公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-24 02:24 UTC

mlflow-oidc / mlflow-oidc-auth

MLflow Tracking Server OIDC Auth plugin

Python · TypeScriptApache-2.0★ 123 星标⑂ 57 复刻始于 2024年4月在 GitHub 上查看 ↗

mlflow-oidc/mlflow-oidc-auth 的健康指数为 100 分中的 75 分,处于「良好」区间。 其得分最高的类别是Engineering Quality(96/100),最低的是Sustainability & Governance(59/100)。 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。

75
总分 / 100
良好

软件健康指数

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

75
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

7 关注者8 个公开仓库始于 2025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
PyPImlflow-oidc-auth7.3.5-730 天前mlflowoauth2oidc

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
22.2/36提交节奏 — 52 周中有 32 周有提交
18/18提交量 — 最近一年 308 次提交
10/10OpenSSF Scorecard:Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year308
human_commit_share1
days_since_last_push0
active_weeks_last_year32

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 100 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 10.5 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count100
latest_release_tagv7.3.5
releases_from_tags
days_since_latest_release0
mean_days_between_releases10.5

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?

68中等 · 占总体的 18%
评分方式
33.8/60星标 — 123 个星标
14.6/25复刻 — 57 个复刻
4.3/15关注者 — 7 位关注者
所用输入
forks57
stars123
watchers7
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
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?

59中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
10.4/22.5提交分布 — 头号贡献者编写了 54% 的提交
13.5/13.5贡献者广度 — 16 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 5 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled16
top_contributor_share0.539
评分方式
27.4/46.8议题解决 — 59% 的议题已关闭
24.6/38.3PR 接受 — 已裁定的 PR 中 92/143 已合并
7.5/15OpenSSF Scorecard:Code-Review — Found 14/24 approved changesets -- score normalized to 5
所用输入
merged_prs92
open_issues41
closed_issues58
issue_closed_ratio0.586
closed_unmerged_prs51
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
6.5/25所有者影响力 — mlflow-oidc 有 7 位关注者
9.9/25既往记录 — 8 个公开仓库,账户约 1 年
所用输入
followers7
owner_typeOrganization
is_verified
owner_loginmlflow-oidc
public_repos8
account_age_days538
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 — 73 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
packagesmlflow-oidc-auth
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优秀 · 占总体的 20%

工程实践

100优秀
评分方式
24/24CI 工作流 — 8 个工作流
24/24存在测试
16/16Linter 配置 — eslint.config.js, tox.ini
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 22 out of 22 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://mlflow-oidc.github.io/mlflow-oidc-auth/
10/10仓库描述
10/10主题标签 — 7 个主题标签
0/10Wiki
所用输入
topicsmlflow, mlflow-tracking-server, oauth2, oidc, permission-management, sso, machine-learning
has_wiki
homepagehttps://mlflow-oidc.github.io/mlflow-oidc-auth/
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?

61中等 · 占总体的 16%

安全态势

62中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 22 out of 22 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
3.8/7.5Code-Review — Found 14/24 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 5 contributing companies or organizations
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 — 19 commit(s) and 4 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
2.5/5SAST — SAST tool is not run on all commits -- score normalized to 5
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
4.5/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 51 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6.1
评分方式
10.5/35直接依赖不含已知公告 — 2 个受影响:react-router 7.12.0 (high 8.1), dompurify 3.3.1 (moderate 6.9)
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
34.1/40没有长期未处理的公告 — 1 个携带公告的软件包超过 90 天未处理;最早一条发布于 142 天前
所用输入
sourceosv
advisories53
affected_packages15
assessed_packages392
unassessed_packages24
affected_by_severitycritical 2, high 10, moderate 2, low 1
direct_affected_packages2
已排除计分(无数据或不适用):间接依赖不含已知公告。 其余权重已重新归一化。 已将 392 个已解析依赖与 OSV 比对。 有 24 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 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?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。

