公开记录
软件健康报告模式 0.23.0 · 指标 1.13.0 · 2026-07-21 17:55 UTC

faust-streaming / faust

Python Stream Processing. A Faust fork

Python自定义许可证★ 1,879 星标⑂ 205 复刻始于 2020年10月在 GitHub 上查看 ↗

faust-streaming/faust 的健康指数为 100 分中的 77 分,处于「良好」区间。 其得分最高的类别是Engineering Quality(100/100),最低的是Sustainability & Governance(60/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

77
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。

77
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

18 关注者5 个公开仓库始于 2020年10月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIfaust-streaming0.13.0-1940 天前streamprocessingasynciodistributedqueuekafka

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?

74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 0 天前
2.1/36提交节奏 — 52 周中有 3 周有提交
13.9/18提交量 — 最近一年 34 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year34
human_commit_share0.9
days_since_last_push0
active_weeks_last_year3

发布纪律

92优秀
评分方式
27/27有发布版本 — 已发布 82 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
19.8/27发布节奏 — 约每 103.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count82
latest_release_tagv0.13.0
releases_from_tags
days_since_latest_release0
mean_days_between_releases103.3
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?

87优秀 · 占总体的 18%
评分方式
53.1/60星标 — 1,879 个星标
19.2/25复刻 — 205 个复刻
8/15关注者 — 28 位关注者
所用输入
forks205
stars1,879
watchers28
growth_stateorganic
growth_factor_pct100

社区健康

94优秀
评分方式
22.5/22.5README
16.9/22.5许可证 — 存在许可证文件,但不是可识别的许可证
18/18CONTRIBUTING 指南
13.5/13.5行为准则
7.2/7.2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

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?

60中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
3.3/22.5提交分布 — 头号贡献者编写了 85% 的提交
13.5/13.5贡献者广度 — 99 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 19 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled99
top_contributor_share0.853
评分方式
28.3/46.8议题解决 — 61% 的议题已关闭
32.8/38.3PR 接受 — 已裁定的 PR 中 330/385 已合并
0/15OpenSSF Scorecard:Code-Review — Found 1/25 approved changesets -- score normalized to 0
所用输入
merged_prs330
open_issues125
closed_issues192
issue_closed_ratio0.606
closed_unmerged_prs55
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
9.2/25所有者影响力 — faust-streaming 有 18 位关注者
17.2/25既往记录 — 5 个公开仓库,账户约 5 年
所用输入
followers18
owner_typeOrganization
is_verified
owner_loginfaust-streaming
public_repos5
account_age_days2,098
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 0 天前
20/20版本历史 — 194 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
packagesfaust-streaming
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

100优秀 · 占总体的 20%

工程实践

100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 — tox.ini
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 25 out of 25 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

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://faust-streaming.github.io/faust/
10/10仓库描述
10/10主题标签 — 5 个主题标签
10/10Wiki
所用输入
topicsasyncio, python-streaming, kafka, redis, distributed-systems
has_wiki
homepagehttps://faust-streaming.github.io/faust/
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?

66中等 · 占总体的 16%

安全态势

57中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/25 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 19 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 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
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.7
已排除计分(无数据或不适用):branch_protection, signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages4
unassessed_packages73
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 4 个已解析依赖与 OSV 比对。 有 73 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

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

66中等 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 90 次人类提交中有 76 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_share0.844
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile, docs/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — tox.ini
11/11静态类型检查 — faust/py.typed
10/10可复现环境 — Dockerfile
10/10已体现的代理实践 — 最近 100 次提交中有 16 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 10 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesMakefile, docs/Makefile
has_devcontainer
has_linter_config
typecheck_configsfaust/py.typed
agent_commit_share0.16
toolchain_manifests
dependency_bot_commit_share0.1
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(faust/py.typed)
54.5/55可控的文件大小 — 采样的 411 个源文件中有 4 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes83,007
source_files_sampled411
oversized_source_files4

机器可读接口

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

关键数据

1,879GitHub 星标
99贡献者
34最近 12 个月提交数
0距最近推送天数
82发布版本数
1巴士系数(bus factor)
125开放议题
PyPI软件包生态系统数

数据采集警告

  • deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 1,879 ★ / 205 ⇿
1,879Star
205Fork
79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。

04008001,2001,6002,0001,879198172020-112023-092026-07
主版本 0次版本 9修订 69

每个点涵盖 6 天。

OpenSSF Scorecard 5.7 / 10
5.7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 · 2026-07-21 17:55 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/25 approved changesets -- score normalized to 0
10Contributorsproject has 19 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 3 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
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
全部依赖 77

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 77 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
PyPIaerospike间接
PyPIaiodns间接
PyPIaiohttp间接
PyPIaiohttp-cors间接
PyPIaiokafka间接
PyPIaiomonitor间接
PyPIasyncio-ipython-magic间接
PyPIautoflake间接
PyPIbandit间接
PyPIblack26.5.1间接
PyPIciso8601间接
PyPIclick间接
PyPIconfluent-kafka间接
PyPIcroniter间接
PyPIcython间接
PyPIdatadog间接
PyPIdjango间接
PyPIdnspython间接
PyPIenvoy间接
PyPIeventlet间接
PyPIfaust间接
PyPIfaust-aioeventlet间接
PyPIfaust-cchardet间接
PyPIfaust-streaming-rocksdb间接
PyPIflake85.0.4间接
PyPIflake8-bugbear间接
PyPIflake8-comprehensions间接
PyPIfreezegun间接
PyPIhypothesis间接
PyPIintervaltree间接
PyPIisort8.0.1间接
PyPIjinja2间接
PyPIm2r2间接
PyPImode-streaming间接
PyPImypy间接
PyPImypy-extensions间接
PyPIopentracing间接
PyPIorjson间接
PyPIpackaging间接
PyPIpre-commit间接
PyPIprometheus-client间接
PyPIpydocstyle间接
PyPIpytest间接
PyPIpytest-aiofiles间接
PyPIpytest-aiohttp间接
PyPIpytest-asyncio间接
PyPIpytest-cov间接
PyPIpytest-forked间接
PyPIpytest-picked间接
PyPIpytest-random-order间接
PyPIpytest-sugar间接
PyPIpython-dateutil间接
PyPIpytz间接
PyPIpyyaml间接
PyPIraven间接
PyPIraven-aiohttp间接
PyPIredis间接
PyPIrocksdict间接
PyPIsentry-sdk间接
PyPIsetproctitle间接
PyPIsetuptools间接
PyPIsetuptools-scm间接
PyPIsix间接
PyPIsphinx间接
PyPIsphinx-autobuild间接
PyPIsphinx-autodoc-typehints间接
PyPIsphinx-celery间接
PyPIsphinx-rtd-theme间接
PyPIsphinx2rst间接
PyPIstatsd间接
PyPIterminaltables间接
PyPItox间接
PyPItwine间接
PyPIvenusian3.1.0间接
PyPIvulture间接
PyPIwheel间接
PyPIyarl间接
依赖安全公告 0

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 4 个包,其中也包含从不交付的开发与测试版本固定:0 个存在已知公告,0 个为直接依赖。 有 73 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

