公开记录
软件健康报告模式 0.27.0 · 指标 2.5.0 · 2026-07-26 06:49 UTC

docling-project / docling-jobkit

PythonMIT★ 34 星标⑂ 36 复刻始于 2025年2月在 GitHub 上查看 ↗
类型命令行工具如何判定

docling-project/docling-jobkit 的健康指数为 100 分中的 89 分,处于「优秀」区间。 其得分最高的类别是Vitality(94/100),最低的是AI Readiness(59/100)。 最近一次更新在 1 天前。 近期的大部分工作由 2 位贡献者完成。

89
总分 / 100
优秀

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均,再依据公开记录的分布进行校准,使各等级具有百分位含义;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 34(存在风险)的上限。

89
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

加权总体分 75 经校准后在公布的指数量表上为 89(记录校准 2026-08-02)。

所有权

1,205 关注者26 个公开仓库始于 2024年11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
PyPIdocling-jobkit3.1.049,290461 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

94卓越 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 1 天前
25.6/36提交节奏 — 52 周中有 37 周有提交
18/18提交量 — 最近一年 143 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year143
human_commit_share0.71
days_since_last_push1
active_weeks_last_year37

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 46 个发布版本
36/36发布时效 — 最近一次发布版本于 1 天前
27/27发布节奏 — 约每 5.9 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count46
latest_release_tagv3.1.0
releases_from_tags
days_since_latest_release1
mean_days_between_releases5.9
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

67良好 · 占总体的 17%
评分方式
24.6/60星标 — 34 个星标
12.9/25复刻 — 36 个复刻
0/15关注者 — 2 位关注者
所用输入
forks36
stars34
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template
评分方式
62.6/80月度下载量 — pypi 合计每月 49,290 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesdocling-jobkit
dependents
ecosystemspypi
total_downloads
monthly_downloads49,290
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

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

72良好 · 占总体的 23%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
13.2/22.5提交分布 — 头号贡献者编写了 42% 的提交
13.5/13.5贡献者广度 — 22 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 9 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled22
top_contributor_share0.415
评分方式
22.7/42议题解决 — 54% 的议题已关闭
25.6/30PR 接受 — 已裁定的 PR 中 140/164 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
10.5/15OpenSSF Scorecard:Code-Review — Found 23/30 approved changesets -- score normalized to 7
所用输入
merged_prs140
open_issues17
closed_issues20
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.541
closed_unmerged_prs24
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
22.2/25所有者影响力 — docling-project 有 1,205 位关注者
13.8/25既往记录 — 26 个公开仓库,账户约 1 年
所用输入
followers1,205
owner_typeOrganization
is_verified
owner_logindocling-project
public_repos26
account_age_days618
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 1 天前
20/20版本历史 — 46 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
packagesdocling-jobkit
ecosystemspypi
any_deprecated
min_days_since_publish1

工程质量

基础的工程与文档实践是否到位?

78良好 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流 — 6 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 23 out of 23 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

55中等
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
0/10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?

62中等 · 占总体的 16%

安全态势

52中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 23 out of 23 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
5.2/7.5Code-Review — Found 23/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 9 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 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
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.2
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages100
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:docling-jobkit@3.1.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 100 个软件包。 未对可达性进行分析。

AI 就绪度

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

59中等 · 占总体的 4%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 71 次人类提交中有 71 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
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
11/11Lint / 格式化配置
11/11静态类型检查 — docling_jobkit/py.typed
10/10可复现环境 — lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 7 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configsdocling_jobkit/py.typed
agent_commit_share0.07
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(docling_jobkit/py.typed)
54.2/55可控的文件大小 — 采样的 139 个源文件中有 2 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes76,347
source_files_sampled139
oversized_source_files2

关键数据

34GitHub 星标
22贡献者
143最近 12 个月提交数
1距最近推送天数
46发布版本数
2巴士系数(bus factor)
17开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

