公开记录
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 01:43 UTC

zeromq / pyzmq

PyZMQ: Python bindings for zeromq

PythonBSD-3-Clause★ 4,157 星标⑂ 668 复刻始于 2010年7月在 GitHub 上查看 ↗

zeromq/pyzmq 的健康指数为 100 分中的 82 分,处于「良好」区间。 其得分最高的类别是Engineering Quality(91/100),最低的是AI Readiness(65/100)。 最近一次更新在 3 天前。 近期的大部分工作由 1 位贡献者完成。

82
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。

82
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

1,400 关注者87 个公开仓库始于 2009年7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
PyPIpyzmq27.1.0102,770,838106316 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?

82良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 3 天前
20.1/36提交节奏 — 52 周中有 29 周有提交
18/18提交量 — 最近一年 121 次提交
10/10OpenSSF Scorecard:Maintained — 26 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year121
human_commit_share0.77
days_since_last_push3
active_weeks_last_year29

发布纪律

78良好
评分方式
27/27有发布版本 — 已发布 25 个发布版本
16.2/36发布时效 — 最近一次发布版本于 316 天前
27/27发布节奏 — 约每 44.5 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count25
latest_release_tagv27.1.0
releases_from_tags
days_since_latest_release316
mean_days_between_releases44.5
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

89优秀 · 占总体的 18%
评分方式
58.7/60星标 — 4,157 个星标
23.5/25复刻 — 668 个复刻
11.1/15关注者 — 100 位关注者
所用输入
forks668
stars4,157
watchers100
growth_stateorganic
growth_factor_pct100

社区健康

77良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(BSD-3-Clause)
18/18CONTRIBUTING 指南
0/13.5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
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
80/80月度下载量 — pypi 合计每月 102,770,838 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
packagespyzmq
dependents
ecosystemspypi
total_downloads
monthly_downloads102,770,838
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?

71良好 · 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
3.2/22.5提交分布 — 头号贡献者编写了 86% 的提交
13.5/13.5贡献者广度 — 98 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 70 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled98
top_contributor_share0.857
评分方式
44.6/46.8议题解决 — 96% 的议题已关闭
33.9/38.3PR 接受 — 已裁定的 PR 中 969/1,093 已合并
12/15OpenSSF Scorecard:Code-Review — Found 5/6 approved changesets -- score normalized to 8
所用输入
merged_prs969
open_issues49
closed_issues1,029
issue_closed_ratio0.955
closed_unmerged_prs124
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
22.6/25所有者影响力 — zeromq 有 1,400 位关注者
25/25既往记录 — 87 个公开仓库,账户约 16 年
所用输入
followers1,400
owner_typeOrganization
is_verified
owner_loginzeromq
public_repos87
account_age_days6,201
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
26/35发布时效 — 最近一次发布于 316 天前
20/20版本历史 — 106 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
packagespyzmq
ecosystemspypi
any_deprecated
min_days_since_publish316

工程质量

基础的工程与文档实践是否到位?

91优秀 · 占总体的 20%

工程实践

92优秀
评分方式
24/24CI 工作流 — 3 个工作流
24/24存在测试
16/16Linter 配置 — .flake8
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
18/20OpenSSF Scorecard:CI-Tests — 13 out of 14 merged PRs checked by a CI test -- score normalized to 9
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — http://zguide.zeromq.org/py:all
10/10仓库描述
10/10主题标签 — 3 个主题标签
0/10Wiki
所用输入
topicscython, python, zeromq
has_wiki
homepagehttp://zguide.zeromq.org/py:all
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?

80良好 · 占总体的 16%

安全态势

80良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 13 out of 14 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6/7.5Code-Review — Found 5/6 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 70 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 26 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
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
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate8.1
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

65中等 · 占总体的 0%
评分方式
18/45代理指令 — AGENTS.md(占位文件)
0/15机器可读文档(llms.txt)
30.5/40可读的提交历史 — 77 次人类提交中有 44 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.571
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes170
评分方式
18/18一条命令的引导启动 — docs/Makefile, perf/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .flake8
11/11静态类型检查 — mypy.ini, zmq/py.typed
10/10可复现环境 — Dockerfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
8/8自动化维护 — 最近 100 次提交中有 16 次为自动依赖更新
1/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesdocs/Makefile, perf/Makefile
has_devcontainer
has_linter_config
typecheck_configsmypy.ini, zmq/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.16
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(mypy.ini, zmq/py.typed)
54.7/55可控的文件大小 — 采样的 177 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes62,424
source_files_sampled177
oversized_source_files1