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
{
  "data": {
    "repo": {
      "topics": [
        "asyncio",
        "python-streaming",
        "kafka",
        "redis",
        "distributed-systems"
      ],
      "is_fork": false,
      "size_kb": 10438,
      "has_wiki": true,
      "homepage": "https://faust-streaming.github.io/faust/",
      "languages": {
        "HTML": 9468,
        "Shell": 3045,
        "Cython": 15788,
        "Python": 2248346,
        "Makefile": 6915
      },
      "pushed_at": "2026-07-21T17:54:24Z",
      "created_at": "2020-10-22T15:32:50Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T17:53:10Z",
      "description": "Python Stream Processing. A Faust fork",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "master",
      "license_spdx_raw": "NOASSERTION",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "faust-streaming",
      "type": "Organization",
      "login": "faust-streaming",
      "company": null,
      "location": null,
      "followers": 18,
      "avatar_url": "https://avatars.githubusercontent.com/u/73301568?v=4",
      "created_at": "2020-10-22T15:28:57Z",
      "is_verified": null,
      "public_repos": 5,
      "account_age_days": 2098
    },
    "license": {
      "state": "custom",
      "spdx_id": null,
      "raw_spdx": "NOASSERTION",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.13.0",
          "kind": "minor",
          "published_at": "2026-07-21T17:41:50Z"
        },
        {
          "tag": "v0.12.1",
          "kind": "patch",
          "published_at": "2026-07-19T19:14:28Z"
        },
        {
          "tag": "v0.12.0",
          "kind": "minor",
          "published_at": "2026-07-19T18:28:10Z"
        },
        {
          "tag": "v0.11.3",
          "kind": "patch",
          "published_at": "2024-08-23T13:49:17Z"
        },
        {
          "tag": "v0.11.2",
          "kind": "patch",
          "published_at": "2024-08-08T17:36:00Z"
        },
        {
          "tag": "v0.11.1",
          "kind": "patch",
          "published_at": "2024-07-17T20:08:13Z"
        },
        {
          "tag": "v0.11.0",
          "kind": "minor",
          "published_at": "2024-03-30T00:27:18Z"
        },
        {
          "tag": "v0.10.24",
          "kind": "patch",
          "published_at": "2024-03-17T00:52:51Z"
        },
        {
          "tag": "v0.10.23",
          "kind": "patch",
          "published_at": "2024-02-23T16:04:39Z"
        },
        {
          "tag": "v0.10.22",
          "kind": "patch",
          "published_at": "2024-01-03T21:53:36Z"
        },
        {
          "tag": "v0.10.21",
          "kind": "patch",
          "published_at": "2023-12-10T21:01:15Z"
        },
        {
          "tag": "v0.10.20",
          "kind": "patch",
          "published_at": "2023-11-29T23:28:38Z"
        },
        {
          "tag": "v0.10.19",
          "kind": "patch",
          "published_at": "2023-11-29T16:39:39Z"
        },
        {
          "tag": "v0.10.18",
          "kind": "patch",
          "published_at": "2023-11-27T16:41:12Z"
        },
        {
          "tag": "v0.10.17",
          "kind": "patch",
          "published_at": "2023-11-21T15:26:28Z"
        },
        {
          "tag": "v0.10.16",
          "kind": "patch",
          "published_at": "2023-08-15T02:39:06Z"
        },
        {
          "tag": "v0.10.15",
          "kind": "patch",
          "published_at": "2023-08-08T03:20:14Z"
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          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:04:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "411e6dd83e7c4c17ec0e066bc981931d261f3a69",
          "body": "PyPI rejected the v0.12.0 sdist upload:\n\n    400 Filename 'faust-streaming-0.12.0.tar.gz' is invalid,\n        should be 'faust_streaming-0.12.0.tar.gz'.\n\nThe release job built the sdist with the deprecated `setup.py sdist` under an\nold setuptools floor, which emits the legacy hyphenated distribution\n[…]\non -m build --sdist` now produces\n`faust_streaming-<version>.tar.gz`.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: build sdist with `python -m build` for a PEP 625 filename (#712)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:03:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dd0c896749ea810dac8ad2a50e9327b16b841e05",
          "body": "v0.12.1 is a packaging-only patch: v0.12.0's wheels published but its sdist was\nrejected by PyPI under PEP 625.  Add the changelog entry and standalone release\nnotes for the fix (#712).\n\nVersioning is setuptools_scm-driven (the git tag is the version) and the docs\nversion is derived from faust.__ver\n[…]\nlude of\nCHANGELOG.md, and the docs version banner updates from the tag.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL",
          "is_bot": false,
          "headline": "docs: prepare v0.12.1 release notes and changelog",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:00:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3f8e190ba5217f5c4949fe605e50e48511272318",
          "body": "* docs: prepare v0.12.0 release notes and changelog\n\nResume the Keep a Changelog format (dormant since v0.8.10) with a v0.12.0\nsection, and add standalone GitHub release notes covering the changes since\nv0.11.3 plus the pending fix stack.\n\nHighlights: two offset data-loss fixes (#606/#707, #316/#692\n[…]\n8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n* Delete RELEASE_NOTES_v0.12.0.md\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: prepare v0.12.0 release notes, changelog, and docs version (#708)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T18:27:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ade8a09f45adf684c6e351b1bc59e9bcdede8597",
