Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.30.0 · метрики 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 зірки⑂ 37 форківз груд. 2020 р.Переглянути на GitHub ↗
ТипІнструмент командного рядкаБібліотекаяк це визначено

natekspencer/pylitterbot має індекс здоров’я 88 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (93/100), найнижчий — AI Readiness (62/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

88
загалом / 100
Відмінний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).

88
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Зважений загальний бал 74 калібровано до 88 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

Nathan SpencerОсобистий обліковий запис
74 підписники52 публічні репозиторіїз бер. 2013 р.

Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIpylitterbot2025.6.381 891880 днів томуfeeder-robotlitter-robotwhiskerasynchronouslitter-boxpet-feeder

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

93Винятковий · 21% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
24.2/36Ритм комітів — 35/52 тижнів із комітами
18/18Обсяг комітів — 298 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year298
human_commit_share0,77
days_since_last_push0
active_weeks_last_year35
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 85 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~12,7 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count85
latest_release_tag2025.6.3
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases12,7
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

67Добрий · 17% загального індексу
Як обчислюється оцінка
36.7/60Зірки — 183 зірок
13/25Форки — 37 форків
6/15Спостерігачі — 13 спостерігачів
Використані вхідні дані
forks37
stars183
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
readme_badges8
has_contributingтак
has_issue_templateні
has_code_of_conductні
readme_badge_servicesshields.io
has_pull_request_templateні
Як обчислюється оцінка
65.5/80Щомісячні завантаження — 81 891 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagespylitterbot
dependents
ecosystemspypi
total_downloads
monthly_downloads81 891
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

66Добрий · 23% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
4/22.5Розподіл комітів — головний контриб’ютор — автор 82% комітів
13.5/13.5Широта контриб’юторів — 13 контриб’юторів
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Використані вхідні дані
bus_factor1
contributors_sampled13
top_contributor_share0,821
Як обчислюється оцінка
42/42Вирішення issue — закрито 100% issue
25.7/30Прийняття PR — злито 326/380 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
10.5/15OpenSSF Scorecard: Code-Review — Found 3/4 approved changesets -- score normalized to 7
Використані вхідні дані
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
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
13.5/25Охоплення власника — 74 підписників у natekspencer
24.6/25Послужний список — 52 публічних репозиторіїв, вік облікового запису ~13 р.
Використані вхідні дані
followers74
owner_typeUser
is_verified
owner_loginnatekspencer
public_repos52
account_age_days4 897
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Винятковий
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 88 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagespylitterbot
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

80Відмінний · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 3 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — tox.ini
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

60Помірний
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 5 тем
10/10Wiki
Використані вхідні дані
topicslitter-robot, python, whisker, feeder-robot, hacktoberfest
has_wikiтак
homepage
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

66Добрий · 16% загального індексу

Стан безпеки

58Помірний
Як обчислюється оцінка
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
2.5/2.5Ліцензія — 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 — немає даних
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 — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,8
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages107
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 107 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.

62Помірний · 4% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 70 з 77 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,909
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — tox.ini
11/11Статична перевірка типів — pylitterbot/py.typed
10/10Відтворюване середовище — lockfile
10/10Підтверджена практика роботи з агентами — 37 з останніх 100 комітів створено агентом або з його зазначенням
8/8Автоматизоване супроводження — 14 з останніх 100 комітів — автоматичні оновлення залежностей
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configspylitterbot/py.typed
agent_commit_share0,37
toolchain_manifests
dependency_bot_commit_share0,14
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (pylitterbot/py.typed)
55/55Керовані розміри файлів — 0/56 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes48 783
source_files_sampled56
oversized_source_files0

Ключові факти

183зірок GitHub
13контриб'юторів
298комітів за останні 12 місяців
0днів від останнього пушу
85релізів
1бас-фактор
0відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • 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

Докладніше

Історія зірок і форків 0 ★ / 37 ⇿
0Зірки
37Форки
64Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

01325383732021-092024-022026-07
Мажорні 2Мінорні 22Патчі 34

Кожна точка охоплює 5 днів.

OpenSSF Scorecard 5.8 / 10
5.8сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).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
н/дPackagingpackaging 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
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Прямі залежності 4
РеєстрПакетОбмеження версіїМаніфест
PyPIaiohttp>=3.8.1pyproject.toml
PyPIdeepdiff>=6.2.1pyproject.toml
PyPIpyjwt>=2.7.0pyproject.toml
PyPIpycognito>=2024.2.0pyproject.toml
Усі залежності 107