69中等 · 占总体的 0%
评分方式
45/45代理指令 — .github/copilot-instructions.md, .github/instructions/python.instructions.md, .github/instructions/react.instructions.md, CLAUDE.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 100 次人类提交中有 100 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_share1
agent_instruction_files.github/copilot-instructions.md, .github/instructions/python.instructions.md, .github/instructions/react.instructions.md, CLAUDE.md
agent_instruction_max_bytes26,538
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — eslint.config.js, tox.ini
11/11静态类型检查 — web-react/tsconfig.json
10/10可复现环境 — Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 9 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesyarn.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configsweb-react/tsconfig.json
agent_commit_share0.09
toolchain_manifests
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(web-react/tsconfig.json)
54.6/55可控的文件大小 — 采样的 609 个源文件中有 4 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes126,517
source_files_sampled609
oversized_source_files4

机器可读接口

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

关键数据

123GitHub 星标
16贡献者
308最近 12 个月提交数
0距最近推送天数
100发布版本数
1巴士系数(bus factor)
41开放议题
npm, 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:mlflow-oidc-auth@7.3.5; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 57 ⇿
0Star
57Fork
96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。

01020304050605722024-042025-052026-07
主版本 7次版本 32修订 30

每个点涵盖 3 天。

OpenSSF Scorecard 6.1 / 10
6.1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 · 2026-07-24 02:23 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests22 out of 22 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 14/24 approved changesets -- score normalized to 5
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained19 commit(s) and 4 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
5SASTSAST tool is not run on all commits -- score normalized to 5
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
6Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities51 existing vulnerabilities detected
直接依赖 20
注册表软件包版本约束清单文件
PyPImlflow<4,>=3.14.0pyproject.toml
PyPIpython-dotenv<2pyproject.toml
PyPIrequests<3,>=2.32.5pyproject.toml
PyPIsqlalchemy<3,>=2.0.46pyproject.toml
PyPIflask<4pyproject.toml
PyPIgunicorn<24pyproject.toml
PyPIalembic<2,!=1.18.4pyproject.toml
PyPIauthlib<2pyproject.toml
PyPIuvicorn>=0.41.0pyproject.toml
PyPIfastapi>=0.132.0pyproject.toml
PyPIasgiref>=3.11.1pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIcachetools>=5.5.0pyproject.toml
npm@fortawesome/fontawesome-svg-core^7.1.0web-react/package.json
npm@fortawesome/free-solid-svg-icons^7.1.0web-react/package.json
npm@fortawesome/react-fontawesome^3.1.0web-react/package.json
npmdompurify^3.3.0web-react/package.json
npmreact^19.1.1web-react/package.json
npmreact-dom^19.1.1web-react/package.json
npmreact-router^7.9.3web-react/package.json
全部依赖 416

