公开记录
软件健康报告模式 0.27.0 · 指标 2.3.1 · 2026-07-31 10:05 UTC

state-alchemists / zrb

Your Automation Powerhouse

Python未检测到许可证★ 17 星标⑂ 1 复刻始于 2023年1月在 GitHub 上查看 ↗
类型网络服务MCP 服务器如何判定

state-alchemists/zrb 的健康指数为 100 分中的 80 分,处于「优秀」区间。 其得分最高的类别是Vitality(95/100),最低的是Community & Adoption(38/100)。 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。

80
总分 / 100
优秀

软件健康指数

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

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

评分画像

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

加权总体分 68 经校准后在公布的指数量表上为 80(记录校准 2026-08-02)。

所有权

20 关注者14 个公开仓库始于 2019年3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
PyPIzrb2.51.06,7366470 天前automationtask-runnercode-generatormonorepolow-code

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?

95卓越 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
36/36提交节奏 — 52 周中有 52 周有提交
18/18提交量 — 最近一年 1,558 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year1,558
human_commit_share1
days_since_last_push0
active_weeks_last_year52

发布纪律

88优秀
评分方式
16.2/27有发布版本 — 90 个版本标签(无 GitHub 发布版本)
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 2.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count90
latest_release_tag2.51.0
releases_from_tags
days_since_latest_release0
mean_days_between_releases2.3
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?

38薄弱 · 占总体的 17%

流行度与采用

20存在风险
评分方式
19.5/60星标 — 17 个星标
0/25复刻 — 1 个复刻
0/15关注者 — 2 位关注者
所用输入
forks1
stars17
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

40薄弱
评分方式
22.5/22.5README
0/22.5许可证 — 未检测到许可证文件
0/18CONTRIBUTING 指南
0/13.5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
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template
评分方式
51/80月度下载量 — pypi 合计每月 6,736 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
packageszrb
dependents
ecosystemspypi
total_downloads
monthly_downloads6,736
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?

59中等 · 占总体的 23%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0/22.5提交分布 — 头号贡献者编写了 100% 的提交
4.1/13.5贡献者广度 — 3 位贡献者
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor1
contributors_sampled3
top_contributor_share0.999
评分方式
36.8/42议题解决 — 88% 的议题已关闭
27.4/30PR 接受 — 已裁定的 PR 中 390/427 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — Found 0/11 approved changesets -- score normalized to 0
所用输入
merged_prs390
open_issues1
closed_issues7
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.875
closed_unmerged_prs37
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
9.5/25所有者影响力 — state-alchemists 有 20 位关注者
20.6/25既往记录 — 14 个公开仓库,账户约 7 年
所用输入
followers20
owner_typeOrganization
is_verified
owner_loginstate-alchemists
public_repos14
account_age_days2,679
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 — 647 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
packageszrb
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?

86优秀 · 占总体的 19%

工程实践

84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
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://pypi.org/project/zrb/
10/10仓库描述
10/10主题标签 — 4 个主题标签
0/10Wiki
所用输入
topicscode-generator, task-runner, automation, llm
has_wiki
homepagehttps://pypi.org/project/zrb/
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?

58中等 · 占总体的 16%

安全态势

47薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 6 out of 6 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 0/11 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5许可证 — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.7
已排除计分(无数据或不适用):packaging, 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
advisories2
affected_packages1
assessed_packages207
unassessed_packages0
affected_by_severitycritical 1
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 207 个已解析依赖与 OSV 比对。 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?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

62中等 · 占总体的 4%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
0/15机器可读文档(llms.txt)
17.6/40可读的提交历史 — 100 次人类提交中有 33 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_share0.33
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes15,979
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — .flake8
11/11静态类型检查 — pyrightconfig.json
10/10可复现环境 — Dockerfile, lockfile
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
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilespoetry.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configspyrightconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(pyrightconfig.json)
54.9/55可控的文件大小 — 采样的 716 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes3,164,970
source_files_sampled716
oversized_source_files1
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 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