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 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

4,157GitHub 星标
98贡献者
121最近 12 个月提交数
3距最近推送天数
25发布版本数
1巴士系数(bus factor)
49开放议题
PyPI软件包生态系统数

数据采集警告

  • No resolved dependencies carried a version and a supported ecosystem

更多细节

Star 与 Fork 历史 4,157 ★ / 668 ⇿
4,157Star
668Fork
25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。

仅显示最近的历史——该仓库超出采集窗口,因此未采集最早的历史记录。

01,0002,0003,0004,0005,0004,157652232010-022018-042026-07
主版本 3次版本 7修订 9

每个点涵盖 16 天。

OpenSSF Scorecard 8.1 / 10
8.1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 · 2026-07-22 01:42 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests13 out of 14 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 5/6 approved changesets -- score normalized to 8
10Contributorsproject has 70 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained26 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 1
注册表软件包版本约束清单文件
PyPIcffipyproject.toml
全部依赖 24

来自 GitHub 依赖图的完整解析依赖集合:1 个直接依赖与 23 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
PyPIcffi直接
PyPIabi3audit间接
PyPIblack间接
PyPIcibuildwheel间接
PyPIcodecov间接
PyPIcoverage间接
PyPIcython间接
PyPIdelvewheel间接
PyPIenum-tools间接
PyPIflake8间接
PyPIgevent间接
PyPImyst-parser间接
PyPIpydata-sphinx-theme间接
PyPIpygments间接
PyPIpymongo间接
PyPIpytest间接
PyPIpytest-asyncio间接
PyPIpytest-cov间接
PyPIpytest-rerunfailures间接
PyPIscikit-build-core间接
PyPIsetuptools间接
PyPIsphinx间接
PyPIsphinx8.*间接
PyPItornado间接
依赖安全公告 未评估