          "body": "* docs: correct stale dependency and version references\n\nThe user-facing docs still carried robinhood-era and pre-0.12 details:\n\n- `redis` extra listed the long-deprecated `aredis`; it is backed by\n  `redis-py` now (since #635).\n- The \"What do I need?\" sidebar claimed Python 3.8 while the prose righ\n[…]\nra.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct stale dependency and version references (#710)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:56:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d95af522e43d73af04aa00bf6228a71fc6ef35e8",
          "body": "…9, require 3.14) (#690)\n\n* Modernize release wheel-build runners\n\nThe build_wheels matrix pinned ubuntu-20.04, whose runner image GitHub\nretired in April 2025 -- that job can no longer schedule. macos-13 is also\non the deprecation path, and pypa/cibuildwheel@v2.10.1 (Sept 2022) predates\nPython 3.12\n[…]\nrs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Modernize CI: wheel runners, Windows wheels, and test matrix (drop 3.…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:12:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c95a51826baac5768a7aae7e5effcc20a39f6e7f",
          "body": null,
          "is_bot": false,
          "headline": "ci: add live-broker integration test harness (Kafka in CI) (#706)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T15:31:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3073eb90e8aadeb3b3e66b51aba777229c2146e6",
          "body": "Adds 3.14 to the test matrix, producing required 'Python 3.14/Cython:\ntrue' and 'Python 3.14/Cython: false' jobs alongside the existing 3.13\nlegs. All matrix legs feed the aggregate '✅ Ensure the required checks\npassing' job, so they become required wherever branch protection\nrequires that check.\n\nP\n[…]\nnt-loop creation that mode relied on at import time.\n\nAssisted-by: Claude\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HgnKFtXZbCjXNoVNWa5JLd",
          "is_bot": false,
          "headline": "ci: test on Python 3.14 with and without Cython",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-19T02:41:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f3019aa21e77b6e836d8252491de21c585761813",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #687 from faust-streaming/claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T15:52:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04238685eafda35f3a43c99f873c839dee9697cf",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11834d8aefaf157e12ce91ff3779d538d3179786",
          "body": "…g-assignor",
          "is_bot": false,
          "headline": "Merge pull request #682 from faust-streaming/claude/aiokafka-changelo…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28384bf5efed8be5744a3b6d57641d407f540a6f",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/aiokafka-changelog-assignor",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4f9a3f18eeb2e5c690f45d8ce264f8f5c87feee",
          "body": "The new MetadataRequest([]) / CreateTopicsRequest(...) forms require the\naiokafka 0.13.0 protocol refactor; on aiokafka < 0.13 MetadataRequest is a\nversioned list (not callable) and CreateTopicsRequest must be indexed by\nversion. Faust keeps its aiokafka>=0.10 floor and already branches on\n_AIOKAFKA\n[…]\n=0.13\n\nThis also fixes master's latent breakage where CreateTopicsRequest[version]\nalready fails on aiokafka 0.13+. Also drop a duplicate\n_AIOKAFKA_HAS_API_VERSION definition introduced by the rebase.",
          "is_bot": false,
          "headline": "Guard aiokafka metadata/admin calls by protocol-API version",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:01:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f85f28dbc18a384b08862133d79eacf969a1bf9b",
          "body": "Convert three coverage gaps into genuine tests instead of leaving them\nexcluded:\n\n- utils/functional.py: add a test for translate() (only consecutive_numbers\n  was covered -> 75%); now 100%. Remove its .coveragerc omit.\n- utils/platforms.py: test max_open_files() across all branches (normal\n  hard l\n[…]\npp with a\n  RuntimeError; 0% -> 100% (was measured but untested).\n\nplatforms tests use stacked @patch decorators rather than a parenthesized\nmulti-context 'with' so the file stays valid on Python 3.9.",
          "is_bot": false,
          "headline": "Add tests for functional/platforms/agent_stopper utils (real coverage)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T13:33:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb06adcb27dbc2c2098a2a2ea1cc9849d6fcdce0",
          "body": "#649 bumped upload/download-artifact from v3 to v4 but kept the v3\npattern where every build_wheels matrix leg (and the sdist) uploaded\nunder a shared artifact name and the publish job downloaded a single\nname. v3 merged same-named uploads; v4 does not -- each upload is its\nown immutable artifact an\n[…]\nish job with pattern: cibw-* + merge-multiple into\ndist/, add skip-existing so re-runs can backfill, and if-no-files-found:\nerror so an empty build fails loudly instead of silently publishing\nnothing.",
          "is_bot": false,
          "headline": "Fix release artifact upload/download for upload-artifact@v4 (#684)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T04:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a26f83bce23c1fd16d78904b1e984c7875b55ecb",
          "body": null,
          "is_bot": false,
          "headline": "remove support for python3.9 and below",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3031196d3fef95053df7a70d286fd97047461bb2",
          "body": "…min request compatibility\n\nEnsure worker consumers use the Faust assignor whenever changelog tables are present,\neven with zero standby replicas, so table recovery mapping remains correct. Also update\nmetadata/create-topics request construction for newer aiokafka APIs.",
          "is_bot": false,
          "headline": "fix(aiokafka): keep Faust assignor for changelog tables and update ad…",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a413a74b3e09722cd4112609377a08a4bb2a3297",
