公开记录
软件健康报告模式 0.30.0 · 指标 2.3.1 · 2026-08-03 01:56 UTC

natekspencer / pylitterbot

Python package for controlling a Whisker connected self-cleaning litter boxes and feeders

PythonMIT★ 183 星标⑂ 37 复刻始于 2020年12月在 GitHub 上查看 ↗
类型命令行工具如何判定

natekspencer/pylitterbot 的健康指数为 100 分中的 88 分,处于「优秀」区间。 其得分最高的类别是Vitality(93/100),最低的是AI Readiness(62/100)。 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。

88
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。

88
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 74 经校准后在公布的指数量表上为 88(记录校准 2026-08-02)。

所有权

Nathan Spencer个人账户
74 关注者52 个公开仓库始于 2013年3月

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

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
PyPIpylitterbot2025.6.381,891880 天前feeder-robotlitter-robotwhiskerasynchronouslitter-boxpet-feeder

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?

93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
24.2/36提交节奏 — 52 周中有 35 周有提交
18/18提交量 — 最近一年 298 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_year298
human_commit_share0.77
days_since_last_push0
active_weeks_last_year35

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 85 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 12.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count85
latest_release_tag2025.6.3
releases_from_tags
days_since_latest_release0
mean_days_between_releases12.7
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

67良好 · 占总体的 17%
评分方式
36.7/60星标 — 183 个星标
13/25复刻 — 37 个复刻
6/15关注者 — 13 位关注者
所用输入
forks37
stars183
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
readme_badges8
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_servicesshields.io
has_pull_request_template
评分方式
65.5/80月度下载量 — pypi 合计每月 81,891 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
packagespylitterbot
dependents
ecosystemspypi
total_downloads
monthly_downloads81,891
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?

66良好 · 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
4/22.5提交分布 — 头号贡献者编写了 82% 的提交
13.5/13.5贡献者广度 — 13 位贡献者
3/10OpenSSF Scorecard:Contributors — project has 1 contributing companies or organizations -- score normalized to 3
所用输入
bus_factor1
contributors_sampled13
top_contributor_share0.821
评分方式
42/42议题解决 — 100% 的议题已关闭
25.7/30PR 接受 — 已裁定的 PR 中 326/380 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
10.5/15OpenSSF Scorecard:Code-Review — Found 3/4 approved changesets -- score normalized to 7
所用输入
merged_prs326
open_issues0
closed_issues48
prs_merged_7d1
prs_decided_7d1
prs_merged_30d3
prs_decided_30d3
issue_closed_ratio1
closed_unmerged_prs54
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
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
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
13.5/25所有者影响力 — natekspencer 有 74 位关注者
24.6/25既往记录 — 52 个公开仓库,账户约 13 年
所用输入
followers74
owner_typeUser
is_verified
owner_loginnatekspencer
public_repos52
account_age_days4,897
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
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 — 88 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
packagespylitterbot
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?

80优秀 · 占总体的 19%

工程实践

94卓越
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
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 15 out of 15 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

60中等
评分方式
30/30README
0/25文档目录
0/15文档 / 主页站点
10/10仓库描述
10/10主题标签 — 5 个主题标签
10/10Wiki
所用输入
topicslitter-robot, python, whisker, feeder-robot, hacktoberfest
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

66良好 · 占总体的 16%

安全态势

58中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 3/4 approved changesets -- score normalized to 7
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.8
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
advisories0
affected_packages0
assessed_packages107
unassessed_packages0
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 107 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
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 — 77 次人类提交中有 70 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_share0.909
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — tox.ini
11/11静态类型检查 — pylitterbot/py.typed
10/10可复现环境 — lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 37 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 14 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
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configspylitterbot/py.typed
agent_commit_share0.37
toolchain_manifests
dependency_bot_commit_share0.14
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(pylitterbot/py.typed)
55/55可控的文件大小 — 采样的 56 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes48,783
source_files_sampled56
oversized_source_files0

关键数据

183GitHub 星标
13贡献者
298最近 12 个月提交数
0距最近推送天数
85发布版本数
1巴士系数(bus factor)
0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:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 37 ⇿
0Star
37Fork
64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。

01325383732021-092024-022026-07
主版本 2次版本 22修订 34

每个点涵盖 5 天。

OpenSSF Scorecard 5.8 / 10
5.8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 · 2026-08-03 01:56 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 3/4 approved changesets -- score normalized to 7
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file 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
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 4
注册表软件包版本约束清单文件
PyPIaiohttp>=3.8.1pyproject.toml
PyPIdeepdiff>=6.2.1pyproject.toml
PyPIpyjwt>=2.7.0pyproject.toml
PyPIpycognito>=2024.2.0pyproject.toml
全部依赖 107