来自 GitHub 依赖图的完整解析依赖集合:20 个直接依赖与 396 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
npm@fortawesome/fontawesome-svg-core7.1.0直接
npm@fortawesome/free-solid-svg-icons7.1.0直接
npm@fortawesome/react-fontawesome3.1.1直接
npmdompurify3.3.1直接
npmreact19.2.3直接
npmreact-dom19.2.3直接
npmreact-router7.12.0直接
PyPIalembic直接
PyPIasgiref直接
PyPIauthlib直接
PyPIcachetools直接
PyPIfastapi直接
PyPIflask直接
PyPIgunicorn直接
PyPIhttpx直接
PyPImlflow直接
PyPIpython-dotenv直接
PyPIrequests直接
PyPIsqlalchemy直接
PyPIuvicorn直接
npm@acemir/cssom0.9.30间接
npm@adobe/css-tools4.4.4间接
npm@asamuzakjp/css-color4.1.1间接
npm@asamuzakjp/dom-selector6.7.6间接
npm@asamuzakjp/nwsapi2.3.9间接
npm@babel/code-frame7.27.1间接
npm@babel/compat-data7.28.5间接
npm@babel/core7.28.5间接
npm@babel/generator7.28.5间接
npm@babel/helper-compilation-targets7.27.2间接
npm@babel/helper-globals7.28.0间接
npm@babel/helper-module-imports7.27.1间接
npm@babel/helper-module-transforms7.28.3间接
npm@babel/helper-string-parser7.27.1间接
npm@babel/helper-validator-identifier7.28.5间接
npm@babel/helper-validator-option7.27.1间接
npm@babel/helpers7.28.4间接
npm@babel/parser7.28.5间接
npm@babel/runtime7.28.4间接
npm@babel/template7.27.2间接
npm@babel/traverse7.28.5间接
npm@babel/types7.28.5间接
npm@bcoe/v8-coverage1.0.2间接
npm@csstools/color-helpers5.1.0间接
npm@csstools/css-calc2.1.4间接
npm@csstools/css-color-parser3.1.0间接
npm@csstools/css-parser-algorithms3.0.5间接
npm@csstools/css-syntax-patches-for-csstree1.0.25间接
npm@csstools/css-tokenizer3.0.4间接
npm@emnapi/core1.8.1间接
npm@emnapi/runtime1.8.1间接
npm@emnapi/wasi-threads1.1.0间接
npm@eslint-community/eslint-utils4.9.1间接
npm@eslint-community/regexpp4.12.2间接
npm@eslint-react/ast2.5.5间接
npm@eslint-react/core2.5.5间接
npm@eslint-react/eff2.5.5间接
npm@eslint-react/shared2.5.5间接
npm@eslint-react/var2.5.5间接
npm@eslint/config-array0.21.1间接
npm@eslint/config-helpers0.4.2间接
npm@eslint/core0.17.0间接
npm@eslint/eslintrc3.3.3间接
npm@eslint/js9.39.2间接
npm@eslint/object-schema2.1.7间接
npm@eslint/plugin-kit0.4.1间接
npm@exodus/bytes1.8.0间接
npm@fortawesome/fontawesome-common-types7.1.0间接
npm@humanfs/core0.19.1间接
npm@humanfs/node0.16.7间接
npm@humanwhocodes/module-importer1.0.1间接
npm@humanwhocodes/retry0.4.3间接
npm@jest/diff-sequences30.0.1间接
npm@jest/expect-utils30.2.0间接
npm@jest/get-type30.1.0间接
npm@jest/pattern30.0.1间接
npm@jest/schemas30.0.5间接
npm@jest/types30.2.0间接
npm@jridgewell/gen-mapping0.3.13间接
npm@jridgewell/remapping2.3.5间接
npm@jridgewell/resolve-uri3.1.2间接
npm@jridgewell/sourcemap-codec1.5.5间接
npm@jridgewell/trace-mapping0.3.31间接
npm@napi-rs/wasm-runtime1.1.1间接
npm@oxc-project/runtime0.101.0间接
npm@oxc-project/types0.101.0间接
npm@rolldown/binding-android-arm641.0.0-beta.53间接
npm@rolldown/binding-darwin-arm641.0.0-beta.53间接
npm@rolldown/binding-darwin-x641.0.0-beta.53间接
npm@rolldown/binding-freebsd-x641.0.0-beta.53间接
npm@rolldown/binding-linux-arm-gnueabihf1.0.0-beta.53间接
npm@rolldown/binding-linux-arm64-gnu1.0.0-beta.53间接
npm@rolldown/binding-linux-arm64-musl1.0.0-beta.53间接
npm@rolldown/binding-linux-x64-gnu1.0.0-beta.53间接
npm@rolldown/binding-linux-x64-musl1.0.0-beta.53间接
npm@rolldown/binding-openharmony-arm641.0.0-beta.53间接
npm@rolldown/binding-wasm32-wasi1.0.0-beta.53间接
npm@rolldown/binding-win32-arm64-msvc1.0.0-beta.53间接
npm@rolldown/binding-win32-x64-msvc1.0.0-beta.53间接
npm@rolldown/pluginutils1.0.0-beta.47间接
npm@rolldown/pluginutils1.0.0-beta.53间接
npm@sinclair/typebox0.34.47间接
npm@standard-schema/spec1.1.0间接
npm@swc/core1.15.8间接
npm@swc/core-darwin-arm641.15.8间接
npm@swc/core-darwin-x641.15.8间接
npm@swc/core-linux-arm-gnueabihf1.15.8间接
npm@swc/core-linux-arm64-gnu1.15.8间接
npm@swc/core-linux-arm64-musl1.15.8间接
npm@swc/core-linux-x64-gnu1.15.8间接
npm@swc/core-linux-x64-musl1.15.8间接
npm@swc/core-win32-arm64-msvc1.15.8间接
npm@swc/core-win32-ia32-msvc1.15.8间接
npm@swc/core-win32-x64-msvc1.15.8间接
npm@swc/counter0.1.3间接
npm@swc/types0.1.25间接
npm@tailwindcss/node4.1.18间接
npm@tailwindcss/oxide4.1.18间接
npm@tailwindcss/oxide-android-arm644.1.18间接
npm@tailwindcss/oxide-darwin-arm644.1.18间接
npm@tailwindcss/oxide-darwin-x644.1.18间接
npm@tailwindcss/oxide-freebsd-x644.1.18间接
npm@tailwindcss/oxide-linux-arm-gnueabihf4.1.18间接
npm@tailwindcss/oxide-linux-arm64-gnu4.1.18间接
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依赖安全公告 15