Повний розв'язаний набір залежностей із графа залежностей GitHub: 4 прямих і 103 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIaiohttp3.14.3пряма
PyPIdeepdiff9.1.0пряма
PyPIpycognito2024.5.1пряма
PyPIpyjwt2.13.0пряма
PyPIaiohappyeyeballs2.6.2непряма
PyPIaioice0.10.2непряма
PyPIaiointercept0.1.9непряма
PyPIaiortc1.15.0непряма
PyPIaiosignal1.4.0непряма
PyPIannotated-doc0.0.4непряма
PyPIannotated-types0.7.0непряма
PyPIanyio4.14.0непряма
PyPIast-serialize0.6.0непряма
PyPIasync-timeout5.0.1непряма
PyPIattrs26.1.0непряма
PyPIav16.1.0непряма
PyPIbackports-asyncio-runner1.2.0непряма
PyPIboto31.43.31непряма
PyPIbotocore1.43.31непряма
PyPIcachebox5.2.3непряма
PyPIcachetools7.1.4непряма
PyPIcertifi2026.5.20непряма
PyPIcffi2.0.0непряма
PyPIcfgv3.5.0непряма
PyPIcharset-normalizer3.4.7непряма
PyPIclick8.4.1непряма
PyPIcolorama0.4.6непряма
PyPIcoverage7.14.1непряма
PyPIcryptography49.0.0непряма
PyPIdistlib0.4.3непряма
PyPIdnspython2.8.0непряма
PyPIenvs1.4непряма
PyPIexceptiongroup1.3.1непряма
PyPIfilelock3.29.4непряма
PyPIfreezegun1.5.5непряма
PyPIfrozenlist1.8.0непряма
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Сповіщення про залежності 0

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 107 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 0 мають відомі сповіщення, з них 0 прямі.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