更多细节

Star 与 Fork 历史 0 ★ / 36 ⇿
0Star
36Fork
45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。

01325383622025-032025-112026-07
主版本 3次版本 27修订 15

每个点涵盖 2 天。

OpenSSF Scorecard 5.2 / 10
5.2综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-26 06:48 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 23/30 approved changesets -- score normalized to 7
10Contributorsproject has 9 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 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
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities12 existing vulnerabilities detected
直接依赖 7
注册表软件包版本约束清单文件
PyPIdocling-slim>=2.113.0,<3.0.0pyproject.toml
PyPIpydantic~=2.10pyproject.toml
PyPIpydantic-settings~=2.4pyproject.toml
PyPIboto3~=1.35pyproject.toml
PyPIpandas~=2.2pyproject.toml
PyPIhttpx>=0.28,<1pyproject.toml
PyPItyper>=0.12.5,<1pyproject.toml
全部依赖 302

来自 GitHub 依赖图的完整解析依赖集合:7 个直接依赖与 295 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
PyPIboto31.43.44直接
PyPIdocling-slim2.113.0直接
PyPIhttpx0.28.1直接
PyPIpandas2.3.3直接
PyPIpydantic2.13.4直接
PyPIpydantic-settings2.14.2直接
PyPItyper0.24.2直接
PyPIaccelerate1.14.0间接
PyPIaiohappyeyeballs2.7.1间接
PyPIaiohttp3.14.1间接
PyPIaiohttp-cors0.8.1间接
PyPIaiosignal1.4.0间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIantlr4-python3-runtime4.9.3间接
PyPIanyio4.14.1间接
PyPIasttokens3.0.1间接
PyPIasync-timeout5.0.1间接
PyPIattrs26.1.0间接
PyPIav17.1.0间接
PyPIav18.0.0间接
PyPIazure-core1.41.0间接
PyPIazure-storage-blob12.30.0间接
PyPIbackports-asyncio-runner1.2.0间接
PyPIbackports-tarfile1.2.0间接
PyPIbcrypt5.0.0间接
PyPIbeautifulsoup44.15.0间接
PyPIboto3-stubs1.43.44间接
PyPIbotocore1.43.44间接
PyPIbotocore-stubs1.43.14间接
PyPIcertifi2026.6.17间接
PyPIcffi2.1.0间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.9间接
PyPIclick8.4.2间接
PyPIclick-log0.4.0间接
PyPIcodeflare-sdk0.37.0间接
PyPIcolorama0.4.6间接
PyPIcoloredlogs15.0.1间接
PyPIcolorful0.5.8间接
PyPIcolorlog6.10.1间接
PyPIcomm0.2.3间接
PyPIcoverage7.15.0间接
PyPIcroniter6.2.3间接
PyPIcryptography46.0.7间接
PyPIcuda-bindings13.3.1间接
PyPIcuda-pathfinder1.5.6间接
PyPIcuda-toolkit13.0.3.0间接
PyPIdatasets5.0.0间接
PyPIdecorator5.3.1间接
PyPIdefusedxml0.7.1间接
PyPIdill0.4.1间接
PyPIdistlib0.4.3间接
PyPIdoclang0.7.2间接
PyPIdocling-core2.86.0间接
PyPIdocling-ibm-models3.13.3间接
PyPIdocling-jobkit3.1.0间接
PyPIdocling-parse7.7.0间接
PyPIdocutils0.23间接
PyPIdotty-dict1.3.1间接
PyPIdurationpy0.10间接
PyPIet-xmlfile2.0.0间接
PyPIexceptiongroup1.3.1间接
PyPIexecuting2.2.1间接
PyPIfaker40.28.1间接
PyPIfastapi0.139.0间接