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

原始 JSON 报告 机器可读
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  "data": {
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          "is_bot": false,
          "headline": "Merge pull request #2196 from zeromq/dependabot/github_actions/action…",
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          "is_bot": false,
          "headline": "Merge pull request #2193 from zeromq/dependabot/pip/tools/delvewheel-…",
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          "is_bot": false,
          "headline": "Merge pull request #2197 from zeromq/dependabot/github_actions/docker…",
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          "oid": "c20d4017e7a9576dbb96d3f841b82ddf25a9ad35",
          "body": "In #2078, a unified type was created to hold a common alias for types. During this change, float was removed from the list of allowed types, causing an error for type checkers. \r\n\r\nThis change restores floats as an allowed type. They are currently processed as expected, however throw an exception in type checkers.",
          "is_bot": false,
          "headline": "Update _JSONType to allow floats",
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          "body": "Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 4.0.0 to 4.1.0.\n- [Release notes](https://github.com/docker/setup-qemu-action/releases)\n- [Commits](https://github.com/docker/setup-qemu-action/compare/ce360397dd3f832beb865e1373c09c0e9f86d70a...06116385d9baf250c9f4dc\n[…]\nency-name: docker/setup-qemu-action\n  dependency-version: 4.1.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump docker/setup-qemu-action from 4.0.0 to 4.1.0",
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          "body": "Bumps the actions group with 1 update: [actions/checkout](https://github.com/actions/checkout).\n\n\nUpdates `actions/checkout` from 6.0.2 to 7.0.0\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Commits](https://github.com/actions/checkout/compare/v6.0.2...v7)\n\n---\nupdated-dependenc\n[…]\nheckout\n  dependency-version: 7.0.0\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n  dependency-group: actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 6.0.2 to 7.0.0 in the actions group",
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          "body": "Updates the requirements on [delvewheel](https://github.com/adang1345/delvewheel) to permit the latest version.\n- [Changelog](https://github.com/adang1345/delvewheel/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/adang1345/delvewheel/commits)\n\n---\nupdated-dependencies:\n- dependency-name: delvewheel\n  dependency-version: 1.13.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Update delvewheel requirement from ==1.12.* to ==1.13.* in /tools",
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          "is_bot": false,
          "headline": "Merge pull request #2192 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
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          "body": "Bumps the actions group with 1 update: [actions/checkout](https://github.com/actions/checkout).\n\n\nUpdates `actions/checkout` from 6 to 6.0.2\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Commits](https://github.com/actions/checkout/compare/v6...v6.0.2)\n\n---\nupdated-dependencies:\n[…]\nheckout\n  dependency-version: 6.0.2\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n  dependency-group: actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 6 to 6.0.2 in the actions group",
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          "body": "Fill in the missing type annotations in `zmq.utils.*`",
          "is_bot": false,
          "headline": "Merge pull request #2182 from jorenham/typing/utils/coverage",
          "author_name": "Min RK",
          "author_login": "minrk",
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          "headline": "add missing `from __future__ import annotations` for py39 compat",
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          "headline": "pin mypy<2",
          "author_name": "jorenham",
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          "body": null,
          "is_bot": false,
          "headline": "Fill in the missing type annotations in `zmq.utils.*`",
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          "committed_at": "2026-05-08T17:26:07Z",
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          "body": "Drop support for 3.13t due to cibuildwheel dropping support",
          "is_bot": false,
          "headline": "Merge pull request #2181 from ngoldbaum/disable-3.13t",
          "author_name": "Min RK",
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          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #2180 from zeromq/pre-commit-ci-update-config",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-05-06T18:16:48Z",
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          "body": "add missing `__all__` to type stubs",
          "is_bot": false,
          "headline": "Merge pull request #2177 from jorenham/typing/__all__",
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          "author_login": "minrk",
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          "is_bot": false,
          "headline": "Drop support for 3.13t due to cibuildwheel dropping support",
          "author_name": "Nathan Goldbaum",
          "author_login": "ngoldbaum",
          "committed_at": "2026-05-06T15:45:37Z",
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        },
        {
          "oid": "5910ef19b6fa0ca9566f4497a80bfbb290870833",
          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: c60c980e561ed3e73101667fe8365c609d19a438 → 6fec9b7edb08fd9989088709d864a7826dc74e80](https://github.com/astral-sh/ruff-pre-commit/compare/c60c980e561ed3e73101667fe8365c609d19a438...6fec9b7edb08fd9989088709d864a7826dc74e80)\n- [github.com/pre-commit/mi\n[…]\n6578950494f5ac9 → a4727cbbcd26d7098e96b9cb738169b59711ae51](https://github.com/zizmorcore/zizmor-pre-commit/compare/ea2eb407b4cbce87cf0d502f36578950494f5ac9...a4727cbbcd26d7098e96b9cb738169b59711ae51)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
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          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-05-04T17:10:14Z",
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          "body": "…h-action-pypi-publish-1.14.0",
          "is_bot": false,
          "headline": "Merge pull request #2179 from zeromq/dependabot/github_actions/pypa/g…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-05-04T16:32:34Z",
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          "oid": "e6842a3e067219860078dea0feb33986cbdd5375",
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          "is_bot": false,
          "headline": "Merge pull request #2178 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-05-04T16:32:08Z",
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        {
          "oid": "cf836364d696e11b31ec5946b3ea608e218698cf",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.13.0 to 1.14.0.\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e...cef22109\n[…]\n-name: pypa/gh-action-pypi-publish\n  dependency-version: 1.14.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.13.0 to 1.14.0",