来自 GitHub 依赖图的完整解析依赖集合:4 个直接依赖与 103 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
PyPIaiohttp3.14.3直接
PyPIdeepdiff9.1.0直接
PyPIpycognito2024.5.1直接
PyPIpyjwt2.13.0直接
PyPIaiohappyeyeballs2.6.2间接
PyPIaioice0.10.2间接
PyPIaiointercept0.1.9间接
PyPIaiortc1.15.0间接
PyPIaiosignal1.4.0间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanyio4.14.0间接
PyPIast-serialize0.6.0间接
PyPIasync-timeout5.0.1间接
PyPIattrs26.1.0间接
PyPIav16.1.0间接
PyPIbackports-asyncio-runner1.2.0间接
PyPIboto31.43.31间接
PyPIbotocore1.43.31间接
PyPIcachebox5.2.3间接
PyPIcachetools7.1.4间接
PyPIcertifi2026.5.20间接
PyPIcffi2.0.0间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.7间接
PyPIclick8.4.1间接
PyPIcolorama0.4.6间接
PyPIcoverage7.14.1间接
PyPIcryptography49.0.0间接
PyPIdistlib0.4.3间接
PyPIdnspython2.8.0间接
PyPIenvs1.4间接
PyPIexceptiongroup1.3.1间接
PyPIfilelock3.29.4间接
PyPIfreezegun1.5.5间接
PyPIfrozenlist1.8.0间接
PyPIgoogle-crc32c1.8.0间接
PyPIh110.16.0间接
PyPIhttpcore1.0.9间接
PyPIhttpx0.28.1间接
PyPIhttpx-sse0.4.3间接
PyPIidentify2.6.19间接
PyPIidna3.18间接
PyPIifaddr0.2.0间接
PyPIiniconfig2.3.0间接
PyPIjmespath1.1.0间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIlibrt0.13.0间接
PyPImarkdown-it-py4.2.0间接
PyPImcp1.28.1间接
PyPImdurl0.1.2间接
PyPImultidict6.7.1间接
PyPImypy2.2.0间接
PyPImypy-extensions1.1.0间接
PyPInodeenv1.10.0间接
PyPIorderly-set5.5.0间接
PyPIpackaging26.2间接
PyPIpathspec1.1.1间接
PyPIplatformdirs4.10.0间接
PyPIpluggy1.6.0间接
PyPIpre-commit4.6.0间接
PyPIpropcache0.5.2间接
PyPIpycparser3.0间接
PyPIpydantic2.13.4间接
PyPIpydantic-core2.46.4间接
PyPIpydantic-settings2.14.2间接
PyPIpyee13.0.1间接
PyPIpygments2.20.0间接
PyPIpylibsrtp1.0.0间接
PyPIpyopenssl26.3.0间接
PyPIpyproject-api1.10.1间接
PyPIpytest9.1.1间接
PyPIpytest-asyncio1.4.0间接
PyPIpytest-cov7.1.0间接
PyPIpytest-freezer0.4.9间接
PyPIpytest-timeout2.4.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-discovery1.4.4间接
PyPIpython-dotenv1.2.2间接
PyPIpython-multipart0.0.32间接
PyPIpywin32312间接
PyPIpyyaml6.0.3间接
PyPIreferencing0.37.0间接
PyPIrequests2.34.2间接
PyPIrich15.0.0间接
PyPIrpds-py0.30.0间接
PyPIrpds-py2026.5.1间接
PyPIruff0.15.21间接
PyPIs3transfer0.19.0间接
PyPIshellingham1.5.4间接
PyPIsix1.17.0间接
PyPIsse-starlette3.4.4间接
PyPIstarlette1.3.1间接
PyPItomli2.4.1间接
PyPItomli-w1.2.0间接
PyPItox4.56.4间接
PyPItox-uv1.35.2间接
PyPItox-uv-bare1.35.2间接
PyPItyper0.26.7间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspection0.4.2间接
PyPIurllib32.7.0间接
PyPIuv0.11.21间接
PyPIuvicorn0.49.0间接
PyPIvirtualenv21.5.1间接
PyPIyarl1.24.2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 107 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。

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": [
        "litter-robot",
        "python",
        "whisker",
        "feeder-robot",
        "hacktoberfest"
      ],
      "is_fork": false,
      "size_kb": 3639,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 589550
      },
      "pushed_at": "2026-08-03T01:54:35Z",
      "created_at": "2020-12-13T22:09:22Z",
      "owner_type": "User",
      "updated_at": "2026-08-02T18:02:17Z",
      "description": "Python package for controlling a Whisker connected self-cleaning litter boxes and feeders",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Nathan Spencer",
      "type": "User",
      "login": "natekspencer",
      "company": null,
      "location": "United States",
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          "headline": "Merge pull request #426 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
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          "body": "feat: add camera video clip playback via signed CloudFront cookies",
          "is_bot": false,
          "headline": "Merge pull request #430 from Legendberg/feat/camera-clip-playback",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-19T04:10:33Z",
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          "body": "`get_videos` exposes each clip's `hlsUrl`, but it is unsigned and the CDN\nreturns HTTP 403. Add `CameraClient.get_video_playback()`, which reads the\nclip-detail endpoint to obtain the short-lived CloudFront signed cookies\n(`CloudFront-Policy`/`-Signature`/`-Key-Pair-Id`) needed to stream the HLS\nplaylist and its segments. Returns a `VideoPlayback` dataclass with a\n`cookie_header` helper.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add camera video clip playback via signed CloudFront cookies",
          "author_name": "Legendberg",
          "author_login": "Legendberg",
          "committed_at": "2026-07-18T22:56:16Z",
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          "body": "Bumps [aiortc](https://github.com/aiortc/aiortc) from 1.14.0 to 1.15.0.\n- [Changelog](https://github.com/aiortc/aiortc/blob/main/docs/changelog.rst)\n- [Commits](https://github.com/aiortc/aiortc/compare/1.14.0...1.15.0)\n\n---\nupdated-dependencies:\n- dependency-name: aiortc\n  dependency-version: 1.15.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump aiortc from 1.14.0 to 1.15.0",
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          "committed_at": "2026-07-17T16:24:02Z",
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        {
          "oid": "6e9f5d5ae36d708ea27d948a0a64813311e93d86",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/python-sdk) from 1.28.0 to 1.28.1.\n- [Release notes](https://github.com/modelcontextprotocol/python-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/python-sdk/blob/main/RELEASE.md)\n- [Commits](https://github.com/modelcontextprot\n[…]\nython-sdk/compare/v1.28.0...v1.28.1)\n\n---\nupdated-dependencies:\n- dependency-name: mcp\n  dependency-version: 1.28.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump mcp from 1.28.0 to 1.28.1",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-16T20:58:24Z",
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        {
          "oid": "50a6401b542d107cef7c4343aaf5a66e84d1cf24",
          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.25 → 0.11.28](https://github.com/astral-sh/uv-pre-commit/compare/0.11.25...0.11.28)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.20 → v0.15.21](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.20...v0.15.21)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-07-13T18:04:26Z",
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        },
        {
          "oid": "7f333a55c151d6090d74f113ccf77c85f1150696",
          "body": "Bumps the dev-dependencies group with 4 updates: [aiointercept](https://github.com/Polandia94/aiointercept), [mypy](https://github.com/python/mypy), [tox](https://github.com/tox-dev/tox) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `aiointercept` from 0.1.8 to 0.1.9\n- [Release notes](htt\n[…]\npendency-version: 0.15.21\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump the dev-dependencies group with 4 updates",
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          "body": "…ies-63e170d944\n\nchore(deps-dev): bump aiointercept from 0.1.7 to 0.1.8 in the dev-dependencies group",
          "is_bot": false,
          "headline": "Merge pull request #424 from natekspencer/dependabot/uv/dev-dependenc…",
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          "oid": "7a769a48981b6d011bc0a1345afe6e856b8c9956",
          "body": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_light_settings",
          "is_bot": false,
          "headline": "Merge pull request #425 from Legendberg/feat/night-light-rgb-color",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-05T01:31:12Z",
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        {
          "oid": "1a8fbcbf878061508f806edcea6220cdbb41b9fe",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-07-05T00:54:32Z",
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        {
          "oid": "cb70bf689e4d0d3ef713a01ed40133715d3c3674",
          "body": "…t_settings\n\nMove color hex parsing into the library so consumers get a typed RGB\nvalue instead of parsing the API string themselves:\n\n- hex_to_rgb/rgb_to_hex utils handling #RGB, #RRGGBB and #RRGGBBAA (the\n  API may store a trailing alpha byte, which is ignored)\n- LitterRobot5.night_light_rgb_color property returning an RGB tuple\n- set_night_light_settings color accepts an RGB tuple, and validates\n  and normalizes string input to #RRGGBB\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_ligh…",
          "author_name": "Legendberg",
          "author_login": "Legendberg",
          "committed_at": "2026-07-04T23:52:15Z",
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          "oid": "156f49b123311f718d732e5649705e4b89aa22e8",
          "body": "Bumps the dev-dependencies group with 1 update: [aiointercept](https://github.com/Polandia94/aiointercept).\n\n\nUpdates `aiointercept` from 0.1.7 to 0.1.8\n- [Release notes](https://github.com/Polandia94/aiointercept/releases)\n- [Changelog](https://github.com/Polandia94/aiointercept/blob/main/CHANGELOG\n[…]\ndependency-version: 0.1.8\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump aiointercept in the dev-dependencies group",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-03T16:24:32Z",