          "body": "…xes-63nsnu",
          "is_bot": false,
          "headline": "Merge pull request #679 from faust-streaming/claude/faust-prs-sync-fi…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T02:52:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5f5b43ea82a79684545bead794e05f9cd996a8d",
          "body": "The confluent readd had switched examples/word_count.py to\n'confluent://localhost:9092'. Confluent is an optional, experimental\ntransport (installed via faust[ckafka]); mainstream examples should use\nthe default aiokafka transport. Revert the example broker to\n'kafka://localhost:9092'.",
          "is_bot": false,
          "headline": "Keep aiokafka (kafka://) as the default broker in the word_count example",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:13:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e3eab0e1d9fe966bc07f0c29387ce6413ecdd7",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into faust-679",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3c4244d734377a6f7782ef2bb201abe181b739b",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #680 from faust-streaming/claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:10:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b282d425ec57c89cae81b4a058bfdc07d13f8c71",
          "body": "black 26.5.1 and isort 8.0.1 require Python >= 3.10, so pinning them\nunconditionally broke 'pip install -r requirements/test.txt' on the\nPython 3.9 test-matrix jobs. black/isort are lint-only and only run in\nthe lint job (PYTHON_LATEST), so pin them on 3.10+ and fall back to an\nunpinned install on 3.9, where they are installed but never invoked.",
          "is_bot": false,
          "headline": "Guard formatter pins with a Python 3.10+ marker",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:04:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a5a2e0297717019bc6f797b0364a1bc6606c949",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10f0f58842234524a7afc4d756c4481d3f386483",
          "body": null,
          "is_bot": false,
          "headline": "Fix CI lint formatting drift in tests and aerospike store (#677)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f9254232296e1d3fa55fb14c1f104c90aa40fe9",
          "body": "black and isort were unpinned in requirements/test.txt, so CI always\ninstalled the newest release. When isort 8.0.1 and black 26.5.1 shipped,\ntheir changed formatting output started failing 'Check linting' on\notherwise-unchanged trees -- lint was passing or failing depending only\non when the job happened to run.\n\nPin both to the current versions (the ones the tree is already formatted\nfor) so linting is reproducible. Bump them deliberately, together with a\ntree-wide reformat, in future.",
          "is_bot": false,
          "headline": "Pin black and isort to keep CI lint reproducible",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T16:36:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ed39f50d868d4006114be33616eca2bd3aa22a2",
          "body": "confluent.py is only importable when the ckafka extra (faust[ckafka]) is\ninstalled, which the CI test environment does not do -- so its tests are\nskipped there and the file shows as 0% covered, dragging project/patch\ncoverage down. Omit it from coverage like the memory driver already is;\nthe driver's own tests still run wherever confluent-kafka is available.",
          "is_bot": false,
          "headline": "Exclude optional confluent driver from coverage",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a175c215b6206e44af975275c18009886255a4b7",
          "body": "confluent-kafka is an optional extra (faust[ckafka]) and is not part of\nrequirements/test.txt, so it is absent in the CI test matrix. The test\nmodule imports the driver (which imports confluent_kafka) at import time,\nwhich turned every matrix job into a collection error. Guard the module\nwith pytest.importorskip('confluent_kafka') so it skips cleanly when the\noptional dependency is unavailable, and runs in full where it is.",
          "is_bot": false,
          "headline": "Skip confluent driver tests when confluent-kafka is not installed",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21994eb50b30b5fee014e1b7af6e79708b526085",
          "body": "Consumer.create_topic() computed retention as\nint(want_seconds(retention) * 1000.0) unconditionally, so the default\nretention=None raised TypeError (None * 1000.0) whenever a topic was\ndeclared without an explicit retention. Guard the conversion the same way\nthe aiokafka driver does (pass None through), and add a regression test.",
          "is_bot": false,
          "headline": "Fix crash in confluent Consumer.create_topic with no retention",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba2b4962c011d439d33481f1a1b8c9c25879915c",
          "body": "The previous tests/unit/transport/drivers/test_confluent.py (~1375 lines)\nwas copied wholesale from the aiokafka test suite and asserted against\nmethods the confluent driver never had (_fetch_records, _max_poll_records,\ntransactional producer methods that raise NotImplementedError, ...), so\n60 of 85\n[…]\nonfluent_kafka Consumer/Producer mocked so no broker is\nneeded. 56 tests, all passing, runs in <1s. Includes a regression guard\nthat AsyncConsumer construction never calls the removed io_event_enable.",
          "is_bot": false,
          "headline": "Rewrite confluent driver tests against the real driver API",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:43:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5bdd8d3abcfa742b8ac7bdab486466a7a866b8eb",