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 392 个包,其中也包含从不交付的开发与测试版本固定:15 个存在已知公告,2 个为直接依赖。 有 24 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
flatted3.3.3间接严重23.4.2
vitest4.0.16间接严重14.1.0
react-router7.12.0直接117.18.0
brace-expansion1.1.12间接25.0.7
brace-expansion2.0.2间接25.0.7
js-yaml4.1.1间接24.3.0
minimatch3.1.2间接310.2.3
minimatch9.0.5间接310.2.3
picomatch2.3.1间接24.0.4
picomatch4.0.3间接24.0.4
postcss8.5.6间接28.5.12
ws8.19.0间接28.21.0
dompurify3.3.1直接173.4.12
ajv6.12.6间接18.18.0
@babel/core7.28.5间接18.0.0-rc.6

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
{
  "data": {
    "repo": {
      "topics": [
        "mlflow",
        "mlflow-tracking-server",
        "oauth2",
        "oidc",
        "permission-management",
        "sso",
        "machine-learning"
      ],
      "is_fork": false,
      "size_kb": 2481,
      "has_wiki": false,
      "homepage": "https://mlflow-oidc.github.io/mlflow-oidc-auth/",
      "languages": {
        "CSS": 6213,
        "HTML": 12745,
        "Mako": 510,
        "Shell": 2077,
        "Python": 3125959,
        "JavaScript": 1223,
        "TypeScript": 796427,
        "Jupyter Notebook": 11052
      },
      "pushed_at": "2026-07-24T02:21:28Z",
      "created_at": "2024-04-01T02:29:33Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-24T02:20:35Z",
      "description": "MLflow Tracking Server OIDC Auth plugin",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "TypeScript"
      ]
    },
    "owner": {
      "blog": null,
      "name": "MLflow + OpenID Connect",
      "type": "Organization",
      "login": "mlflow-oidc",
      "company": null,
      "location": "Canada",
      "followers": 7,
      "avatar_url": "https://avatars.githubusercontent.com/u/197287101?v=4",
      "created_at": "2025-01-31T15:38:17Z",
      "is_verified": null,
      "public_repos": 8,
      "account_age_days": 538
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
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          "kind": "patch",
          "published_at": "2026-07-24T01:58:23Z"
        },
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          "kind": "patch",
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          "published_at": "2026-03-30T17:36:41Z"
        },
        {
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          "kind": "patch",
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          "body": "Phase 3 of the open-PR cleanup: four contributor fixes that were correct\nbut tied to the pre-FastAPI `legacy` code or an older `main`,\nreimplemented on current `main` with tests. Each commit credits the\noriginal author.\n\n- **#258** (@schemaitat) — deduplicate `group_names` in\n`set_groups_for_user` (\n[…]\nrs.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: stergem <stergem@users.noreply.github.com>\nCo-authored-by: ivanmanan <ivanmanan@users.noreply.github.com>",
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          "headline": "fix: land rebased contributor fixes (#258, #148, #225, #157) (#266)",
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          "body": "…etches (#265)\n\nLands #246 (by @remidebette... — original author's commit preserved)\nrebased onto current `main`, plus a one-line test fix: the\n`_get_oidc_jwks` request stubs in `test_auth_module.py` needed to accept\nthe new `timeout=` kwarg. Adds `OIDC_HTTP_TIMEOUT_SECONDS` (default 10)\nso a hung I\n[…]\n\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Remi DEBETTE <r.debette@instadeep.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(auth): add configurable HTTP timeout on OIDC discovery and JWKS f…",
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          "is_bot": false,
          "headline": "fix: process groups into a list when groups value is a string (fixes …",
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          "body": "# Summary\nThis pull request fixes the RP-initiated logout flow, which currently\nfails against Keycloak (and other strict OpenID providers) with the\nerror page \"Missing parameters: id_token_hint\".\n\nWhen redirecting to the provider's end_session_endpoint, the logout\nhandler only appended post_logout_r\n[…]\nh.py, tests/routers/test_auth.py), including the\ntwo updated logout tests. black reports no formatting changes.\n\nFixes the \"Missing parameters: id_token_hint\" logout failure reported\nagainst Keycloak.",
          "is_bot": false,
          "headline": "fix(logout): add clientId parameter for Keycloak (#256)",
          "author_name": "Guillaume Leroy",
          "author_login": "leroyguillaume",
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          "oid": "0060025754a38d8275941e4685bcf7e804d3c545",
          "body": "Adds opt-in guards for workspace-enabled deployments.\n\nWhen workspaces are enabled, create requests with an explicit workspace\nare checked against workspace permissions. Clients that do not send\nworkspace context could still fall through the legacy path and create\nexperiments or registered models ou\n[…]\n settled.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Alexander Kharkevich <alex@kharkevich.org>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(workspaces): guard resource creation (#260)",
          "author_name": "AK",
          "author_login": "Iyalvan",
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          "oid": "0363f7823a7e85bceaa1426eb36900d66c33bf0d",
          "body": "…skip ci] (#264)\n\nSplit out of #260. These holes exist on `main` today and have nothing to\ndo with workspace creation guards, so they should not wait on that\nreview.\n\n> **Stacked on #263** (mlflow 3.14 compat), because `main` currently\nfails CI and the fix for that lives there. Base retargets to `ma\n[…]\nts own PR; each route needs the right\nvalidator, not a blanket deny.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(security): guard endpoints reachable without a permission check […",