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        {
          "oid": "4c3ee090d8f0c6faec5e2b457b7f4d98d2e05a2e",
          "body": "Add breed property to pet",
          "is_bot": false,
          "headline": "Merge pull request #423 from natekspencer/pet-breed",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:28:43Z",
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        {
          "oid": "e8a8681d63ef41980c7acafbff021b3ebad926a8",
          "body": "…ies-9c98f24866\n\nchore(deps-dev): bump the dev-dependencies group across 1 directory with 3 updates",
          "is_bot": false,
          "headline": "Merge pull request #422 from natekspencer/dependabot/uv/dev-dependenc…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:27:26Z",
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        },
        {
          "oid": "815b656a28df8e20fca9a00555a4ce12eb14f695",
          "body": "…ings-2.14.2\n\nchore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
          "is_bot": false,
          "headline": "Merge pull request #420 from natekspencer/dependabot/uv/pydantic-sett…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:27:17Z",
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        {
          "oid": "cc44a426eb8903b8a7a0cc31613555f77237999d",
          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #419 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:27:06Z",
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        {
          "oid": "906b017d4cfe12d700dcf141c31deccb6dbe3e30",
          "body": null,
          "is_bot": false,
          "headline": "Add breed property to pet",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:26:42Z",
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          "is_coding_agent": false
        },
        {
          "oid": "e8f70f52bf4fd2ebb697a1b5afb56d7271b181a5",
          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.21 → 0.11.25](https://github.com/astral-sh/uv-pre-commit/compare/0.11.21...0.11.25)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.17 → v0.15.20](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.17...v0.15.20)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-29T17:39:26Z",
          "body_truncated": false,
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        },
        {
          "oid": "3c05ad707a76e2b28559c966190b40eaca13340c",
          "body": "…ith 3 updates\n\nBumps the dev-dependencies group with 3 updates in the / directory: [pytest](https://github.com/pytest-dev/pytest), [tox](https://github.com/tox-dev/tox) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `pytest` from 9.1.0 to 9.1.1\n- [Release notes](https://github.com/pytest-\n[…]\npendency-version: 0.15.20\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump the dev-dependencies group across 1 directory w…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T16:24:54Z",
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        {
          "oid": "4661553460c1d7372d214ad9003c455691570d5d",
          "body": "Bumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.14.1 to 2.14.2.\n- [Release notes](https://github.com/pydantic/pydantic-settings/releases)\n- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2)\n\n---\nupdated-dependencies:\n- dependency-name: pydantic-settings\n  dependency-version: 2.14.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-23T22:15:35Z",
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        {
          "oid": "563a1590b2796483b85e2fa387c183f8f91a455d",
          "body": "feat: Add MCP server for AI assistant integration",
          "is_bot": false,
          "headline": "Merge pull request #374 from mikelane/feat/mcp-server",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T17:30:30Z",
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          "body": "Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update pylitterbot/mcp/helpers.py",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
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          "body": null,
          "is_bot": false,
          "headline": "Update ci.yml",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T15:48:41Z",
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        {
          "oid": "86485e0db3f507642235dcac1e76b458efd8cbfa",
          "body": null,
          "is_bot": false,
          "headline": "Fix mypy errors",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T15:35:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d69e94cd868d2e34156189037806c60c0600d5a",
          "body": "Applies ruff format across the 5 files touched by the preemptive fix\nbatch so pre-commit.ci doesn't have to push an auto-fix commit on top.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style(mcp): apply ruff format to merged fixes",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "0235ac9d4c41e0382ec894acae166f081e355ab9",
          "body": "C2: wrap set_sleep_mode in try/except NotImplementedError so sync_settings\ncompletes when an LR4 target raises (LR4 inherits the raising stub); report\ntarget as skipped with reason.\n\nM2: replace robot.model string comparison with isinstance checks against\nconcrete classes so firmware string drift (e\n[…]\nction for LR4/LR5 groups in\nrobot_comparison because cycle_count is a lifetime odometer on those models,\nnot a per-drawer counter.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): address 6 compound tool review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
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        {
          "oid": "4d83fda901cf579999bde1f8e2c2bfcdd44b3a8d",
          "body": "All 21 state-changing tools in settings.py and commands.py now check\nresolved.is_online before calling any device method. Offline robots\nget a clear ValueError(\"offline\") instead of a cryptic device-layer\nerror, consistent with the existing pattern in compound.py.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject offline robots before dispatching state-changing commands",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0290d950f7c49380bf55642c963269c86c9bffed",
          "body": "refresh_robots() swallows network errors internally; callers had no way\nto know data was stale. get_robots now catches exceptions from the\nrefresh call and adds refresh_stale=True to each robot summary so LLM\nclients can distinguish live data from cached data.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: surface refresh_stale flag in get_robots on refresh failure",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a5bcb217c9ae601ed35624483a9654adaf5847e2",