          "author_name": "dependabot[bot]",
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          "committed_at": "2026-05-01T17:35:42Z",
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          "oid": "da99997043844f470d8ce1af00def74ceac9bbf3",
          "body": "Bumps the actions group with 1 update: [actions/upload-artifact](https://github.com/actions/upload-artifact).\n\n\nUpdates `actions/upload-artifact` from 7.0.0 to 7.0.1\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/\n[…]\nrtifact\n  dependency-version: 7.0.1\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n  dependency-group: actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 7.0.0 to 7.0.1 in the actions group",
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          "headline": "add missing `__all__` to type stubs",
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        {
          "oid": "6ff1a501180a2808e79ca5803ee6a1366843ccc3",
          "body": "…/setup-qemu-action-4.0.0\n\nBump docker/setup-qemu-action from 3.7.0 to 4.0.0",
          "is_bot": false,
          "headline": "Merge pull request #2172 from zeromq/dependabot/github_actions/docker…",
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          "body": "Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 3.7.0 to 4.0.0.\n- [Release notes](https://github.com/docker/setup-qemu-action/releases)\n- [Commits](https://github.com/docker/setup-qemu-action/compare/c7c53464625b32c7a7e944ae62b3e17d2b600130...ce360397dd3f832beb865e\n[…]\nency-name: docker/setup-qemu-action\n  dependency-version: 4.0.0\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump docker/setup-qemu-action from 3.7.0 to 4.0.0",
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          "body": "tighten GHA security with zizmor, freeze pre-commit hashes",
          "is_bot": false,
          "headline": "Merge pull request #2170 from minrk/zizmor",
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          "body": "pin sphinx 8 for enum_tools",
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          "headline": "Merge pull request #2171 from minrk/rtd",
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          "headline": "actually commit zizmor config files",
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          "headline": "pin sphinx 8 for enum_tools",
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          "headline": "pre-commit autoupdate --freeze",
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        },
        {
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          "body": "separate config for release and test workflows",
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          "headline": "tighten github actions security with zizmor",
          "author_name": "Min RK",
          "author_login": "minrk",
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        {
          "oid": "aa0d411e8de1468bdb05958c48786380402f8248",
          "body": "add llm notes",
          "is_bot": false,
          "headline": "Merge pull request #2166 from minrk/llms",
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          "author_login": "minrk",
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        {
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          "body": "bundle libsodium 1.0.21",
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          "headline": "Merge pull request #2157 from minrk/libsodium",
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          "headline": "also headers",
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          "body": "feat: add riscv64 manylinux wheels to build matrix",
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          "headline": "Merge pull request #2164 from gounthar/feat/riscv64-wheels",
          "author_name": "Min RK",
          "author_login": "minrk",
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          "body": "saves build time skipping unused files",
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          "headline": "wheels: only build libzmq, not zmq tests",
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          "headline": "get libsodium stable tarball",
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          "headline": "bundle libsodium 1.0.21",
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        },
        {
          "oid": "a8cb6fe77cb53b7dd754af073f3825d4f87e3dad",
          "body": "require Python 3.9, update license metadata",
          "is_bot": false,
          "headline": "Merge pull request #2165 from minrk/require-39",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-17T16:12:14Z",
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        {
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          "is_bot": false,
          "headline": "run old x64 mac tests on intel mac runners",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-17T15:44:40Z",
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        {
          "oid": "871f41d11780d4bf96d7741a66df47899586bb1f",
          "body": "that means arm on mac, usually",
          "is_bot": false,
          "headline": "use default arch in tests",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-17T15:38:15Z",
          "body_truncated": false,
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        {
          "oid": "b8f1c86a3f0c788b9f288d71549db0509fb066d1",
          "body": null,
          "is_bot": false,
          "headline": "add llm notes",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-17T15:34:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "c2e2248aaa038a4c96a0e3e9b267237a18ae0d7b",
          "body": "since it's way more expensive",
          "is_bot": false,
          "headline": "limit risc support to the stable abi wheel",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-17T15:13:57Z",
          "body_truncated": false,
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        },
        {
          "oid": "07e2014c637e671582377fb7ab0faff24f589afa",
          "body": null,
          "is_bot": false,
          "headline": "macos-13 shutting down",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-17T15:03:42Z",
          "body_truncated": false,
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          "oid": "6d691c76b6b17d921e3831cc2752a6c4590ffcaf",
          "body": null,
          "is_bot": false,
          "headline": "make sure to package license in wheel",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-16T14:05:52Z",
          "body_truncated": false,
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          "body": "…s-985357984d\n\nBump the actions group with 2 updates",
          "is_bot": false,
          "headline": "Merge pull request #2160 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-16T14:01:51Z",
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        },
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          "oid": "de13bcbed7f471c8112350fc1ad7da35e146645b",
          "body": "The QEMU setup step was added but the actual matrix entry was missing,\nso no riscv64 wheels were being built.\n\nSigned-off-by: Bruno Verachten <gounthar@gmail.com>",