17GitHub 星标
3贡献者
1,558最近 12 个月提交数
0距最近推送天数
90发布版本数
1巴士系数(bus factor)
1开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:zrb@2.51.0; advisories assessed against the repository dependency graph instead

更多细节

OpenSSF Scorecard 4.7 / 10
4.7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 · 2026-07-31 10:05 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests6 out of 6 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 0/11 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
直接依赖 26
注册表软件包版本约束清单文件
PyPIpython-dotenv>=1.1.1,<2.0.0pyproject.toml
PyPIbeautifulsoup4>=4.14.2,<5.0.0pyproject.toml
PyPIpdfplumber>=0.11.7,<0.12.0pyproject.toml
PyPIfastapi>=0.136.3,<0.137.0pyproject.toml
PyPIjinja2>=3.1.0,<4.0.0pyproject.toml
PyPIPyJWT>=2.13.0,<3.0.0pyproject.toml
PyPIulid-py>=1.1.0,<2.0.0pyproject.toml
PyPIpsutil>=7.0.0,<8.0.0pyproject.toml
PyPIpydantic-settings>=2.14.2pyproject.toml
PyPIpydantic-ai-slim>=2.8.0,<2.9.0pyproject.toml
PyPIopenai>=2.29.0pyproject.toml
PyPIprompt-toolkit>=3pyproject.toml
PyPIrich>=13pyproject.toml
PyPImcp>=1.28.1,<2.0pyproject.toml
PyPIrequests>=2.33.0,<3.0.0pyproject.toml
PyPItiktoken>=0.12.0,<0.13.0pyproject.toml
PyPImarkdownify>=1.2.2,<2.0.0pyproject.toml
PyPIpyyaml>=6.0.3,<7.0.0pyproject.toml
PyPIpyperclip>=1.11.0,<2.0.0pyproject.toml
PyPIPillow>=12.3.0pyproject.toml
PyPIpygments>=2.20.0pyproject.toml
PyPIcryptography>=48.0.1pyproject.toml
PyPIpython-multipart>=0.0.30pyproject.toml
PyPIstarlette>=1.3.1pyproject.toml
PyPIurllib3>=2.7.0pyproject.toml
PyPIidna>=3.15pyproject.toml
全部依赖 207