          "author_name": "Alexander Kharkevich",
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          "committed_at": "2026-07-24T01:30:51Z",
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          "body": "Splits the MLflow compatibility work out of #260 so it can be reviewed\non its own.\n\n`main` currently fails CI. Six tests break against the dependency\nversions CI resolves, and two of those failures are a real runtime bug,\nnot test drift.\n\n### Read-only sessions are a production break\n\nMLflow's `Mana\n[…]\now implementation.\n\nFull suite passes locally against mlflow 3.14.0.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "build: support mlflow 3.14 and raise the floor (#263)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-07-24T01:30:10Z",
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        },
        {
          "oid": "3d653999848f54bc062bc89737fe8e47cf54c2bc",
          "body": "## Summary\n\nFollow-up to #249. The session re-auth feature injects a small fetch/XHR\ninterceptor into MLflow's `index.html` from\n`mlflow_oidc_auth/hack/reauth.html`, but that file was never listed in\n`[tool.setuptools.package-data]`. Editable installs (and the test suite)\nwork because the file exist\n[…]\npire session → SPA auto-redirects to\n`/login?next=<original-path>`\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(packaging): ship hack/reauth.html in the wheel (#255)",
          "author_name": "Rémi Debette",
          "author_login": "remidebette",
          "committed_at": "2026-05-22T19:32:53Z",
          "body_truncated": true,
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        },
        {
          "oid": "c9d54aedd3abfd73c785c2de9768fe3e163e7da7",
          "body": null,
          "is_bot": false,
          "headline": "feat: menu and permission fixes (#254)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T02:08:18Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "4077bc32aacfecc06369baecaed2c4ef8f54dbd8",
          "body": "…on name",
          "is_bot": false,
          "headline": "fix(auth-page): update copyright notice to reflect correct organizati…",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T01:40:28Z",
          "body_truncated": false,
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        {
          "oid": "24a52f095500060c9ec56f928d0be3b3a5a9b831",
          "body": null,
          "is_bot": false,
          "headline": "feat: add contributing guidelines and notice file; update README footer",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T01:08:19Z",
          "body_truncated": false,
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        },
        {
          "oid": "9064ca3176e757c648c00199d0fc6ea806ddaa78",
          "body": null,
          "is_bot": false,
          "headline": "fix: update project descriptions and add disclaimer to documentation",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:38:36Z",
          "body_truncated": false,
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        },
        {
          "oid": "e35d891265c2eca6df26411807f149cfd7281499",
          "body": "…ng tests",
          "is_bot": false,
          "headline": "feat(gateway): add support for gateway creation paths and correspondi…",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:25:18Z",
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        {
          "oid": "b1f7852d688c566e5b0144b7884fcf68e6af89a2",
          "body": null,
          "is_bot": false,
          "headline": "fix(menu): improve menu anchor selection and item reordering logic",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:24:55Z",
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        {
          "oid": "89520dbf6e45eae28ffb8404752ece4ceca5e16c",
          "body": null,
          "is_bot": false,
          "headline": "fix: update health check endpoint in run-dev-server script",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:24:25Z",
          "body_truncated": false,
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        },
        {
          "oid": "5440c0774c78d25e5e1b621b32df5f44105e5154",
          "body": "Closes #242.\n\n## Summary\n\nOnce a user completed the OIDC login flow, their session lasted up to\n~14 days regardless of any IdP-side change (deactivation, group/MFA\nchanges, password resets, etc.) because only `username` was persisted\nand Starlette's `SessionMiddleware` fell back to its default cooki\n[…]\nClaude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Alexander Kharkevich <kharkevich@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(auth): re-authenticate sessions against IdP token expiry (#249)",
          "author_name": "Rémi Debette",
          "author_login": "remidebette",
          "committed_at": "2026-05-12T16:10:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a1181877ee5c557c83283c94d5617606a28fd596",
          "body": "When token validation fails, the bearer/basic auth handlers log only the\nexception class name with no message, traceback, URL, or token claim.\nOperators investigating intermittent 401s cannot tell apart token\nexpiry, JWKS network errors, signature mismatch, or claim issues — all\ncollapse to the same\n[…]\ng tests and callers are unaffected.\n- <del>`auth.py`: add a 10s timeout on the OIDC discovery and JWKS HTTP\ncalls.<del>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: improve auth-failure diagnostics (#243)",
          "author_name": "Rémi Debette",
          "author_login": "remidebette",
          "committed_at": "2026-05-06T16:12:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3db2ea9b210691a19965a4299f0da0564e20121a",
          "body": "…vs update behaviour (#245)\n\nclarify #240\n\nCo-authored-by: Copilot <copilot@github.com>",
          "is_bot": false,
          "headline": "docs: update workspace permissions documentation to clarify creation …",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-01T14:48:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f7e7a45faed743839f8d5c1734a64c4e50299e80",