          "is_bot": false,
          "headline": "fix: add missing manylinux-riscv64 matrix entry",
          "author_name": "Bruno Verachten",
          "author_login": "gounthar",
          "committed_at": "2026-03-16T08:14:38Z",
          "body_truncated": false,
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          "oid": "cdc88cda7fd1e92ed651cfc347e147dc3db5fcfe",
          "body": "it should get it from pyproject (I think)",
          "is_bot": false,
          "headline": "don't need python version in mypy.ini",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-15T23:40:43Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "apply formatters for Python 3.9",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-15T23:39:40Z",
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          "oid": "64c2a803ca82323279565b457bb89a2cf3168b24",
          "body": null,
          "is_bot": false,
          "headline": "require Python 3.9, update license metadata",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-15T23:36:43Z",
          "body_truncated": false,
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          "oid": "3d5ea222a98b0c416795a459ab91ee99421c52f1",
          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #2158 from zeromq/pre-commit-ci-update-config",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-15T23:28:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "0593186710544ebbd906b99dff4d94c3f6f53e6a",
          "body": "…l-eq-3.4.star\n\nUpdate cibuildwheel requirement from ==3.3.* to ==3.4.* in /tools",
          "is_bot": false,
          "headline": "Merge pull request #2162 from zeromq/dependabot/pip/tools/cibuildwhee…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-03-15T23:27:42Z",
          "body_truncated": false,
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          "oid": "13c38a476b4ad55b791a29baafa8fae722aa265d",
          "body": "Add QEMU emulation for riscv64 and include riscv64 manylinux entry\nin the wheel build matrix.",
          "is_bot": false,
          "headline": "feat: add riscv64 manylinux wheels to build matrix",
          "author_name": "Bruno Verachten",
          "author_login": "gounthar",
          "committed_at": "2026-03-12T09:00:19Z",
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          "oid": "dac240f7b7425a2eb1dbaaf5fbf56c5d90e82cd8",
          "body": "Updates the requirements on [cibuildwheel](https://github.com/pypa/cibuildwheel) to permit the latest version.\n- [Release notes](https://github.com/pypa/cibuildwheel/releases)\n- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pypa/cibuildw\n[…]\nompare/v3.3...v3.4)\n\n---\nupdated-dependencies:\n- dependency-name: cibuildwheel\n  dependency-version: 3.4.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Update cibuildwheel requirement from ==3.3.* to ==3.4.* in /tools",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-06T14:44:46Z",
          "body_truncated": true,
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          "oid": "b0e9368d992f91a966c64b12b3f827605d5f7c54",
          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.14.10 → v0.15.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.10...v0.15.4)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-02T17:15:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "12a108fd83e7557f20f150122d3c2385ea7d1cd5",
          "body": "Bumps the actions group with 2 updates: [actions/upload-artifact](https://github.com/actions/upload-artifact) and [actions/download-artifact](https://github.com/actions/download-artifact).\n\n\nUpdates `actions/upload-artifact` from 6 to 7\n- [Release notes](https://github.com/actions/upload-artifact/re\n[…]\n-artifact\n  dependency-version: '8'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n  dependency-group: actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump the actions group with 2 updates",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T14:42:30Z",
          "body_truncated": true,
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        {
          "oid": "fa5bcc9091d02eaf9b5f76f7ff51ab09ef6cdb8f",
          "body": null,
          "is_bot": false,
          "headline": "fix dependabot group even more",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-30T21:58:30Z",
          "body_truncated": false,
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        },
        {
          "oid": "feb4185a7df9c47e6ea8be3af8fa16219c607c8e",
          "body": null,
          "is_bot": false,
          "headline": "fix dependabot group",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-30T21:57:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab03ab248a61854c57106a43c2e2e1a22ea850cc",
          "body": "…eq-1.12.star\n\nUpdate delvewheel requirement from ==1.11.* to ==1.12.* in /tools",
          "is_bot": false,
          "headline": "Merge pull request #2156 from zeromq/dependabot/pip/tools/delvewheel-…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-26T17:23:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf2231c12ab4f9457db6bfb28ecc5f1fa2b802a4",
          "body": "Updates the requirements on [delvewheel](https://github.com/adang1345/delvewheel) to permit the latest version.\n- [Changelog](https://github.com/adang1345/delvewheel/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/adang1345/delvewheel/commits)\n\n---\nupdated-dependencies:\n- dependency-name: delvewheel\n  dependency-version: 1.12.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Update delvewheel requirement from ==1.11.* to ==1.12.* in /tools",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-26T16:18:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35fb76597418a640b7ad98f478219b5bc5c197aa",
          "body": "Use enum types on global constants",
          "is_bot": false,
          "headline": "Merge pull request #2155 from jbdyn/fix-types-of-global-constants",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-23T22:40:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa51a533f46f9e6c6c342689302363b1ed744011",
          "body": "…s/download-artifact-7\n\nBump actions/download-artifact from 5 to 7",
          "is_bot": false,
          "headline": "Merge pull request #2148 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-21T21:28:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ba83afddda67903c11ad0600ab8151d474e2e3c",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 5 to 7.\n- [Release notes](https://github.com/actions/download-artifact/releases)\n- [Commits](https://github.com/actions/download-artifact/compare/v5...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/download-artifact\n  dependency-version: '7'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 5 to 7",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-21T20:03:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1e83f36d3d3aa9491b42221b01c5a015811ae28",
          "body": null,
          "is_bot": false,
          "headline": "group github actions in dependabot",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-21T19:59:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d05d26b62533164268fa35e1f8a26258e66c223",