Звіт у форматі JSON машиночитний
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          "body": "chore(deps): bump aiohttp from 3.14.1 to 3.14.3",
          "is_bot": false,
          "headline": "Merge pull request #434 from natekspencer/dependabot/uv/aiohttp-3.14.3",
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          "body": "[pre-commit.ci] pre-commit autoupdate",
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          "headline": "Merge pull request #436 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
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          "body_truncated": false,
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          "body": "fix: correct LitterHopper status reporting on Litter-Robot 5",
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          "headline": "Merge pull request #435 from Legendberg/fix/lr5-hopper-status",
          "author_name": "Nathan Spencer",
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          "body_truncated": false,
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        {
          "oid": "7ac03e216572800a21f6efdaf11ef0d563667c2d",
          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.29 → 0.11.32](https://github.com/astral-sh/uv-pre-commit/compare/0.11.29...0.11.32)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.22 → v0.16.0](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.22...v0.16.0)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
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          "oid": "351c1c97d889c12d3a9e391c7de3fa4ab3fbb466",
          "body": "A hopper that has been topped up re-measures and reports READY, which the enum\nlacked -- so `hopper_status` fell back to None on a perfectly healthy hopper\nand the library logged \"Value 'READY' not found in enum HopperStatus\".\n\nObserved on a Litter-Robot 5 Pro after refilling a hopper that had been \n[…]\nnot permanently\nzero: both update once the hopper re-measures, roughly 75 minutes and several\ndispenses after the refill rather than immediately.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add HopperStatus.READY, reported by a refilled LR5 hopper",
          "author_name": "Legendberg",
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          "committed_at": "2026-07-26T03:57:08Z",
          "body_truncated": true,
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          "body": "An indicator shaped `{\"title\": \"Litter Low\"}` with no `value` key returned\nNone even when the flat `hopperStatus` held a usable status, because the\n`isinstance(indicator, dict)` branch consumed the lookup and never reached the\nfallback this property documents.\n\nTreat the indicator as authoritative only when it actually carries a value.\n\nReported by CodeRabbit on #435.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: fall back to hopperStatus when the indicator omits its value",
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          "oid": "c385d120fac2cdd94cb6cc953fd698dd29eb2d28",
          "body": "Two properties were wrong for an LR5 with a LitterHopper attached, because\nboth assumed the Litter-Robot 4's payload shape.\n\n`hopper_status` read a flat `hopperStatus`, which an LR5 never sends. It\nreports `hopperStatusIndicator`, a dict shaped like:\n\n    {\"title\": \"Litter Low\", \"value\": \"LITTER_LOW\n[…]\nll pass via the fallback. New tests cover\nthe indicator shape, indicator-wins-over-flat-key, fallback, absent data, and\ndisabled-while-installed.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
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          "headline": "fix: correct LitterHopper status reporting on Litter-Robot 5",
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          "headline": "Merge pull request #432 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
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          "headline": "Merge pull request #429 from natekspencer/dependabot/uv/aiortc-1.15.0",
          "author_name": "Nathan Spencer",
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          "headline": "Merge pull request #428 from natekspencer/dependabot/uv/mcp-1.28.1",
          "author_name": "Nathan Spencer",
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          "headline": "Merge pull request #427 from natekspencer/dependabot/uv/dev-dependenc…",
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          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #426 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
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        {
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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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        {
          "oid": "eaf8d70e58243e4df90c9f882b95726bf40e2998",
          "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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          "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>",
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          "headline": "chore(deps): bump mcp from 1.28.0 to 1.28.1",
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          "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)",
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          "headline": "[pre-commit.ci] pre-commit autoupdate",
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          "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>",
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          "headline": "chore(deps-dev): bump the dev-dependencies group with 4 updates",
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          "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",
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          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
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        {
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          "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…",
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          "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",
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          "is_bot": false,
          "headline": "Merge pull request #422 from natekspencer/dependabot/uv/dev-dependenc…",
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          "is_bot": false,
          "headline": "Merge pull request #420 from natekspencer/dependabot/uv/pydantic-sett…",
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          "body": "[pre-commit.ci] pre-commit autoupdate",
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          "headline": "Merge pull request #419 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
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          "headline": "Add breed property to pet",
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          "headline": "[pre-commit.ci] pre-commit autoupdate",
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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>",
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          "headline": "chore(deps-dev): bump the dev-dependencies group across 1 directory w…",
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          "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>",
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          "headline": "chore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
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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",
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          "is_bot": false,
          "headline": "Update pylitterbot/mcp/helpers.py",
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          "headline": "Fix mypy errors",
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          "is_bot": false,
          "headline": "style(mcp): apply ruff format to merged fixes",
          "author_name": "Mike Lane",
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          "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",
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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",
          "body_truncated": false,
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "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",
          "body_truncated": false,
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "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",
          "body_truncated": false,
          "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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "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]",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "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)",
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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          {
            "name": "Vulnerabilities",
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            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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    "contribution_flow": {
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      "last_merged_pr_at": "2026-08-02T18:02:06Z",
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  "metrics": {
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      "notes": [
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      "inputs": {
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        "vitality": 93,
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        "calibration": "2026-08-02",
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    "categories": [
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        "metrics": [
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                "key": "push_recency",
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                "key": "openssf_scorecard_signed_releases",
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        "metrics": [
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            "components": [
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                "key": "stars",
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                "key": "forks",
                "name": "Forks",
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                "details": [
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                "key": "watchers",
                "name": "Watchers",
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                "details": [
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          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
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              "readme_badges": 8,
              "has_contributing": true,
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              "has_code_of_conduct": false,
              "readme_badge_services": [
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            "components": [
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                "status": "met",
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                "points": 22.5,
                "status": "met",
                "details": [
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                "status": "met",
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                "points": 0,
                "status": "missed",
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                "status": "missed",
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            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
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            "value": 82,
            "inputs": {
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              "ecosystems": "pypi",
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              "monthly_downloads": 81891
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            "components": [
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                "status": "partial",
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                "points": 0,
                "status": "excluded",
                "details": [
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        "weight": 0.23,
        "metrics": [
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            "notes": [],
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            "inputs": {
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                "status": "partial",
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                "status": "met",
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                "points": 3,
                "status": "partial",
                "details": [],
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            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
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            "value": 90,
            "inputs": {
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              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 54,
              "first_time_authors_30d": 0,
              "first_time_prs_merged_30d": 0,
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            "components": [
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                "points": 42,
                "status": "met",
                "details": [
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                "key": "pr_acceptance",
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                "status": "partial",
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                "max_points": 30
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              {
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                "status": "excluded",
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                "status": "met",
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        "metrics": [
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            "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
                    }
                  }
                ],
                "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"
                    }
                  }
                ],
                "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"
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              "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": [],
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              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
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                "details": [
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                "max_points": 10
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              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "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": [
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                "code": "weights_renormalized",
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            ],
            "value": 58,
            "inputs": {
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              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.8
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "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": [],
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              {
                "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": {}
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                ],
                "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": [
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                ],
                "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": [
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                "code": "excluded_no_data",
                "params": {
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              {
                "code": "weights_renormalized",
                "params": {}
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              {
                "code": "advisories_scope_repository",
                "params": {
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              {
                "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",
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                "points": 35,
                "status": "met",
                "details": [
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                "max_points": 35
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              {
                "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": [
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                    "code": "advisories_scope_not_separable",
                    "params": {}
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                ],
                "max_points": 25
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              {
                "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",
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                ],
                "max_points": 40
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          },
          {
            "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": [
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                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
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                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
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                "max_points": 100
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            ]
          },
          {
            "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": {}
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            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
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              "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": [
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            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "agent_instruction_max_bytes": null
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
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                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 40,
                "status": "met",
                "details": [
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                "max_points": 40
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          },
          {
            "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": [
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              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              "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": [
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                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
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                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pylitterbot/py.typed",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                "max_points": 11
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              {
                "key": "reproducible_environment",
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                "points": 10,
                "status": "met",
                "details": [
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                "max_points": 10
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                "key": "demonstrated_agent_practice",
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                "detail": "37 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
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                      "sampled": 100
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                ],
                "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": {
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                      "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": [
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                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pylitterbot/py.typed",
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                "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": {
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                      "sampled": 56,
                      "oversized": 0
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                  }
                ],
                "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"
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          "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"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v2.3.1, схема v0.30.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаPyPI.