Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-29 12:37 UTC

usestapel / stapel-agent

LLM facade for the Stapel framework: provider-swappable completions & translation, prompt ledger with token accounting

PythonMIT★ 0 зірок⑂ 0 форківз лип. 2026 р.Переглянути на GitHub ↗

usestapel/stapel-agent має індекс здоров’я 51 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (68/100), найнижчий — Sustainability & Governance (34/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

51
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

51
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні 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.

Власність

usestapelОрганізація
1 підписник31 публічний репозиторійз черв. 2026 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIstapel-agent0.7.0-210 днів томуdjangostapelllmanthropicopenaitranslation

Метрики за категоріями

Життєздатність

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

68Помірний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
2.8/36Ритм комітів — 4/52 тижнів із комітами
14.7/18Обсяг комітів — 42 комітів за останній рік
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Використані вхідні дані
commits_last_year42
human_commit_share1
days_since_last_push0
active_weeks_last_year4
Як обчислюється оцінка
16.2/27Випускає релізи — 24 тегів версій (без релізів GitHub)
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~0,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count24
latest_release_tagv0.7.0
releases_from_tagsтак
days_since_latest_release0
mean_days_between_releases0,6
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?

40У зоні ризику · 18% загального індексу
Як обчислюється оцінка
0/60Зірки — 0 зірок
0/25Форки — 0 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks0
stars0
watchers0
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
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateні

Сталість та врядування

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

34У зоні ризику · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
1.4/13.5Широта контриб’юторів — 1 контриб’юторів
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Використані вхідні дані
bus_factor1
contributors_sampled1
top_contributor_share1
Як обчислюється оцінка
0/46.8Вирішення issue — немає issue або даних
0/38.3Прийняття PR — немає вирішених pull request-ів або даних
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue, Прийняття PR. Залишкові ваги перенормовано.

Власність та опіка

43У зоні ризику
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
2.2/25Охоплення власника — 1 підписників у usestapel
11.2/25Послужний список — 31 публічних репозиторіїв, вік облікового запису ~0 р.
Використані вхідні дані
followers1
owner_typeOrganization
is_verified
owner_loginusestapel
public_repos31
account_age_days35

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 21 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesstapel-agent
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

66Помірний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 2 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — немає даних
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: CI-Tests. Залишкові ваги перенормовано.
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
0/10Теми
10/10Wiki
Використані вхідні дані
topics
has_wikiтак
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

47У зоні ризику · 16% загального індексу

Стан безпеки

47У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — немає даних
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file 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_aggregate4,7
Виключено з оцінювання (немає даних або не застосовно): ci_tests, signed_releases. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

57Помірний · 0% 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 45 з 45 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — py.typed
0/10Відтворюване середовище
10/10Підтверджена практика роботи з агентами — 40 з останніх 45 комітів створено агентом або з його зазначенням
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_filesMakefile
has_devcontainerні
has_linter_configні
typecheck_configspy.typed
agent_commit_share0,889
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (py.typed)
55/55Керовані розміри файлів — 0/119 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes48 597
source_files_sampled119
oversized_source_files0

Ключові факти

0зірок GitHub
1контриб'юторів
42комітів за останні 12 місяців
0днів від останнього пушу
24релізів
1бас-фактор
0відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:stapel-agent@0.7.0; advisories assessed against the repository dependency graph instead

Докладніше

OpenSSF Scorecard 4.7 / 10
4.7сукупно

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 · 2026-07-29 12:37 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
н/дCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Прямі залежності 2
РеєстрПакетОбмеження версіїМаніфест
PyPIstapel-core>=0.15.11,<1.0pyproject.toml
PyPIpydantic>=2,<3pyproject.toml
Усі залежності не зібрано

Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Звіт у форматі JSON машиночитний
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          "body": "Каждая цена несёт источник и дату, которой её прочитали: цена без строки\nпровенанса — это число, которое кто-то запомнил, а прайс-карты двигаются.\nНеизвестная модель даёт 0.0 с предупреждением и cost_basis=unpriced — не\nдогадку и не «бесплатно»: выдуманная стоимость не остаётся изолированной,\nона су\n[…]\nрока реестра их сохраняла. То\nесть вызывающий видел число меньше того, что в счёте, — а reasoning\nоплачивается.\n\n880 тестов зелёные.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: учёт стоимости вызова — с провенансом цен и замеренной ловушкой",
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          "oid": "c617f7ab098ecbce0a8f5204db28a888d99ab743",
          "body": "llm.complete теперь принимает schema. Ограниченное декодирование\nсуществовало внутри процесса и заканчивалось на границе сервисов: вызывающий\nиз другого сервиса мог только вежливо попросить JSON и надеяться. Это худшее\nместо для кривого ответа — у него нет доступа к провайдеру, нет способа\nповторить\n[…]\nии и функция без контракта). Дефектом были две копии одной правды;\nпочинка — один источник и производная копия.\n\n867 тестов зелёные.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: схема через comm + контракты функций стали генерируемыми",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-29T11:44:17Z",
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        },
        {
          "oid": "d4d585a19fb55c80f5ec607939fb201f2d0c865e",
          "body": "Флаг strict — это то, что превращает структурированный вывод в ограничение\nдекодера, а не в пожелание. Но эндпоинты, которые его уважают, принимают\nузкое подмножество JSON Schema, и одно из его правил: каждый объект обязан\nперечислить ВСЕ свои свойства в required. Пайдантик опускает поля с\nдефолтом \n[…]\nосле живых вызовов, упавших ровно на той\nсхеме, которую пайдантик выдаёт по умолчанию, и померено на четырёх\nсемействах провайдеров.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: strict:true уходил со схемой, которую строгий режим отвергает",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-29T10:39:49Z",
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        },
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          "oid": "001b93f05b3f4c23b162952d639fcd2ed00a86dc",
          "body": "Вторая волна порта. Восемь таблиц ставок приехали с diff = 0: у каждой\nзаписано, когда ставка последний раз сверялась с прайс-листом вендора, и\nкакие надбавки НЕ смоделированы. estimate_cost() возвращает None для\nнепрайсованной модели, а не выдуманный $0.00 — выдуманный ноль хуже\nчестного «не знаю»,\n[…]\nе приехала —\nим нужны реестр моделей и реестр адаптеров, которых у нас ещё нет.\nОтмечено в ведомости построчно.\n\n816 тестов зелёные.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: прайсинг провайдеров Игоря + pydantic-модель как схема",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T16:23:06Z",
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          "oid": "88e77891bb3f856dfe4b5084ad48cb76f62790f5",
          "body": "…айтово\n\nПервая волна порта лаборатории. Девять модулей приехали с diff = 0 к\nисходнику: восемь валидаторов сырых ответов провайдеров (assemblyai,\ndeepgram, elevenlabs, gladia, soniox, speechmatics, xai_stt, pyannote) и\nдетектор инъекционных маркеров. Вместе с ними приехали 22 его теста.\n\nПочему поб\n[…]\nr в чужом деплое. Теперь это проверяется тестом в обе\nстороны — и на забытый пакет, и на призрак от удалённого.\n\n796 тестов зелёные.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: провайдерская валидация и safety-маркеры Игоря — перенесены поб…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T15:21:06Z",
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          "is_coding_agent": true
        },
        {
          "oid": "e29a00043c1f53a266efac6c855b3b49849a150c",
          "body": "Igor's harness declares provider-response validation and LLM-authored\ncontracts as pydantic v2 models with extra=forbid plus field and model\nvalidators. That behaviour is the contract: an unknown field must fail\nloudly rather than be dropped. Re-expressing those models as dataclasses\nor DRF serializ\n[…]\n in and the models travel verbatim.\n\nLanded before the port itself so the modules arriving next do not each\nhave to touch this file.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "deps: pydantic — the ported contracts ARE their validators",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T15:05:21Z",
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        {
          "oid": "e86a0eb027c8edd3bd04bdc2d2f805694c76c4ee",
          "body": "…call\n\nPorted from the iron-benchmark harness, where the prompt-only path was\nmeasured failing in production (2026-07-03): asked for JSON in prose, a\nmodel returned valid JSON whose single `summary` field held the whole\nanswer as pseudo-XML while every structured field came back empty. It\nparsed. It\n[…]\nhe flag from a schema-capable parent turned\nthe guard into a TypeError until the subclass declared its own answer.\n\n772 tests green.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(providers): constrain the decoder to a JSON schema, or fail the …",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T14:20:33Z",
          "body_truncated": true,
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        },
        {
          "oid": "6e97349cea1ccc79164a29c2d04f7f460feb16a1",
          "body": "check_providers доказывал, что DEFAULT_PROVIDER РЕЗОЛВИТСЯ, но не\nспрашивал, может ли он обслужить вызов. На стенде ironmemo дефолт был\n'anthropic' с ПУСТЫМ ключом и без бинаря claude: проверки зелёные, а\nкаждый llm.summarize падал — незаметно, потому что единственный\nпотребитель во флоте (шаг сумма\n[…]\nлать ни одного текстового вызова. Блокировать их — та же ложная\nтревога, что предупреждать о пире, с которым никто не разговаривает.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.6.2 — зарегистрирован ≠ работоспособен (W009)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T10:13:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "68b7b8feb99eedb7ed164b16d126d245ec1361b4",
          "body": "`llm.embed` rejected the one field its only real caller sends. When vector\nsearch was switched on for app.ironmemo.com, stapel-recordings started\nputting `model` into the embed payload — and `EMBED_SCHEMA` declared\n`texts`/`provider`/`timeout_seconds`/`provider_options` with\n`additionalProperties: f\n[…]\n minor: a newly accepted optional field, a route addition and an\nimport-order fix — no existing caller or adapter changes behaviour.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix the two bugs that made every embed call and every deploy fail",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T01:01:28Z",
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        },
        {
          "oid": "efaf041508d4b93de52c35d15d8f52733f8c3b51",
          "body": "…ssemblyAI biasing coverage\n\nAdds `pyannote-cloud`, the billed api.pyannote.ai job API, next to the\nself-hosted `pyannote-http` shim: media/input → presigned PUT (skipped\nwhen the AudioRef already has an http(s) URL) → diarize (the billing\nevent) → job poll, normalized through the same turns contrac\n[…]\nect keep sending.\n\nVerified: full suite green (12 new cloud-adapter tests on mocked\nrequests, 4 new AAI coverage tests), ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.6.0 — pyannoteAI cloud diarization + honest A…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-25T08:53:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "68ae2a6c79bfbe2f00e6ac3ae2db04288e265881",
          "body": "RerankProvider ABC + NormalizedRerank (index into input docs, score-desc,\ndocs never round-trip, dup/out-of-range index fatal); deepinfra-rerank\nadapter (paired-arrays inference API — LIVE-VERIFIED against\nQwen/Qwen3-Reranker-8B: правильный док 0.995, кросс-язычный 0.647, борщ\nотсечён top_n) + reran\n[…]\n the subpackage; the verb lives at\nservices.rerank (PEP-562 shadowing dodge, documented).\n\n724 tests (+89), ruff clean, wheel contents verified.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.5.0 — generic rerank seam (llm.rerank)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-24T10:29:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "18820f97d311717144a9c36140e2fe6cb2837f0e",
          "body": "… were missing from the explicit packages list\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: 0.4.1 — fix wheel packaging: diarization/embeddings packages…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-24T07:51:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3445120fbcdc3308d5e6b5b408655d767a356d84",
          "body": "…rize / llm.embed)\n\nDiarizationProvider ABC + pyannote self-host HTTP adapter (speaker-count\nvalidation before the call, inverted-segment clamping, malformed-success\nfails loud — invariants ported from iron-benchmark a23d532; cloud job\nmachinery deliberately not ported). EmbeddingProvider ABC + open\n[…]\nP\nsurfaces, W-checks, PromptLog rows that never carry texts/vectors\n(privacy tested).\n\n635 tests green (+113), ruff clean, migration-lint clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.4.0 — diarization + embeddings seams (llm.dia…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-24T07:48:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5ca4e0383e97c67e577acf64773c70334a2a7925",
          "body": "… provider adapters (deepgram/gladia/soniox/speechmatics/xai-stt)\n\nSeam: transcribe() keyterms + provider_options (caller-pin passthrough),\nsupports_keyterms capability, NormalizedTranscript.biasing counts-only\nmetadata (terms never leave the client-side block — privacy canon),\nschema/DTO/view/catal\n[…]\nm:weight rejected. Ported from the iron-benchmark\na23d532 reference pack (invariants, not harness plumbing).\n\n522 tests green (+73), ruff clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.3.0 — generic STT vocabulary-biasing seam + 5…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-23T07:29:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bf5d7151460550e21a644445bfa7010085f9efc5",
          "body": "…em cap-widen)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.2.11 — widen stapel-core cap to <1.0 (ecosyst…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-21T23:49:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a6f90eb8f9067e6f651abf33e1a3df101ebdd8ab",