来自 GitHub 依赖图的完整解析依赖集合:26 个直接依赖与 181 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
PyPIbeautifulsoup44.15.0直接
PyPIcryptography49.0.0直接
PyPIfastapi0.136.3直接
PyPIidna3.18直接
PyPIjinja23.1.6直接
PyPImarkdownify1.2.2直接
PyPImcp1.28.1直接
PyPIopenai2.43.0直接
PyPIpdfplumber0.11.10直接
PyPIpillow12.3.0直接
PyPIprompt-toolkit3.0.52直接
PyPIpsutil7.2.2直接
PyPIpydantic-ai-slim2.8.0直接
PyPIpydantic-settings2.14.2直接
PyPIpygments2.20.0直接
PyPIpyjwt2.13.0直接
PyPIpyperclip1.11.0直接
PyPIpython-dotenv1.2.2直接
PyPIpython-multipart0.0.32直接
PyPIpyyaml6.0.3直接
PyPIrequests2.34.2直接
PyPIrich15.0.0直接
PyPIstarlette1.3.1直接
PyPItiktoken0.12.0直接
PyPIulid-py1.1.0直接
PyPIurllib32.7.0直接
PyPIaiofile3.11.1间接
PyPIaiohappyeyeballs2.6.2间接
PyPIaiohttp3.14.1间接
PyPIaiolimiter1.2.1间接
PyPIaiosignal1.4.0间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanthropic0.111.0间接
PyPIanyio4.14.0间接
PyPIattrs26.1.0间接
PyPIauthlib1.7.2间接
PyPIautopep82.3.2间接
PyPIbackports-tarfile1.2.0间接
PyPIbcrypt5.0.0间接
PyPIbeartype0.22.9间接
PyPIblack26.5.1间接
PyPIboto31.43.34间接
PyPIbotocore1.43.34间接
PyPIbuild1.5.0间接
PyPIcachetools7.1.4间接
PyPIcaio0.9.25间接
PyPIcertifi2026.6.17间接
PyPIcffi2.0.0间接
PyPIcharset-normalizer3.4.7间接
PyPIchromadb1.5.9间接
PyPIclick8.4.1间接
PyPIcohere7.0.4间接
PyPIcolorama0.4.6间接
PyPIcoverage7.14.2间接
PyPIdetect-installer0.1.0间接
PyPIdistro1.9.0间接
PyPIdnspython2.8.0间接
PyPIdocstring-parser0.18.0间接
PyPIdurationpy0.10间接
PyPIemail-validator2.3.0间接
PyPIeval-type-backport0.4.0间接
PyPIexceptiongroup1.3.1间接
PyPIfastapi-cli0.0.27间接
PyPIfastapi-cloud-cli0.20.0间接
PyPIfastar0.11.0间接
PyPIfastavro1.12.2间接
PyPIfastmcp-slim3.4.2间接
PyPIffmpeg-python0.2.0间接
PyPIfilelock3.29.4间接
PyPIflake87.3.0间接
PyPIflatbuffers25.12.19间接
PyPIfrozenlist1.8.0间接
PyPIfsspec2026.6.0间接
PyPIfuture1.0.0间接
PyPIgenai-prices0.0.71间接
PyPIgoogle-auth2.55.0间接
PyPIgoogle-genai2.9.0间接
PyPIgoogleapis-common-protos1.75.0间接
PyPIgreenlet3.5.2间接
PyPIgriffelib2.1.0间接
PyPIgroq1.4.0间接
PyPIgrpcio1.81.1间接
PyPIh110.16.0间接
PyPIhf-xet1.5.1间接
PyPIhttpcore1.0.9间接
PyPIhttpcore22.4.0间接
PyPIhttptools0.8.0间接
PyPIhttpx0.28.1间接
PyPIhttpx-sse0.4.3间接
PyPIhttpx22.4.0间接
PyPIhuggingface-hub1.20.1间接
PyPIimportlib-metadata8.7.1间接
PyPIimportlib-resources7.1.0间接
PyPIiniconfig2.3.0间接
PyPIisort7.0.0间接
PyPIjaraco-classes3.4.0间接
PyPIjaraco-context6.1.2间接
PyPIjaraco-functools4.5.0间接
PyPIjeepney0.9.0间接
PyPIjiter0.15.0间接
PyPIjmespath1.1.0间接
PyPIjoserfc1.7.1间接
PyPIjsonpatch1.33间接
PyPIjsonpath-python1.1.6间接
PyPIjsonpointer3.1.1间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIkeyring25.7.0间接
PyPIkubernetes36.0.2间接
PyPIlangchain-core1.4.8间接
PyPIlangchain-protocol0.0.18间接
PyPIlangchain-text-splitters1.1.2间接
PyPIlangsmith0.8.18间接
PyPIlogfire-api4.37.0间接
PyPImarkdown-it-py4.2.0间接
PyPImarkupsafe3.0.3间接
PyPImccabe0.7.0间接
PyPImdurl0.1.2间接
PyPImistralai2.6.0间接
PyPImmh35.2.1间接
PyPImore-itertools11.1.0间接
PyPImultidict6.7.1间接
PyPImypy-extensions1.1.0间接
PyPInodeenv1.10.0间接
PyPInumpy2.4.6间接
PyPIoauthlib3.3.1间接
PyPIonnxruntime1.27.0间接
PyPIopentelemetry-api1.39.1间接
PyPIopentelemetry-exporter-otlp-proto-common1.39.1间接
PyPIopentelemetry-exporter-otlp-proto-grpc1.39.1间接
PyPIopentelemetry-proto1.39.1间接
PyPIopentelemetry-sdk1.39.1间接
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依赖安全公告 1

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 207 个包,其中也包含从不交付的开发与测试版本固定:1 个存在已知公告,0 个为直接依赖。