          "body": "Allow users to [configure Starlette\nSessionMiddleware](https://www.starlette.dev/middleware/#sessionmiddleware)\ncookies. The default values mirror Starlette's default to maintain the\nexisting behavior.",
          "is_bot": false,
          "headline": "feat: extend Starlette SessionMiddleware config (#232)",
          "author_name": "Jacky Lam",
          "author_login": "jackylamhk",
          "committed_at": "2026-05-01T13:28:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e101c4e817ce74f576aca2409ad60f78053b7ce3",
          "body": "I ran into this same issue -\nhttps://github.com/mlflow-oidc/mlflow-oidc-auth/issues/236.\n\nThe original regex expects the experiment-id to be the first value in\nthe artifact path e.g.\n\n```\n{experiment-id}/{other information}...\n```\nWhen workspaces are enabled the path changes to \n```\nworkspaces/{workspace-name}/{experiment-id}/..\n```",
          "is_bot": false,
          "headline": "fix: get experiment-id for workspace enabled paths (#237)",
          "author_name": "Joanne Shin",
          "author_login": "jlshin",
          "committed_at": "2026-04-20T23:02:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "8bee7e0eb33559cfc77e0fb2642b2e5b0024af41",
          "body": "Co-authored-by: Alexander Kharkevich <kharkevich@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: add back missing api doc setting (#233)",
          "author_name": "Jacky Lam",
          "author_login": "jackylamhk",
          "committed_at": "2026-04-14T00:12:55Z",
          "body_truncated": false,
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        },
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          "body": "For non-admin users, workspace enabled I am seeing the following\n\"Permission Denied\" message in the UI that does not seem relevant to\nanything. I believe it comes from incorrectly extracting the gateway\nname.\n\n<img width=\"1233\" height=\"975\" alt=\"image\"\nsrc=\"https://github.com/user-attachments/assets/47c5f2f2-338d-4a9e-a997-c648535b0946\"\n/>",
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          "body": "BREAKING CHANGE: workspaces support\n\n- **docs: add codebase mapping for project planning**\n- **docs: initialize project**\n- **chore: add project config**\n- **docs: complete project research**\n- **docs: define v1 requirements**\n- **docs: create roadmap (4 phases)**\n- **docs(01): generate context from\n[…]\n management UI infrastructure and\nnavigation**\n- **feat(ui): add workspace list and detail pages with member\nmanagement**\n- **docs(phase-04): mark phase 4 and milestone complete in roadmap and\nstate**",
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                ],
                "max_points": 100
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            ]
          }
        ],
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      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "metrics": [
          {
            "key": "popularity",
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                "status": "partial",
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                    "code": "stars",
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                "max_points": 60
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              {
                "key": "forks",
                "name": "Forks",
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                  {
                    "code": "forks",
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                      "count": 57
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                  }
                ],
                "max_points": 25
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              {
                "key": "watchers",
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                    "code": "watchers",
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "note": null,
            "notes": [],
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              "has_readme": true,
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              "has_contributing": true,
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                  {
                    "code": "license_spdx",
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              {
                "key": "code_of_conduct",
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            ]
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        ],
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      {
        "key": "governance",
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          {
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              "bus_factor": 1,
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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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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                    "code": "top_contributor_share",
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                  }
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "16 contributors",
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                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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              "merged_prs": 92,
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              "closed_issues": 58,
              "issue_closed_ratio": 0.586,
              "closed_unmerged_prs": 51
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "59% of issues closed",
                "points": 27.4,
                "status": "partial",
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                  {
                    "code": "issues_closed_share",