PyPIfilelock3.29.7间接
PyPIfiletype1.2.0间接
PyPIflatbuffers25.12.19间接
PyPIfrozenlist1.8.0间接
PyPIfsspec2026.4.0间接
PyPIgitdb4.0.12间接
PyPIgitpython3.1.50间接
PyPIgoogle-api-core2.31.0间接
PyPIgoogle-api-python-client2.198.0间接
PyPIgoogle-auth2.55.2间接
PyPIgoogle-auth-httplib20.4.0间接
PyPIgoogle-auth-oauthlib1.4.0间接
PyPIgoogle-cloud-core2.6.0间接
PyPIgoogle-cloud-storage3.12.1间接
PyPIgoogle-crc32c1.8.0间接
PyPIgoogle-resumable-media2.10.0间接
PyPIgoogleapis-common-protos1.75.0间接
PyPIgrpcio1.82.1间接
PyPIh110.16.0间接
PyPIhf-xet1.5.1间接
PyPIhiredis3.4.0间接
PyPIhttpcore1.0.9间接
PyPIhttplib20.32.0间接
PyPIhttptools0.8.0间接
PyPIhuggingface-hub1.22.0间接
PyPIhumanfriendly10.0间接
PyPIidentify2.6.19间接
PyPIidna3.18间接
PyPIimportlib-metadata9.0.0间接
PyPIiniconfig2.3.0间接
PyPIinvoke2.2.1间接
PyPIipython9.15.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIipywidgets8.1.2间接
PyPIisodate0.7.2间接
PyPIjaraco-classes3.4.0间接
PyPIjaraco-context6.1.2间接
PyPIjaraco-functools4.5.0间接
PyPIjedi0.20.0间接
PyPIjeepney0.9.0间接
PyPIjinja23.1.6间接
PyPIjmespath1.1.0间接
PyPIjsonlines4.0.0间接
PyPIjsonref1.1.0间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyterlab-widgets3.0.16间接
PyPIkeyring25.7.0间接
PyPIkube-authkit0.4.0间接
PyPIkubernetes36.0.2间接
PyPIlatex2mathml3.81.0间接
PyPIlibrt0.13.0间接
PyPIllguidance1.7.6间接
PyPIlxml6.1.1间接
PyPImail-parser4.4.0间接
PyPImarkdown-it-py4.2.0间接
PyPImarko2.2.3间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib-inline0.2.2间接
PyPImdurl0.1.2间接
PyPIminiaudio1.71间接
PyPImlx0.32.0间接
PyPImlx-audio0.4.4间接
PyPImlx-lm0.31.3间接
PyPImlx-metal0.32.0间接
PyPImlx-vlm0.6.4间接
PyPImore-itertools11.1.0间接
PyPImpire2.10.2间接
PyPImpmath1.3.0间接
PyPImsgpack1.2.1间接
PyPImultidict6.7.1间接
PyPImultiprocess0.70.19间接
PyPImypy1.20.2间接
PyPImypy-boto3-s31.43.31间接
PyPImypy-extensions1.1.0间接
PyPInetworkx3.4.2间接
PyPInetworkx3.6.1间接
PyPInh30.3.6间接
PyPInodeenv1.10.0间接
PyPInumpy2.2.6间接
PyPInumpy2.4.6间接
PyPInvidia-cublas13.1.1.3间接
PyPInvidia-cuda-cupti13.0.85间接
PyPInvidia-cuda-nvrtc13.0.88间接
PyPInvidia-cuda-runtime13.0.96间接
PyPInvidia-cudnn-cu139.20.0.48间接
PyPInvidia-cufft12.0.0.61间接
PyPInvidia-cufile1.15.1.6间接
PyPInvidia-curand10.4.0.35间接
PyPInvidia-cusolver12.0.4.66间接
PyPInvidia-cusparse12.6.3.3间接
PyPInvidia-cusparselt-cu130.8.1间接
PyPInvidia-nccl-cu132.29.7间接
PyPInvidia-nvjitlink13.3.33间接
PyPInvidia-nvshmem-cu133.4.5间接
PyPInvidia-nvtx13.0.85间接
PyPIoauthlib3.3.1间接
PyPIomegaconf2.3.1间接
PyPIonnxruntime1.23.2间接
PyPIonnxruntime-gpu1.23.2间接
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依赖安全公告 0