软件包版本关系严重程度公告数修复版本
chromadb1.5.9间接严重2

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

原始 JSON 报告 机器可读
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          "body": "Update pipx",
          "is_bot": false,
          "headline": "Merge pull request #425 from state-alchemists/feat/update-pipx",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T05:18:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6de2e96e357fc2fb506bb43a367d1a5077d50247",
          "body": null,
          "is_bot": false,
          "headline": "Update changelog",
          "author_name": "Go Frendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T05:16:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e88fca43c434a1e2b936df0c18450f2ac38387c",
          "body": null,
          "is_bot": false,
          "headline": "Update pipx",
          "author_name": "Go Frendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T04:33:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "623b58eef32d9f0cc3091556745a9fe5fd65eeae",
          "body": "Re-add mistral",
          "is_bot": false,
          "headline": "Merge pull request #424 from state-alchemists/feat/re-add-mistral",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T01:07:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Re-add mistral",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-08T00:59:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b125913c311e660cde418a593988abde54f3179",
          "body": null,
          "is_bot": false,
          "headline": "Update installation script",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T23:57:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "742a35d566e1227559a80d39ac2df157e451efa1",
          "body": null,
          "is_bot": false,
          "headline": "Fix installation script",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T23:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e53b54177690fb41cda709c9c2ebe7b4fce14ad1",
          "body": "Update installation script to use pipx",
          "is_bot": false,
          "headline": "Merge pull request #423 from state-alchemists/feat/use-pipx",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:52:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c41c3a182c00da826103269b03520da5e66dce9a",
          "body": null,
          "is_bot": false,
          "headline": "Update poetry lock",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:48:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe6035e74befe3e0d3f2c6e4823f5582bdc06368",
          "body": null,
          "is_bot": false,
          "headline": "Bump new version",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:46:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cfeeefa805d802d4b043c34db563123b1b50672",
          "body": null,
          "is_bot": false,
          "headline": "Update error message",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:45:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5afa8c85e1bbf58ea0c3089629a734aaccd60d3",
          "body": null,
          "is_bot": false,
          "headline": "Make black and isort optional",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:40:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32e81d111b2eba5cde853319c298ef149714a695",
          "body": "Convert format-code task from CmdTask to make_task with a Python\nfunction that checks if black and isort are on PATH before running\nthem. If either is missing, prints a [SYSTEM SUGGESTION] telling the\nuser how to install zrb[format] via pipx inject",
          "is_bot": false,
          "headline": "feat: check for black/isort before formatting, show install hint",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:21:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "273a897f3f0a008793d90263dc50954b05a7d97b",
          "body": "Neither black nor isort are imported as Python libraries in zrb's\ncodebase — they are only invoked as CLI subprocesses in the builtin\nformat task. Moving them to an optional [format] dependency group\nreduces the core install footprint by ~30MB.\n\nzrb task format users: pip install \"zrb[format]\" or\npipx install \"zrb[format]\" / pipx inject zrb \"zrb[format]\"",
          "is_bot": false,
          "headline": "refactor: move black and isort to optional [format] extra",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:13:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f903086cec0f1460ca5f540e4336bb6dcd6f0e2b",
          "body": "- Quick Start: pipx install zrb (with pipx install instructions)\n- Standard install: pipx as default, installation scripts already use pipx\n- Upgrade: pipx upgrade zrb\n- Uninstall: pipx uninstall zrb\n- Troubleshooting: pipx-focused solutions\n- llm-config: extras table updated to pipx install/inject commands\n- Android/Termux: adds pipx to apt install, uses pipx for zrb\n- Windows: manual section uses pipx instead of local-venv\n- macOS: brew install pipx + pipx ensurepath",
          "is_bot": false,
          "headline": "docs: switch primary recommendation from pip to pipx",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T17:05:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "403ada4014a35a856056ecf1b938f5a6e8041ba9",
          "body": "pipx warns that --python is ignored when --force is passed. Since we\nalready ran pipx uninstall, the venv is gone, so a plain pipx install\nwith --python creates a fresh venv with the correct interpreter.",
          "is_bot": false,
          "headline": "fix(install): remove --force flag on pipx install, uninstall already ran",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:48:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "992e44cde3c65a9348ac49d448059a3ea91908a2",
          "body": "- Change one-liner from WebClient.DownloadString to\n  DownloadData+UTF8.GetString to properly decode UTF-8 on\n  Windows PowerShell 5.1 (which otherwise decodes as Win-1252)\n- Restore emoji icons: > -> 🤖, [OK] -> ✅, [!] -> ⚠️\n- Restore box-drawing banner: +--+ -> ╔═╗ with em-dash\n- Update installation.md one-liner to match",
          "is_bot": false,
          "headline": "feat(install): make PS1 installer icons match SH installer",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:44:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "094eb4a4ba478e31aebd3784c7d0e67bd0d77d79",
          "body": "…xpression\n\n& zrb shell autocomplete powershell returns System.Object[] (array of\nstrings), but Invoke-Expression expects a single string. Wrap with\n-join \"`n\" to concatenate into one string before passing it.\n\nAlso auto-fixes existing profiles by replacing the broken line with the\ncorrect one on re-run.",
          "is_bot": false,
          "headline": "fix(install): join array output from zrb autocomplete before Invoke-E…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2dbb01c4fe96fc2448c5cc37ee8feddced464aa",
          "body": "…e template\n\ncommand_exists is a helper defined inside the install script and not\navailable in the user's shell rc context. Use portable command -v\ninstead so the autocomplete block works in any shell without requiring\na pre-defined function.",
          "is_bot": false,
          "headline": "fix(install): use command -v instead of command_exists in autocomplet…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:29:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c4f432a3ca0d917384ab749e8df07e445450825",
          "body": "…m PATH\n\nWhen pipx lives inside .local-venv/Scripts (common on Windows), the\nCleanup-LocalVenv step deletes both the directory and its PATH entry,\nmaking pipx unavailable for the subsequent LSP inject step.\n\nExtract Find-PipxPath helper that locates pipx.exe in the Python user\nScripts folder and add\n[…]\nt to the session PATH. Call it:\n- In Ensure-Pipx (after pip install --user pipx)\n- In Ensure-PipxPath (fallback when pipx is not on PATH)\n- After Cleanup-LocalVenv so pipx is available for pipx inject",
          "is_bot": false,
          "headline": "fix(install): re-discover pipx after Cleanup-LocalVenv removes it fro…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T16:16:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d986e68dd5e995adce3d4fbd528253fce60c2736",
          "body": "pipx --force reuses the existing venv (--python is silently ignored).\npipx environment command may not exist on older pipx versions or output\nunexpected format, making the manual rm -rf unreliable.\n\nUse pipx uninstall zrb which cleanly removes the stale venv regardless\nof where pipx stores it, then pipx install creates a fresh venv with\n--python .",
          "is_bot": false,
          "headline": "fix(install): use pipx uninstall instead of manual rm -rf for stale venv",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:55:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5531c3ec5bad58cf449939631794104264bbcbaf",
          "body": "… effect\n\npipx --force reuses the existing venv (does not recreate it), so passing\n--python has no effect on an already-existing venv. The stale venv from\nPython 3.10 persists and zrb 1.x (the last version supporting 3.10) gets\ninstalled instead of 2.x.\n\nDelete /venvs/zrb before calling pipx install so a fresh venv\nis created with the correct Python version from --python.",
          "is_bot": false,
          "headline": "fix(install): delete stale pipx venv before install so --python takes…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:51:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b38eff09bbe624bd34872168149ccfa1da8a9f6",
          "body": "…python\n\nOn Windows, /home/gofrendi/zrbY_CMD may be 'py' (the Python launcher), which is\nnot a real Python interpreter and cannot be passed to pipx --python.\nResolve it via 'import sys; print(sys.executable)' at the end of\nEnsure-Python so the path is available for Pipx-Install-Zrb.",
          "is_bot": false,
          "headline": "fix(install): resolve 'py' launcher to actual Python path for pipx --…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:47:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdd43107ef0095dfe6e85c6af814202a57f2e152",
          "body": "…thon version\n\npipx uses its own default Python to create package venvs, which may be\nPython 3.10 even when the script detected Python 3.14. zrb 2.x requires\nPython 3.11+ — installing with Python 3.10 pulls the old 1.x series.\n\nExtract pipx_install_zrb() helper that passes --python \"$PY_CMD\" to\npipx install, ensuring the venv is created with the verified Python.\nUpgrade path falls back to this helper on failure.",
          "is_bot": false,
          "headline": "fix(install): pass --python to pipx to avoid installing with wrong Py…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:46:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17860c0d000c96dc19e9bdc11de12789d406de7d",
          "body": "PowerShell 5.1's 2> does not suppress native-command stderr when the\noutput is captured in a variable — the ErrorRecord bleeds through as an ugly\nerror message and (when =Stop was set) terminated the\nscript. The same issue persists with default Continue because the error is\nstill displayed to the us\n[…]\n Test-ZrbInPipx() helper that uses pipx list --json (which\noutputs nothing on stderr when no packages are installed) and parses the\nJSON for a 'zrb' venv entry. No stderr, no messages, no termination.",
          "is_bot": false,
          "headline": "fix(install): replace pipx list --short with pipx list --json in PS5.1",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:39:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "760db21f4643b825b1ad04dfa10f4394c2340f68",
          "body": "In PowerShell 5.1, =Stop treats native command stderr\nas a terminating error. pipx writes progress and warnings ('nothing has been\ninstalled with pipx') to stderr, so the script would terminate at the first\npipx command (pipx list --short) before installing anything.\n\nRemoving it restores default Co\n[…]\nedirects\nproperly suppress expected stderr, and no cmdlet in the script critically\ndepends on Stop to catch failures (Set-Content/New-Item/Remove-Item all\nuse -Force or -ErrorAction SilentlyContinue).",
          "is_bot": false,
          "headline": "fix(install): remove =Stop from install.ps1",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:36:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bf73c65419dfe802b628c0d5e86ad915accdd19a",
          "body": "Three issues found by testing the real install.sh:\n\n1. Stale pipx venv dir blocks reinstall: a previous failed pipx install\n   leaves ~/.local/pipx/venvs/zrb/ with no metadata. pipx list skips it,\n   but pipx install refuses ('already seems to be installed'). Fix:\n   always use --force on pipx insta\n[…]\n --user\n   when set. Also skip adding ~/.local/bin to PATH (already in venv PATH).\n\n4. pipx inject abort: LSP server install is optional but had no error\n   guard. Fix: || warn on failure (non-fatal).",
          "is_bot": false,
          "headline": "fix(install): handle stale pipx venv and virtualenv edge cases",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:31:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "303df1d89fc39000b3326f1e6af68aacdcc46e51",
          "body": "PowerShell -match defaults to single-line mode where ^ matches only\nstart-of-string. pipx list --short outputs one package per line, so\nzrb may not be on the first line. (?m) enables multiline mode so ^\nmatches after each newline, matching the bash grep behavior.",
          "is_bot": false,
          "headline": "fix(install): use multiline regex for pipx list check in install.ps1",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:27:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be888083e572fd0b96e15b6e8e8854786c09262d",
          "body": "…ebClient.DownloadString\n\n- WebClient.DownloadString on Windows PowerShell decodes UTF-8 as Windows-1252,\n  corrupting multi-byte characters. Any corrupted character spanning a newline\n  can eat the line break before '\"@', making here-string closers not at column 0.\n- Replace emoji (>, [OK], [!]), em dash (--), and box-drawing (ASCII art)\n- Already pure ASCII content cannot be mangled regardless of encoding mismatch",
          "is_bot": false,
          "headline": "Strip all non-ASCII from install.ps1 to fix encoding corruption via W…",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:25:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2fdf4e8800dafa987cf908a3544f72736bdb97ed",
          "body": null,
          "is_bot": false,
          "headline": "Remove -q from pipx inject (not a pipx flag)",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:21:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "686111ed745663a8b489b16d367a889357073876",
          "body": "- PIP_PRE=1 avoids pipx argparse issues with values starting with '--'\n- Simplify install.ps1 last line to avoid quoting issues on Windows PowerShell",
          "is_bot": false,
          "headline": "Use PIP_PRE env var instead of --pip-args for pipx compatibility",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:18:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a09261cd2cb72c86072995b888aa1db99ec99b55",
          "body": null,
          "is_bot": false,
          "headline": "Update script",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T15:09:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e74911aa842461d693093109b681711cfd470572",
          "body": null,
          "is_bot": false,
          "headline": "Add local-venv removal",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T14:59:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bd5e53177e6f5e74e3aaa494f3c6c5fb1f51e71",
          "body": null,
          "is_bot": false,
          "headline": "Upgrade installation script",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-07T14:35:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2008ce85ae46ce44b2ec84081d612673d636f92e",
          "body": "Defer Pydantic AI import",
          "is_bot": false,
          "headline": "Merge pull request #422 from state-alchemists/fix/defer-pydantic-ai",
          "author_name": "Go Frendi Gunawan",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-06T00:26:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45d113a3479823fdbcd2aed87d980de89362a350",
          "body": null,
          "is_bot": false,
          "headline": "Update docs and changelog",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-06T00:23:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4fbf3c4aa00916b17bf4567723bc8760d384ca5",
          "body": null,
          "is_bot": false,
          "headline": "Defer pydantic AI import",
          "author_name": "gofrendi",
          "author_login": "goFrendiAsgard",
          "committed_at": "2026-07-06T00:11:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 90,
      "commits_last_year": 1558,
