi:kagglesdk@0.1.35; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T00:16:15.818561Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/Kaggle/kaggle-sdk-python.svg",
  "full_name": "Kaggle/kaggle-sdk-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 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.