安装 pypi:docling-jobkit@3.1.0 会引入 100 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
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          "is_bot": false,
          "headline": "refactor(datamodel): Source connector coord types from the docling se…",
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          "body": "_get_options_from_preset returned custom-preset dicts unconverted for\npicture_description and code_formula, so the first attribute access on\nthe \"options\" downstream (picture_area_threshold, in this case) crashed\nwith AttributeError instead of a real options object. vlm_pipeline_preset\nalready worke\n[…]\nem.\nAll three preset types now share the same conversion path, and the\nnow-redundant conversion in _parse_vlm_options is folded into it.\n\nFixes #191\n\nSigned-off-by: Pablo Pupo <pablofpupo23@gmail.com>",
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          "is_bot": false,
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          "body": "* feat: add support to export doclang and dclx\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* use .dclg extension\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: add support to export doclang and dclx (#197)",
          "author_name": "Michele Dolfi",
          "author_login": "dolfim-ibm",
          "committed_at": "2026-07-09T14:01:54Z",
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          "body": "* Azure connector core functionality. Locally run only.\n\nSigned-off-by: Miles Kirkbride <miles.kirkbride@gmail.com>\n\n* fix: add azure to test asserts\n\nSigned-off-by: Miles Kirkbride <miles.kirkbride@gmail.com>\n\n* feat: Add basic test coverage. Formatting.\n\nSigned-off-by: Miles Kirkbride <miles.kirkb\n[…]\n-by: Miles Kirkbride <miles.kirkbride@gmail.com>\n\n* fix: more cleanup\n\nSigned-off-by: Miles Kirkbride <miles.kirkbride@gmail.com>\n\n---------\n\nSigned-off-by: Miles Kirkbride <miles.kirkbride@gmail.com>",
          "is_bot": false,
          "headline": "feat: azure blob storage connector (#196)",
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          "author_login": "miillees",
          "committed_at": "2026-07-09T09:15:38Z",
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          "headline": "chore: bump version to 2.0.0 [skip ci]",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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          "body": "* cleanup old kfp orchestrator and ray job\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* update deps\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* skip numpy typing (only supported for python >= 3.12)\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* more numpy ignores\n\nSigned-of\n[…]\nin numpy < 2.5.0\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* downpin rapidocr\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat!: removing legacy orchestrators (#185)",
          "author_name": "Michele Dolfi",
          "author_login": "dolfim-ibm",
          "committed_at": "2026-06-26T10:29:16Z",
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          "body": "…lugin system (#182)\n\n* unify behavior between cli and ray processors and define a plugin system for connectors\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* test: set allowed_target_kinds in __init__-bypass orchestrator helpers\n\nTest helpers that build orchestrators via object.__new__ + a n\n[…]\ntion, restoring private methods\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: unify CLI/Ray connector processing and add a pluggy connector p…",
          "author_name": "Michele Dolfi",
          "author_login": "dolfim-ibm",
          "committed_at": "2026-06-26T09:02:55Z",
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          "body": "* Guard task start transition before mutating Redis status\n\n* DCO Remediation Commit for ming luo <itestmycode@gmail.com>\n\nI, ming luo <itestmycode@gmail.com>, hereby add my Signed-off-by to this commit: e250f15a9c75f320960ed27004d50c2f88cff471\n\nSigned-off-by: ming luo <itestmycode@gmail.com>\n\n---------\n\nSigned-off-by: ming luo <itestmycode@gmail.com>",
          "is_bot": false,
          "headline": "fix: guard task start transition before mutating Redis status (#184)",
          "author_name": "ming",
          "author_login": "zzzming",
          "committed_at": "2026-06-26T06:33:01Z",
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          "oid": "a65608d7fd5493aa8cbd5fd1a1491cf8ebb8b418",
          "body": "* use task counter metrics instead of gauges\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* test: cover monotonic task-lifecycle counters\n\nAdd unit tests for the per-tenant task_counters hash: enqueue/dispatch/\nfinalize increments inside their atomic transactions, idempotent\nmark_task_started\n[…]\nDolfi <dol@zurich.ibm.com>\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ray): task-lifecycle metrics via monotonic Redis counters (#181)",
          "author_name": "Michele Dolfi",
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          "body": "…s (#183)\n\n* Propagate structured failure categories into document error items\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* Pin release docling version\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: Propagate structured failure categories into document error item…",
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        {
          "oid": "a4998414a7677e8dea6f18d484a1083f25ffc071",