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                      "share": 59
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                  }
                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "92/143 decided PRs merged",
                "points": 24.6,
                "status": "partial",
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                  {
                    "code": "decided_prs_merged",
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                      "merged": 92,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 14/24 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
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            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "followers": 7,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "mlflow-oidc",
              "public_repos": 8,
              "account_age_days": 538
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "7 followers of mlflow-oidc",
                "points": 6.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 7,
                      "login": "mlflow-oidc"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8 public repos, account ~1 yr old",
                "points": 9.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "mlflow-oidc-auth"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "73 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 73
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
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              "has_editorconfig": true,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "eslint.config.js, tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "mlflow",
                "mlflow-tracking-server",
                "oauth2",
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                "permission-management",
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                "machine-learning"
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              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://mlflow-oidc.github.io/mlflow-oidc-auth/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
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              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "topics_count",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 61,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 14/24 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "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",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "19 commit(s) and 4 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 5",
                "points": 2.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "51 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 392 resolved dependencies against OSV; 24 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 392
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 24
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "osv",
              "advisories": 53,
              "affected_packages": 15,
              "assessed_packages": 392,
              "unassessed_packages": 24,
              "affected_by_severity": "critical 2, high 10, moderate 2, low 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: react-router 7.12.0 (high 8.1), dompurify 3.3.1 (moderate 6.9)",
                "points": 10.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "react-router 7.12.0 (high 8.1), dompurify 3.3.1 (moderate 6.9)"
                    }
                  }
                ],
                "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": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 142 days ago",
                "points": 34.1,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 142
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 392,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "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": 69,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                ".github/copilot-instructions.md",
                ".github/instructions/python.instructions.md",
                ".github/instructions/react.instructions.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 26538
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/copilot-instructions.md, .github/instructions/python.instructions.md, .github/instructions/react.instructions.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".github/copilot-instructions.md, .github/instructions/python.instructions.md, .github/instructions/react.instructions.md, CLAUDE.md"
                    }
                  }
                ],
                "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": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "yarn.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "web-react/tsconfig.json"
              ],
              "agent_commit_share": 0.09,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "eslint.config.js, tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js, tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "web-react/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "web-react/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "9 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 126517,
              "source_files_sampled": 609,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (web-react/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "web-react/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/609 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 609,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:mlflow-oidc-auth@7.3.5; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T02:24:04.243383Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mlflow-oidc/mlflow-oidc-auth.svg",
  "full_name": "mlflow-oidc/mlflow-oidc-auth",
  "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.