          "body": "…l-eq-3.3.star\n\nUpdate cibuildwheel requirement from ==3.1.* to ==3.3.* in /tools",
          "is_bot": false,
          "headline": "Merge pull request #2145 from zeromq/dependabot/pip/tools/cibuildwhee…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-21T19:57:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9b8ac9fa3719f81fd8d6ed39b686ae5218bf2c5",
          "body": null,
          "is_bot": false,
          "headline": "split mac pypy arm, x86",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-21T19:38:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f958a3129094d7e3dcf1ab924493ab370adb1631",
          "body": null,
          "is_bot": false,
          "headline": "build pypy on macos-14",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-21T19:26:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbe7305ec01baafacce8e8861a47f0787f6648f8",
          "body": "…s/checkout-6\n\nBump actions/checkout from 4 to 6",
          "is_bot": false,
          "headline": "Merge pull request #2149 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-20T04:46:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "610b095c46f8339b845719a2fde38cade312e276",
          "body": "…s/upload-artifact-6\n\nBump actions/upload-artifact from 4 to 6",
          "is_bot": false,
          "headline": "Merge pull request #2150 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-20T04:46:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c49020517737cea0d7a07abcf3184e792d437c5",
          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #2151 from zeromq/pre-commit-ci-update-config",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2026-01-20T04:46:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32f330e84263b316fd6b6aa12bcf534d5c56f6b9",
          "body": null,
          "is_bot": false,
          "headline": "Change type of enum member from `int` to its enum class name",
          "author_name": "Jakob Zahn",
          "author_login": "jbdyn",
          "committed_at": "2026-01-16T16:01:18Z",
          "body_truncated": false,
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        },
        {
          "oid": "6112dffe6dd57cf1c03a64cff520b74f5ccb43bb",
          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.14.7 → v0.14.10](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.7...v0.14.10)\n- [github.com/pre-commit/mirrors-mypy: v1.19.0 → v1.19.1](https://github.com/pre-commit/mirrors-mypy/compare/v1.19.0...v1.19.1)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-01-05T17:10:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e46f949aec87b0388d5018c72b6b857d8c58147e",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4 to 6.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/v4...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/upload-artifact\n  dependency-version: '6'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 4 to 6",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-01T14:02:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0428ba4e13a5b3fb1383c38c675d772f7d48915c",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v6)\n\n---\nupdated-dependenc\n[…]\n:\n- dependency-name: actions/checkout\n  dependency-version: '6'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 6",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-01T14:02:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f8b051b0ed7f1170918014610e2fe3a606509c6b",
          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #2143 from zeromq/pre-commit-ci-update-config",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2025-12-05T17:08:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "753911a8b49d3f6d24fdeaee3bbee2a83d84d624",
          "body": "updates:\n- [github.com/executablebooks/mdformat: 0.7.22 → 1.0.0](https://github.com/executablebooks/mdformat/compare/0.7.22...1.0.0)\n- [github.com/astral-sh/ruff-pre-commit: v0.13.3 → v0.14.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.13.3...v0.14.7)\n- [github.com/pre-commit/mirrors-mypy: v1.18.2 → v1.19.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.18.2...v1.19.0)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-12-01T17:16:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4789f7f1312910ee934d7ec84e930dccfeaefa1b",
          "body": "Updates the requirements on [cibuildwheel](https://github.com/pypa/cibuildwheel) to permit the latest version.\n- [Release notes](https://github.com/pypa/cibuildwheel/releases)\n- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pypa/cibuildw\n[…]\nompare/v3.1...v3.3)\n\n---\nupdated-dependencies:\n- dependency-name: cibuildwheel\n  dependency-version: 3.3.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Update cibuildwheel requirement from ==3.1.* to ==3.3.* in /tools",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-17T14:27:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6012987aaf389280938b2af3044eb6582edfb734",
          "body": "python -m pip install",
          "is_bot": false,
          "headline": "Merge pull request #2140 from minrk/pip-upgrade",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2025-11-01T05:27:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "000f5333c06b2ee6954b819264f8dc3022f7d423",
          "body": "…s/setup-python-6\n\nBump actions/setup-python from 5 to 6",
          "is_bot": false,
          "headline": "Merge pull request #2132 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
          "author_login": "minrk",
          "committed_at": "2025-11-01T04:58:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7e63a734dc070350db7b8a29b08e8d589ba99eb",
          "body": "…s/download-artifact-5\n\nBump actions/download-artifact from 4 to 5",
          "is_bot": false,
          "headline": "Merge pull request #2130 from zeromq/dependabot/github_actions/action…",
          "author_name": "Min RK",
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              "human_commit_share": 0.77,
              "days_since_last_push": 3,
              "active_weeks_last_year": 29
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            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 3 days ago",
                "points": 36,
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              {
                "key": "commit_cadence",
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                "detail": "29/52 weeks with commits",
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                "key": "openssf_scorecard_maintained",
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            "value": 78,
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              "days_since_latest_release": 316,
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                "key": "ships_releases",
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                "key": "release_cadence",
                "name": "Release cadence",
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                "details": [
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                    "code": "release_cadence",
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              {
                "key": "openssf_scorecard_signed_releases",
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          },