          "body": "* feat: carry document confidence through to service results\n\nPopulate ConfidenceScores from ConversionResult on ExportableDocument\n(gated to SUCCESS/PARTIAL_SUCCESS, so it survives the Ray boundary) and\nthread it into the in-body DocumentResultItem and the presigned\nDocumentArtifactItem success pat\n[…]\n\ndatamodel facade.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update lock\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: carry document confidence through to service results (#179)",
          "author_name": "Christoph Auer",
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          "committed_at": "2026-06-22T08:55:40Z",
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          "oid": "7822a85833f779f89c27381aab186d718f94c221",
          "body": "The fall-through reconstruction in `_get_task_from_rq_direct` built a\nfresh `Task` with an empty `metadata` dict, which the caller in\n`task_status` then persisted via `_store_task_in_redis`, overwriting\nany prior metadata-bearing copy. The bug surfaced as 404s on\ndocling-serve >=1.23.0's tenant-owne\n[…]\n job kwargs, which\nare written once at enqueue time and never mutated.\n\nAdds one regression test against the existing RQ orchestrator\nfixture.\n\nFixes #178.\n\nSigned-off-by: Daniel Imber <dimber@m62.ai>",
          "is_bot": false,
          "headline": "fix(rq): preserve Task.metadata in _get_task_from_rq_direct (#180)",
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          "body": "* fix: correctly treat input download failures in PDF slice path\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* fix: emit metering callbacks on materialized-PDF preflight failures\n\nOn the materialized-PDF slice path, a source that failed admission (too\nlarge, too many pages) was returned as \n[…]\nthan routed through\nprocess_exportable_results, which doesn't fit the required shape.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: correctly treat input download failures in PDF slice path (#177)",
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          "is_bot": true,
          "headline": "chore: bump version to 1.23.1 [skip ci]",
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          "oid": "9e42d78bdfb9d7ac30af5e20b7b10ee13b6b61c7",
          "body": "…s (#176)\n\nA convert task that fans an S3 source out into per-document converter requests would fail in its entirety when a single object could not be fetched (missing key, access denied, object exceeding , ...). For these client-actionable source errors  returns a  rather than raising, but the S3 f\n[…]\ns, and the  builders take a prebuilt  so both an  and a structured  can feed them.  converts the already-sanitized failure into the document-level .\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: surface S3 fan-out per-source failures as document-level failure…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-15T12:29:03Z",
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          "headline": "chore: bump version to 1.23.0 [skip ci]",
          "author_name": "github-actions[bot]",
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          "oid": "bf658654e06ad910115bc80386ea26858d445805",
          "body": "…(#175)\n\nuse float for param\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: correctly allow floating values for target_requests_per_replica …",
          "author_name": "Michele Dolfi",
          "author_login": "dolfim-ibm",
          "committed_at": "2026-06-12T15:15:27Z",
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        },
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          "oid": "ec528d427a29a0917789145e1961007ffa1adbe8",
          "body": "…out and transient drops (#174)\n\nThe pub/sub listener borrowed the shared command pool, inheriting its finite\n  socket_timeout. socket_timeout is a per-read deadline, which is wrong for a\n  subscriber that blocks waiting for the next message: any idle gap longer than\n  the timeout raised TimeoutErro\n[…]\nct/resubscribe with backoff, treat\n  idle polls as benign, and skip malformed messages instead of dying. Close the\n  dedicated client on disconnect.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix(ray): make Redis pub/sub subscriber resilient to idle socket_time…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-12T15:05:06Z",
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          "oid": "a5b1afa076915c78707444d2c3bf927a68e966e6",
          "body": "…s (#171)\n\n* feat: cap per-tenant in-flight converter units at max_concurrent_tasks\n\nS3 and page-slice fan-out launched up to max_s3_doc_parallelism / max_page_slice_parallelism converter calls per task with no tenant-global bound, so a single tenant could occupy max_concurrent_tasks × parallelism c\n[…]\n fix tests\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* Fix tests seriously\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: cap per-tenant in-flight converter units at max_concurrent_task…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-12T13:51:55Z",
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          "oid": "181afc2497dec8c13109eee5005556a6a4fa3ac7",
          "body": "…oyments (#173)\n\nAdd  and  to RayOrchestratorConfig (Optional[int], range [1, 100], default None = no cap). These thread through / into each Serve deployment's options, emitting the Ray-native per-node replica cap only when set. Setting the coordinator value to 1 spreads coordinators one per Ray nod\n[…]\nextra=ignore), so both deployments autoscaled on the default target of 2 instead of their configured values; the configured target is now respected.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Expose max_replicas_per_node for coordinator and converter depl…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T19:20:51Z",