          "body": "The driver depended on Consumer.io_event_enable(), an eventfd-based\nnotification API that only exists in the unmerged 2022 fork\nstephan-hof/confluent-kafka-python@features/io_event_enable and is\nabsent from every released confluent-kafka. This made faust[ckafka]\ninstall an abandoned personal fork an\n[…]\nl behavior changes.\n\nPoint requirements/extras/ckafka.txt at the official\nconfluent-kafka>=2.0.0 release, and drop the now-unused os, struct and\nweakref imports plus a dead cast in Consumer.on_stop().",
          "is_bot": false,
          "headline": "Make confluent driver work with released confluent-kafka",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:30:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eb323f24ad59009ab610d2b41cdf8d5b366bd549",
          "body": "Resolve conflict in faust/transport/drivers/__init__.py by keeping the\nFactoryMapping-based transport registry (with the confluent driver\nregistered), consistent with every other faust registry (stores, web\ncache backends, fixups) and preserving lazy driver loading so the\noptional confluent_kafka dependency is only imported when the confluent\ntransport is actually selected.",
          "is_bot": false,
          "headline": "Merge branch 'master' into readd-confluent",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:22:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47201a6a03bc843c7414326857ca316f83619921",
          "body": "aiokafka 0.13.0 removed the `api_version` parameter from both\n`AIOKafkaConsumer` and `AIOKafkaProducer`. Since faust requires\n`aiokafka>=0.10.0`, it needs to handle both old and new versions.\n\nThis adds a version check and conditionally includes `api_version`\nonly when running with aiokafka < 0.13.0.\n\nFixes #672\n\nCo-authored-by: nightcityblade <nightcityblade@gmail.com>",
          "is_bot": false,
          "headline": "fix: support aiokafka 0.13.0 which removed api_version parameter (#674)",
          "author_name": "nightcityblade",
          "author_login": "nightcityblade",
          "committed_at": "2026-03-30T11:29:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff75c0be3d784d28b9f69ba3ea94be769b151b89",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#647)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-22T16:54:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "190b207f27b29fa14f241101ded5abbdb4b34f06",
          "body": "* EOL support for Python 3.8\r\n\r\n* Remove Python 3.8 from python-package.yml",
          "is_bot": false,
          "headline": "EOL support for Python 3.8 (#650)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-22T16:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "headline": "Update handling of artifacts in python-package.yml (#649)",
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          "headline": "Add on_clear handlers to (Global)Table and ChangeloggedSet (#645)",
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          "body": "…(#644)\n\nBumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.1.7.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4.1.7)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependen\n[…]\ndownload-artifact\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump actions/download-artifact from 3 to 4.1.7 in /.github/workflows …",
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          "body": "This reverts commit 1afa21434620242a0235a38cc0d48ba157720c16.",
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          "headline": "Revert \"Add override_logging argument to Worker (#634) (#636)\"",
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          "headline": "Remove loop argument from `aiokafka` driver (#641)",
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          "body": "…m version to v0.10.0 (#639)",
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          "headline": "rename to topic_errors for newer versions of aiokafka and bump minimu…",
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          "headline": "Update python-package.yml to build wheels on macos-13 and macos-14",
          "author_name": "William Barnhart",
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          "headline": "Set 3.12 support to experimental in python-package.yml while aredis g…",
          "author_name": "William Barnhart",
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          "headline": "fix: aiokafka `0.11.0` error when creating topics (#631)",
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          "body": "* skip consistency test since it's broken anyway\r\n\r\n* skip specific unit tests if pypy\r\n\r\n* conditionally disable functional streams tests on pypy\r\n\r\n* update lock acquisition for logging in newer python versions\r\n\r\n* revert breaking change with timestamp\r\n\r\n* fix remaining test\r\n\r\n* lint files",
          "is_bot": false,
          "headline": "Skip some PyPy tests and revert breaking poll_at timestamp change (#621)",
          "author_name": "William Barnhart",
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          "body": "* Check if pytest<8.1 could fix\r\n\r\n* Update test.txt",
          "is_bot": false,
          "headline": "Pin pytest<8 to fix Python 3.11 tests (#619)",
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          "headline": "Fix disabled aiokafka unit tests (#610)",
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          "headline": "remove humanization conversion",
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          "is_bot": false,
          "headline": "Pull in hopping window table fix (#412)",
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          "is_bot": false,
          "headline": "Fix imports from updates in mode-streaming~=0.4.0 (#618)",
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          "author_login": "wbarnha",
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          "headline": "Rollback upload and download artifacts to v3 in python-package.yml",