          {
            "key": "abandonment",
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              "cap": null,
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        ],
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      {
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              "watchers": 100,
              "growth_state": "organic",
              "growth_factor_pct": 100
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            "components": [
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                "key": "stars",
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              {
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                    "code": "forks",
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                "max_points": 25
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              {
                "key": "watchers",
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                "details": [
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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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            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
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            "components": [
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                "key": "readme",
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              {
                "key": "license",
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                "detail": "recognized license (BSD-3-Clause)",
                "points": 22.5,
                "status": "met",
                "details": [
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                  },
                  {
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            "notes": [
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            "inputs": {
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              {
                "key": "registry_dependents",
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                "status": "excluded",
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                "max_points": 20
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            ]
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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                "max_points": 10
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            ]
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                "key": "issue_resolution",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "max_points": 38.25
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          {
            "key": "stewardship",
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            "inputs": {
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                "key": "verified_domain",
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                ],
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              {
                "key": "track_record",
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          }
        ],
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            ]
          },
          {
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              },
              {
                "key": "documentation_directory",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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              {
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            "components": [
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                "key": "binary_artifacts",
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              {
                "key": "branch_protection",
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                "key": "ci_tests",
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              },
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                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
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              },
              {
                "key": "code_review",
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              },
              {
                "key": "contributors",
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                "detail": "project has 70 contributing companies or organizations",
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              },
              {
                "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 fuzzed",
                "points": 5,
                "status": "met",
                "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": "26 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 1",
                "points": 0.5,
                "status": "partial",
                "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": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 22
            },
            "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": 65,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.571,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 170
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md (stub)",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  },
                  {
                    "code": "agent_instructions_stub",
                    "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": "44 of 77 human commits state their intent (structured subject or explanatory body)",
                "points": 30.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 44,
                      "sampled": 77
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile",
                "perf/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "mypy.ini",
                "zmq/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.16
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile, perf/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile, perf/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "mypy.ini, zmq/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "mypy.ini, zmq/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "16 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "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": 62424,
              "source_files_sampled": 177,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (mypy.ini, zmq/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "mypy.ini, zmq/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/177 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 177,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "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": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, 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": [
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T01:43:15.604226Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zeromq/pyzmq.svg",
  "full_name": "zeromq/pyzmq",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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 v0.26.0—— 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.