          "body": "Device methods return False on silent failure. All 9 state-changing\ntools now capture the return value and raise RuntimeError. Also switches\nupdate_firmware to use resolve_litter_robot (typed resolver) for\nconsistent error messages when non-LitterRobot devices are passed.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all state-changing tools in commands.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1a8208edf5c2c8c86d9ff6c20bab3b7fbd4b4823",
          "body": "Device methods return False on silent failure. All 12 set_* tools now\ncapture the return value and raise RuntimeError so callers get an\nactionable error instead of a success message on failure.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all set_* tools in settings.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "06709bc13d48bbd211ad227710e7a84824af85eb",
          "body": "LR4 inherits the NotImplementedError stub from base LitterRobot and\ncannot set sleep mode via the API. Add an isinstance guard after\nresolve_litter_robot so LR4 callers get a clear ValueError instead of\na raw NotImplementedError from the device layer.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject LR4 in set_sleep_mode before dispatching to device",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "243590ac9403f5eae7aa1f08a9c1cd4c8ddba5a1",
          "body": "The lazy account singleton never re-authenticates. Document this\nknown limitation so operators know to restart the MCP server process\nwhen credentials expire.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: note session expiry limitation in server module docstring",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "39ddff242019e7948a16690736ffacee330c12da",
          "body": "…esolve_pet_id\n\n.lower() fails for multi-char Unicode casefolds (e.g. German ß→ss)\nand raises AttributeError when name is None. Replace with casefold()\non an or-empty-string guard, and str() coerce the id comparison for\nnon-string id types.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: use casefold and None-safe name matching in resolve_robot and _r…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f55c1ec2ab25c29e85860dd885e7ae3f39a27e3a",
          "body": "Empty or whitespace-only event_id values were forwarded verbatim to\nthe device layer. Strip whitespace and reject blank values with a\nValueError, mirroring the set_name validation pattern.\n\nAlso adds a docstring note that unassigning (omitting to_pet) is not\nsupported by this tool.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: validate and strip event_id in reassign_pet_visit",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "5e76b2d29d0bd4da1b8b4314ae551f70cae245c3",
          "body": "format_robot_summary was passing last_feeding dict verbatim, which\ncontains a datetime object. json.dumps raises TypeError on raw\ndatetimes. Mirror the next_feeding isoformat pattern for consistency.\n\nAlso fix mock fixture to use a real datetime (not a string), which\nwas masking the bug in existing tests.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: serialize FeederRobot last_feeding timestamp to ISO string",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "dac89a78d1bb16108a23f5d2f13daa012c504cb4",
          "body": "get_activity_history: reject limit outside [1, 500] to prevent runaway API requests.\nget_insight: reject days < 1 to prevent forwarding invalid time ranges.\nget_food_dispensed: reject hours < 1 to prevent generating a future since\ntimestamp that silently returns 0.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate input bounds on activity tools before calling library",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "31807c9de7d40fdc3bddce17cc5262b408c11e5a",
          "body": "LitterRobot5.get_insight raises NotImplementedError by design because the\nLR5 REST API has no insights endpoint. Add an isinstance check before\ncalling get_insight so the MCP tool raises a clear ValueError instead of\npropagating an unhandled NotImplementedError.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): guard get_insight against LR5 which raises NotImplementedError",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "b8fa55d96aa5a2400fa18ed0a743d5c27341418d",
          "body": "FeederRobot.get_food_dispensed_since is a plain def returning float.\nAwaiting it raises TypeError in production. Drop the await.\n\nAlso update the test fixture to use MagicMock.return_value (not AsyncMock)\nfor the sync method, and add a create_autospec-based test that would catch\nthis class of sync/async drift in the future.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): drop erroneous await on sync get_food_dispensed_since",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
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          "oid": "72aca80bc3c13ed5a8cd8d1fc8740ffd8ba92c16",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "bd9b1779a8e5a6a69a0ff04d888ea0dc0c23f965",
          "body": "The isinstance(resolved, LitterRobot5) check lets standard LR5 units\nthrough even though the docstring says \"Pro only\". Add an explicit\nis_pro guard so non-Pro units fail fast with a clear message instead\nof deep in the device layer. Also pin the default LR5 fixture to\nPro (is_pro=True, model=\"Litter-Robot 5 Pro\") so the existing happy\npath test reflects what the fix actually requires.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): gate set_camera_audio on Litter-Robot 5 Pro",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "df0d211450b58e3eb646e2d35265e4c7fab453b2",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c4672cc116ba9b984b32eca023ecaa0c9a83968d",
          "body": "Empty or whitespace-only names previously bypassed MCP-side validation\nand went straight to the device layer. Strip the input and raise\nValueError before hitting the transport when nothing is left.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate name input in set_name tool",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e76e9f112edfdf38454ce038c62a60dbe3d6c1a7",