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          "body": "* Use registry passed to `setup_prometheus_sensors` to generate metric view\r\n\r\n* refactor: import `web` once",
          "is_bot": false,
          "headline": "Fix prometheus registry (#613)",
          "author_name": "Krzysztof Sulejczak",
          "author_login": "krzysieksulejczak",
          "committed_at": "2024-03-04T15:13:23Z",
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          "headline": "fix: serialize (named)tuple when using orjson (#612)",
          "author_name": "Zev Isert",
          "author_login": "zevisert",
          "committed_at": "2024-03-01T17:19:59Z",
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        {
          "oid": "ebf66ae031c3eb462ade320c73e84d1c4cb7a32f",
          "body": "Co-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": false,
          "headline": "bugfix: Fix cython stream_event_in to match python impl (#608)",
          "author_name": "Timothy Thomas",
          "author_login": "Tim-Thomas",
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          "is_bot": false,
          "headline": "Run black and fix setup.cfg to add E701 and E704 to flake8 ignore (#609)",
          "author_name": "Timothy Thomas",
          "author_login": "Tim-Thomas",
          "committed_at": "2024-02-16T20:32:41Z",
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        {
          "oid": "4a09533d3cb54801238545b4fa17fa74ac130138",
          "body": null,
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          "headline": "enable kafka static-partition-assignment (KIP-345) (#600)",
          "author_name": "Marco Moser",
          "author_login": "Mopsgeschwindigkeit",
          "committed_at": "2024-01-11T14:05:08Z",
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          "headline": "Revert to upload-artifact v3 in python-package.yml",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-01-03T21:53:05Z",
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        {
          "oid": "1f1f7595c3d1601e61c46a2c05430f1c68660630",
          "body": "* Update agent.py to call loop.create_task rather than asyncio.Task\r\n\r\nCredit goes to @samtx for finding this solution for https://github.com/faust-streaming/faust/issues/175#issuecomment-1177730361\r\n\r\n* Update agent.py\r\n\r\nCo-authored-by: Sam Friedman <samtx@outlook.com>\r\n\r\n* Fix linting in agent.py\n[…]\nt test to check awaitable task creation\r\n\r\n* Linting and formatting\r\n\r\n---------\r\n\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>\r\nCo-authored-by: Sam Friedman <sam.friedman@he360.com>",
          "is_bot": false,
          "headline": "Use `loop.create_task()` for agent tasks (#598)",
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          "author_login": "samtx",
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          "is_bot": false,
          "headline": "Add example for medium/large projects in FastAPI (#595)",
          "author_name": "duduru",
          "author_login": "hgalytoby",
          "committed_at": "2023-12-28T04:10:33Z",
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          "oid": "38121584fa0fe971c36fa53fd537b3c73a970cc2",
          "body": "Bumps [actions/upload-pages-artifact](https://github.com/actions/upload-pages-artifact) from 2 to 3.\r\n- [Release notes](https://github.com/actions/upload-pages-artifact/releases)\r\n- [Commits](https://github.com/actions/upload-pages-artifact/compare/v2...v3)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependenc\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-pages-artifact from 2 to 3 (#593)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-19T19:01:06Z",
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          "oid": "66fd6ba8b949e434285cfea53a26b03a6a50dcf4",
          "body": "Bumps [actions/deploy-pages](https://github.com/actions/deploy-pages) from 3 to 4.\r\n- [Release notes](https://github.com/actions/deploy-pages/releases)\r\n- [Commits](https://github.com/actions/deploy-pages/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/deploy-pages\r\n  depe\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/deploy-pages from 3 to 4 (#592)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-19T18:53:28Z",
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        {
          "oid": "73fe3e1ceeb8e123fed1531af225f85124e815d8",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 3 to 4.\r\n- [Release notes](https://github.com/actions/upload-artifact/releases)\r\n- [Commits](https://github.com/actions/upload-artifact/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/upload-a\n[…]\n\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 3 to 4 (#590)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:39:37Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "0628117ae03da7a687cc45f5b7917d04ce96d0b7",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 3 to 4 (#589)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:30:21Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "df20a17715ef3f381f455b2c6f570300baa51665",
          "body": "Bumps [github/codeql-action](https://github.com/github/codeql-action) from 2 to 3.\r\n- [Release notes](https://github.com/github/codeql-action/releases)\r\n- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/github/codeql-action/compare/v2...v3)\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump github/codeql-action from 2 to 3 (#588)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T00:08:03Z",
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        {
          "oid": "a0de3738b3f33f8679dede2a53113d59af36f837",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 4 to 5 (#585)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-09T01:27:38Z",
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        {
          "oid": "1f68fa2ce5f719e4640f1d8cf52a0323cf272cec",
          "body": "… /requirements (#583)\n\n* Update aiokafka requirement in /requirements\n\nUpdates the requirements on [aiokafka](https://github.com/aio-libs/aiokafka) to permit the latest version.\n- [Release notes](https://github.com/aio-libs/aiokafka/releases)\n- [Changelog](https://github.com/aio-libs/aiokafka/blob/\n[…]\n-\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": true,
          "headline": "Update aiokafka requirement from <0.9.0,>=0.8.0 to >=0.8.0,<0.10.0 in…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-09T01:27:15Z",
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        {
          "oid": "3554266e666df073d0d39a525aa61104655a33b3",
          "body": "* Add official support for Python 3.12\n\n* commit remaining lint changes",
          "is_bot": false,
          "headline": "Add official support for Python 3.12 (#587)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2023-12-09T00:51:48Z",
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            "reason": "project has 19 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
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            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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          {
            "name": "Packaging",
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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          {
            "name": "SAST",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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          {
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "note": null,
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                "key": "stars",
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                "key": "watchers",
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "readme",
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                "key": "license",
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        "key": "governance",
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                "key": "commit_distribution",
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                "status": "partial",
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                    "code": "top_contributor_share",
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "closed_issues": 192,
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              "closed_unmerged_prs": 55
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            "components": [
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                "key": "issue_resolution",
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                      "share": 61
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "followers": 18,
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              "owner_login": "faust-streaming",
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            "components": [
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                "key": "verified_domain",
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                "key": "owner_reach",
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                "max_points": 25
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                "key": "track_record",
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          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
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                "key": "published_resolvable",
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                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://faust-streaming.github.io/faust/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.7
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 25 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 1/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 19 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 3 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 run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 4 resolved dependencies against OSV; 73 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 4
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 73
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 73,
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 4,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "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": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.844,
              "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": "76 of 90 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 76,
                      "sampled": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "faust/py.typed"
              ],
              "agent_commit_share": 0.16,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.1
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/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": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "faust/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "faust/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": "16 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "10 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 83007,
              "source_files_sampled": 411,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (faust/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "faust/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/411 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 411,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T17:55:28.940367Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/faust-streaming/faust.svg",
  "full_name": "faust-streaming/faust",
  "license_state": "custom",
  "license_spdx": null
}

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 v0.23.0—— 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.