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          "oid": "b1a67bf5b6ad2a453ba4f45de3b24e488a2ccb1b",
          "body": null,
          "is_bot": true,
          "headline": "chore: bump version to 1.22.0 [skip ci]",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-11T09:12:42Z",
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        {
          "oid": "e1eb522c15fe8d1a4171ba822150b7eadb0c65de",
          "body": "… RPC (#172)\n\n* Make enqueue much cheaper by avoiding dispatcher health check RPCs\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* remove excess commentary\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: Make Ray enqueue cheap by dropping per-request dispatcher health…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T08:22:49Z",
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        {
          "oid": "7cfe28b03652a5c6dcd47f5931dbf0ddfe4ce5ba",
          "body": "* Enforce source size limits early in service fetch paths\n\nAdd shared max_file_size admission checks to source-processor fetch paths\nused by the service orchestrators, while keeping raw HttpSource passthrough\nunchanged where docling still owns the URL fetch.\n\nFor processor-owned HTTP fetches, reject\n[…]\n <cau@zurich.ibm.com>\n\n* Cut back implementation to never materialize unless required\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Enforce source size limits early in service paths (#168)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T05:30:03Z",
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          "oid": "7aabe624f734956b61f2d27ad85b4e9a7941bdec",
          "body": "… usage to be consistent (#169)\n\n* Use ConvertDocumentsOptions.include_page_images and align code usage\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* pin required docling and jobkit dep\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update pins to release versions\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Introduce ConvertDocumentsOptions.include_page_images and align…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T05:27:59Z",
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          "oid": "53855fbb1ad71ab3185a08913f4fb86abe87ccb2",
          "body": "* lock update\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* feat(ray): classify and persist structured task failures\n\n- classify task failures by category, phase, retryability, and code\n- add structured failure storage and pubsub updates in Redis/Ray models\n- surface target write and materi\n[…]\n hereby add my Signed-off-by to this commit: bf02b7ed04b2a52e9ce2abfe0a2da8dbef1c2089\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Support max_num_elements in source iteration (#165)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-09T09:38:47Z",
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          "is_bot": true,
          "headline": "chore: bump version to 1.21.0 [skip ci]",
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          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-09T08:33:17Z",
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          "oid": "76b368a6b2af9a3a0735d06bc2fdd608b54dd488",
          "body": "* lock update\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* feat(ray): classify and persist structured task failures\n\n- classify task failures by category, phase, retryability, and code\n- add structured failure storage and pubsub updates in Redis/Ray models\n- surface target write and materi\n[…]\n9\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update stale test assertions\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Failure mode handling (#164)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-09T08:23:34Z",
          "body_truncated": true,
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        {
          "oid": "f108cdb910990ce11538d0780d6094bbf1b25120",
          "body": "* Support S3 sources across async orchestrators\n\n- add shared runtime source expansion for file/http/document-stream/S3 tasks\n- preserve S3Coordinates through RQ enqueue and reuse the shared expansion path in Ray, Local, and RQ workers\n- switch file/http/s3 CLI source shims to upstream request model\n[…]\n identifier shapes\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update lock\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Support pre-signed URL targets, S3 batch inputs and output (#157)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-08T10:28:29Z",
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        },
        {
          "oid": "49256551c7ae35965128755de74ab9361c4afb8f",
          "body": "declare page_hash before opening image. opening the image can raise error.\n\nSigned-off-by: valery weber <vwe@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: declare variable before opening image. (#162)",
          "author_name": "vwe-ibm",
          "author_login": "vwe-ibm",
          "committed_at": "2026-06-03T07:57:29Z",
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          "body": "* feat: add configurable queue name to RQ orchestrator\n\nCo-authored-by: Copilot <copilot@github.com>\nSigned-off-by: john <john.a.glynn@gmail.com>\n\n* chore: rebrand as RQ orchestrator configuration tests\n\nSigned-off-by: john <john.a.glynn@gmail.com>\n\n---------\n\nSigned-off-by: john <john.a.glynn@gmail.com>\nCo-authored-by: Copilot <copilot@github.com>",