          "body": "The set_wait_time MCP tool was re-encoding the valid wait-time set by\ncomparing resolved.model to the string \"Litter-Robot 3\". This duplicated\nrules that the robot classes already expose canonically: LitterRobot3,\nLitterRobot4, and LitterRobot5 each define a VALID_WAIT_TIMES class\nattribute that the\n[…]\n plain class attributes), and add regression\ntests that LR3 rejects 25 (LR4/LR5-only) and LR4 accepts 25, proving\nthe tool now actually consults the per-class list rather than a\nhardcoded model split.",
          "is_bot": false,
          "headline": "refactor(mcp): use VALID_WAIT_TIMES from robot class in set_wait_time",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": true,
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        },
        {
          "oid": "48e253bae706df6bee184e941b98d869ff58e1fa",
          "body": "maintenance_forecast() computed cycles_remaining as\nmax(0, cycle_capacity - cycle_count). On LR4/LR5, cycle_count maps to\n\"odometerCleanCycles\" — a lifetime odometer — so any robot that has\nperformed more cycles in its lifetime than cycle_capacity (default 30)\npins cycles_remaining to zero permanent\n[…]\n with a Bedroom mock at cycle_count=500,\ncycle_capacity=30, waste_drawer_level=20.0 — which the old code would\nreport as 0 cycles remaining but the fixed code correctly reports as\n24 cycles remaining.",
          "is_bot": false,
          "headline": "fix(mcp): derive maintenance_forecast cycles_remaining from drawer level",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "07605db18faedd1ea29c8b9a1d546657b4b682ce",
          "body": "sync_settings() only compared sleep_mode_enabled between source and\ntarget, so when both robots already had sleep mode enabled but used\ndifferent sleep_mode_start_time values, the schedules stayed out of\nsync indefinitely.\n\nExtend the sleep-mode branch to also compare start times (as timetz())\nwhen \n[…]\ns visible in the returned report.\n\nAdd a regression test that sets both LR4 mocks to enabled with\ndifferent start times and asserts set_sleep_mode is awaited once on\nthe target with the source's time.",
          "is_bot": false,
          "headline": "fix(mcp): sync_settings pushes sleep time diffs when both enabled",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "3c99c6e507a8e6e920bb834c43c74ea28510f35c",
          "body": "The MCP update_firmware tool advertised support for both LR4 and LR5,\nbut LitterRobot5.update_firmware raises NotImplementedError because the\nLR5 REST API does not expose a firmware update trigger endpoint. As a\nresult, invoking the tool against an LR5 would always surface a raw\nNotImplementedError.\n[…]\nct that, and add a test that LR5 is rejected up-front with a\nclear ValueError rather than letting NotImplementedError leak through.\n\nAddresses PR review comment on commands.py update_firmware handler.",
          "is_bot": false,
          "headline": "fix(mcp): restrict update_firmware tool to Litter-Robot 4 only",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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          "is_coding_agent": false
        },
        {
          "oid": "1c8cf409e20e39cda2d651d1d32d025a5db82656",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
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        },
        {
          "oid": "3eb69d63d2a4bbc8c9790a6260a36a556e13c602",
          "body": "* feat: add LR4/LR5 resolvers and expand format_robot_summary\n\nAdd resolve_litter_robot_4() and resolve_litter_robot_5() helpers for\nmodel-specific tool validation. Expand format_robot_summary() to include\nfirmware, sleep schedule, panel brightness, sensor statuses, and\nmodel-specific fields for LR4\n[…]\ns.\nFix import sorting and test regex for resolve_litter_robot_5 helper.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: expose all missing pylitterbot features in MCP server (#2)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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          "is_coding_agent": true
        },
        {
          "oid": "d304ec50a89785bf31bbf35f36c4d1483831f635",
          "body": "- README: add security note about plaintext credentials in config\n- tests: remove unused LitterRobot3 import\n- compound.py: add comment explaining zero-cycle outlier exclusion\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: address CodeRabbit nitpicks",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c9a1013eacff1775f66bff8ac9df049aa7f0a858",
          "body": "- compound.py: isolate per-robot failures in clean_all_ready so one\n  robot failing doesn't abort the fleet operation\n- compound.py: capture old values before setter calls in sync_settings\n  so change messages reflect pre-change state\n- compound.py: validate days >= 1 in household_digest\n- settings.py: model-specific wait time validation (LR3: 3/7/15 only)\n- settings.py: strict HH:MM parsing via datetime.strptime\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address CodeRabbit review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        {
          "oid": "9d93f3a3b8f3f20fbafb47eaba6a560752946f11",
          "body": "Document installation, configuration, and available tools for the\noptional MCP server integration.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add MCP server section to README",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5f0507bba6518ae5c8ed0783e3e27c5151d900a4",
          "body": "- server.py: add asyncio.Lock for race-safe singleton init (double-\n  checked locking prevents duplicate Account sessions on concurrent\n  tool calls)\n- compound.py: add logging.debug with exc_info to all 5 silent except\n  blocks (failures now traceable instead of invisible)\n- commands.py: reset_robo\n[…]\nher validation)\n- tests: replace all weak \"in\" assertions with exact string equality\n  (mutation-resistant, no more \"Kitchen\" matching \"Kitchen failed\")\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address all MEDIUM review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "9194902964d63684d653e45546010c1ec6e28f7e",
          "body": "Security audit found that set_night_light_brightness and set_wait_time\naccepted arbitrary integers without validation, potentially causing\nopaque API errors. Now validates against the allowed value sets before\ncalling the library.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add input validation for brightness and wait_time parameters",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ed162e2ea5cf252914eaa6a29715e4b348743f",