      "latest_release_at": "2026-07-31T10:00:16Z",
      "latest_release_tag": "2.51.0",
      "releases_from_tags": true,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 2.3
    },
    "community": {
      "has_readme": true,
      "has_license": false,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 37,
      "has_issue_template": true,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "zrb",
          "exists": true,
          "license": "AGPL-3.0-or-later",
          "keywords": [
            "Automation",
            "Task Runner",
            "Code Generator",
            "Monorepo",
            "Low Code",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/zrb/",
          "is_deprecated": false,
          "latest_version": "2.51.0",
          "repository_url": "https://github.com/state-alchemists/zrb",
          "versions_count": 647,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
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      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
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      "notes": [
        {
          "code": "overall_calibration",
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            "raw": 68,
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            "calibration": "2026-08-02"
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      "components": []
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        "key": "vitality",
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        "metrics": [
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                      "days": 0
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                "key": "commit_cadence",
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                "key": "openssf_scorecard_maintained",
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                "key": "openssf_scorecard_signed_releases",
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                "key": "watchers",
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          },
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            "key": "community_health",
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            "notes": [],
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            "inputs": {
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              "readme_badges": null,
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                "key": "openssf_scorecard_contributors",
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                "key": "pr_acceptance",
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                "key": "newcomer_pr_acceptance",
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            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.7
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "6 out of 6 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 0/11 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "1 existing vulnerabilities detected",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "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 207 resolved dependencies against OSV. 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": 207
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 1,
              "assessed_packages": 207,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1",
              "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": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 207,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 3
            },
            "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": 62,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.33,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 15979
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "33 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 33,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pyrightconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pyrightconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pyrightconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "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": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 3164970,
              "source_files_sampled": 716,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pyrightconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pyrightconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/716 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 716,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "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? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "network-service",
        "mcp-server",
        "library"
      ],
      "scores": {
        "library": 6,
        "mcp-server": 7,
        "network-service": 8
      },
      "primary": "network-service",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "mcp-server",
          "source": "dep:mcp",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "network-service",
          "source": "dep:fastapi",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "network-service",
          "source": "dep:starlette",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:zrb@2.51.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T10:05:49.728696Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/state-alchemists/zrb.svg",
  "full_name": "state-alchemists/zrb",
  "license_state": "absent",
  "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 v2.3.1、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.