          "is_bot": false,
          "headline": "feat: RQOrchestrator support for shared Redis (#159)",
          "author_name": "John Glynn",
          "author_login": "jglynn",
          "committed_at": "2026-06-02T13:14:19Z",
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "good",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 78,
            "inputs": {
              "packages": [
                "docling-jobkit"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 49290
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "49,290 downloads/month across pypi",
                "points": 62.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 49290,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 72,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 22,
              "top_contributor_share": 0.415
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              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 42% of commits",
                "points": 13.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 42
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "merged_prs": 140,
              "open_issues": 17,
              "closed_issues": 20,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.541,
              "closed_unmerged_prs": 24,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "54% of issues closed",
                "points": 22.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 54
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                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "140/164 decided PRs merged",
                "points": 25.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 140,
                      "decided": 164
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 23/30 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "followers": 1205,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "docling-project",
              "public_repos": 26,
              "account_age_days": 618
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,205 followers of docling-project",
                "points": 22.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1205,
                      "login": "docling-project"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "26 public repos, account ~1 yr old",
                "points": 13.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 26
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "docling-jobkit"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "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 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "46 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 46
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                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 78,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 62,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.2
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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,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "23 out of 23 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 23/30 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 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 0",
                "points": 0,
                "status": "missed",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "12 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:docling-jobkit@3.1.0 runtime dependency closure — what installing the published package pulls in — 100 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:docling-jobkit@3.1.0",
                  "assessed": 100
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 100,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 100,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 17
            },
            "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": 59,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "71 of 71 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 71
                    }
                  }
                ],
                "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": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "docling_jobkit/py.typed"
              ],
              "agent_commit_share": 0.07,
              "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": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "docling_jobkit/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docling_jobkit/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "7 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 7,
                      "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 76347,
              "source_files_sampled": 139,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (docling_jobkit/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "docling_jobkit/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/139 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 139,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library",
        "application"
      ],
      "labels": [
        "library",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:typer",
          "weight": 4
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T06:49:14.545883Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/docling-project/docling-jobkit.svg",
  "full_name": "docling-project/docling-jobkit",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.5.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.