          "body": "- server.py: only assign _account after successful connect (prevents\n  caching a broken Account on auth failure); wrap connect() to sanitize\n  error messages (prevents leaking API response details)\n- settings.py: validate start_time is required when enabling sleep mode;\n  handle malformed HH:MM inpu\n[…]\narsed time(22, 30) in sleep mode test; add tests for\n  missing start_time and malformed start_time; update pet_usage_report\n  test for removed parameter\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address code review findings from quality gauntlet",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "fb882e7e1145a3f9ab74caa9cfb4d4185ad54361",
          "body": "Ruff auto-fixes: I001 (import block sorting) and D413 (blank line after\nlast docstring section). Also updates uv.lock with mcp dependency.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: fix import sorting and docstring formatting across MCP module",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "901e7766da039bd3ae7f25aa485ed7b0417abfc6",
          "body": "…tc.)\n\n8 compound tools that combine multiple API endpoints:\nfleet_overview, clean_all_ready, sync_settings, pet_usage_report,\nmaintenance_forecast, household_digest, troubleshooting_report,\nrobot_comparison.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP compound tools (fleet overview, maintenance forecast, e…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6f8deead10e45fc67f9e2a00a7b061b6cf59361e",
          "body": "Pet listing with formatted summaries and LR5-only pet visit\nreassignment with pet name/ID resolution.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP pet tools (get_pets, reassign_pet_visit)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
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          "is_coding_agent": true
        },
        {
          "oid": "043a408a47774bf03f1b02e75eb49f8a5217485d",
          "body": "Passthrough tools for retrieving activity logs and usage analytics\nfrom Litter-Robots with formatted output.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP activity tools (history, insight)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "458784d68e3f4d4b0fc06d55d715896cb5c2cc89",
          "body": "…e, sleep)\n\nSeven settings tools covering all robot configuration options with\ntype validation for LR4-specific features like brightness and night\nlight mode.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP settings tools (name, night light, panel lock, wait tim…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "644ca667acb7adc0a576a20e80d47ee34d386191",
          "body": "Passthrough tools for start_cleaning, reset_robot (LR4/LR5 only),\ngive_snack (Feeder-Robot), and set_power_status with type validation.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP command tools (clean, reset, snack, power)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ab8d1882875a4e3ec80cfaa975e716b2e3bb22",
          "body": "Passthrough tools that list all robots with summaries and retrieve\ndetailed status for a single robot by name or ID.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP status tools (get_robots, get_robot_status)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
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          "is_coding_agent": true
        },
        {
          "oid": "3dce282fa63d9b354808526feb0818319e7f9c11",
          "body": "Set up FastMCP server instance, lazy Account connection, and helper\nfunctions for resolving robots by name/ID and formatting summaries.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP server core with robot resolution helpers",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:00Z",
          "body_truncated": false,
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          "oid": "68b661e65ca3296a24dedff8a890f4d658fb541d",
          "body": "Switch LR4 WebSocket to ByUser subscription",
          "is_bot": false,
          "headline": "Merge pull request #407 from Doekse/migrate-lr4-ws-subscription",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:52:52Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d71265a8517d20d9b88d7b6216916be74de4da16",
          "body": "…ubscriber",
          "is_bot": false,
          "headline": "Shared unsubscribe can be skipped when the last listener wasn’t the s…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:46:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9aa712a958647e5805de1c6cf4832952ba8c685a",
          "body": "Bump aiohttp from 3.13.5 to 3.14.1",
          "is_bot": false,
          "headline": "Merge pull request #415 from natekspencer/dependabot/uv/aiohttp-3.14.1",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:22:18Z",
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        {
          "oid": "ff4d25ec1189538844dab576fa626e21cea22a9b",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump aiohttp from 3.13.5 to 3.14.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-17T01:20:48Z",
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        },
        {
          "oid": "3d5cd9f22ab36785d6d0d095349b107c081e2f69",
          "body": "Migrate from aioresponses to aiointercept",
          "is_bot": false,
          "headline": "Merge pull request #417 from natekspencer/aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:18:24Z",
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        },
        {
          "oid": "1c4e6570cef213fc8d4da4f963ab776c76e3ce43",
          "body": null,
          "is_bot": false,
          "headline": "Adjust tests per review",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:11:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d239c21f9b311587ab2ea2a63b293630de06c172",
          "body": null,
          "is_bot": false,
          "headline": "Migrate from aioresponses to aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T00:12:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "207ddef2caf01e7bdbdecb2576c67d2ea436af05",
          "body": "…48.0.1\n\nBump cryptography from 46.0.7 to 48.0.1",
          "is_bot": false,
          "headline": "Merge pull request #416 from natekspencer/dependabot/uv/cryptography-…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:35:51Z",
          "body_truncated": false,
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                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "298 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 298
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "exceptional",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 85,
              "latest_release_tag": "2025.6.3",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 12.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "85 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~12.7 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 12.7
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 67,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "forks": 37,
              "stars": 183,
              "watchers": 13,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "183 stars",
                "points": 36.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 183
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "37 forks",
                "points": 13,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 37
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "13 watchers",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 8,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "shields.io"
              ],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 82,
            "inputs": {
              "packages": [
                "pylitterbot"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 81891
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "81,891 downloads/month across pypi",
                "points": 65.5,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 81891,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 66,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 13,
              "top_contributor_share": 0.821
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 82% of commits",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 82
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "13 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 90,
            "inputs": {
              "merged_prs": 326,
              "open_issues": 0,
              "closed_issues": 48,
              "prs_merged_7d": 1,
              "prs_decided_7d": 1,
              "prs_merged_30d": 3,
              "prs_decided_30d": 3,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 54,
              "first_time_authors_30d": 0,
              "first_time_prs_merged_30d": 0,
              "first_time_prs_decided_30d": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "326/380 decided PRs merged",
                "points": 25.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 326,
                      "decided": 380
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/4 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 74,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "natekspencer",
              "public_repos": 52,
              "account_age_days": 4897
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "74 followers of natekspencer",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 74,
                      "login": "natekspencer"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "52 public repos, account ~13 yr old",
                "points": 24.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 52
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pylitterbot"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "88 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 88
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 80,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "litter-robot",
                "python",
                "whisker",
                "feeder-robot",
                "hacktoberfest"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 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": "good",
        "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): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 58,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "15 out of 15 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 3/4 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "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 detected",
                "points": 2.5,
                "status": "met",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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 107 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": 107
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 107,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "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": 107,
              "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": 8
            },
            "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": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.909,
              "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": "70 of 77 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 70,
                      "sampled": 77
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pylitterbot/py.typed"
              ],
              "agent_commit_share": 0.37,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.14
            },
            "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": "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": "pylitterbot/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pylitterbot/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "37 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 37,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "14 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 14,
                      "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48783,
              "source_files_sampled": 56,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pylitterbot/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pylitterbot/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/56 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 56,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "cli",
        "library"
      ],
      "scores": {
        "cli": 10,
        "library": 6
      },
      "primary": "cli",
      "evidence": [
        {
          "tier": "declared",
          "label": "cli",
          "source": "pypi.console_scripts",
          "weight": 10
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "cli"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "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:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-03T01:56:32.859159Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/natekspencer/pylitterbot.svg",
  "full_name": "natekspencer/pylitterbot",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.3.1、模式 v0.30.0—— 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.