          "body": "…-before-whitespace (studio L-1 live defects)\n\nReal haiku architect response broke both ways at once: the manifest's\ndocs/e2e markdown carried code fences inside a JSON string (non-greedy\nfence regex truncated it) and a shell-style line continuation between\nobject members. Strategy 5: greedy-fence/object/whole-text candidates,\nthen the same candidates with (?<!\\\\)\\\\(?=\\s) stripped — legitimate\nescaped backslashes survive.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "parsing: recover fenced JSON with inner ``` and repair lone backslash…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-19T02:18:12Z",
          "body_truncated": false,
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        },
        {
          "oid": "997b2ddcae40e81081e75147789f262a08f3e50b",
          "body": "operations_total=5 (5 LLM facade APIViews, AST-counted HTTP methods).\n\nDerived mechanically from this repo's own conf.py DEFAULTS, urls.py/\nviews.py (router registrations, @action decorators, per-view HTTP\nmethod defs), README.md/MODULE.md and pyproject.toml dependencies —\nno invented capabilities. \n[…]\nnowledge index\n(stapel-studio studio_cto), which only covered 10/25+ modules because\nthe stack_index sweep only picks up docs/capabilities.json.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: author capabilities.json for the stapel-catalog sweep",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-19T02:15:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "80bda18bf63ed54cd2aaee39efbf4c246636d1c0",
          "body": "Fleet follow-up to core 0.12.0's legacy shim sweep. No source fixes\nneeded. Full suite green against core 0.12.0.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.2.10 — raise stapel-core ceiling <0.12→<0.13",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-17T01:23:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e53c15efcabe11bf1b87b3949f748b54e7969968",
          "body": "… stale hardcoded tuple\n\nThe release-track step asserted the resolved stapel-core version against a\nhardcoded (0,8)/(0,10) tuple that went stale every time the pyproject pin was\nbumped, permanently failing main CI while publish stayed green. Same fix\nalready landed in stapel-auth (ae47f32): parse the declared >=X,<Y range out\nof pyproject.toml at run time and assert the resolved version falls inside it.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: release-track reads core pin floor/ceil from pyproject instead of…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-16T23:25:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "05286d3ba79f98e210994d389ac1eaf2fb825c1f",
          "body": "stapel-core 0.11.2 is additive for modules; suite green as-is.",
          "is_bot": false,
          "headline": "chore: core ceiling <0.11 -> <0.12 (0.11 fleet re-pin), patch bump 0.2.9",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-16T22:48:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f13c6a5ccdbdf5cab44f9616d59814e3822b568",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: v1 canon sweep §60 — urls_v1.py + api/v1/ mount (0.2.8)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-16T12:45:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b41f774ecea2c27bfc793339e01b2ca56961f84c",
          "body": "HEAD had advanced past the v0.2.6 tag (CONFIG.MD commit) without a\nrelease; bump patch to publish, and fix stapel-core pin to match the\npublished 0.10.0 (old >=0.8,<0.9 no longer resolves against PyPI).\n\nCo-Authored-By: Claude Sonnet <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: core pin >=0.10,<0.11 + patch bump 0.2.7",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-11T19:09:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c5923707c445cc209911cf0a7bd86a10361f34ce",
          "body": "Per-module config registry (GFM table on `## stapel-agent`): every key\nstapel-agent reads through its AppSettings namespace, with source (env|vault),\npurpose, required flag and default. assemble_scaffold aggregates this into a\nscaffolded project's root CONFIG.MD so the config-lint gate and the advisor\nconfig surface see this module's knobs.\n\nCo-Authored-By: Claude Sonnet <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(config): add CONFIG.MD registry (static-scaffold-and-config.md §2)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-11T15:36:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b96dfa6d64b848ed6a7178378ed3e28ad6d53a4c",
          "body": "…eld to patch by studio <0.3 floor)\n\nSemver-strictly a MINOR (new comm verb + new ABC surface), held to a PATCH\nby studio's stapel-agent<0.3 floor. Safe: all changes additive and\nbackward-compatible (speech_model defaults None, built-ins unchanged when\nunpinned, llm.stt_catalog is a new verb). A dedicated 0.3.0 + studio floor\nbump is deferred until a change that warrants breaking the floor.\n\nCo-Authored-By: Claude Opus <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: release 0.2.6 — STT model pin + stt_catalog (additive; minor h…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T17:46:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "334d98722d3aea0516263e9af4bb615d92a641c1",
          "body": "…erb (G7)\n\nG6 — SttProvider.speech_model class-attr pins a model per registration\n(the STT mirror of fixing a model on an LLM registration): it overrides\nthe provider's configured default (WHISPER_MODEL / ELEVENLABS_STT_MODEL /\nASSEMBLYAI_MODEL); None keeps the settings-driven behaviour. New\neffecti\n[…]\n no commitment).\n\nTests: +17 (base pin matrix, per-adapter pin overrides, catalog service +\nverb + schema). Suite 445 green; new code 100% covered.\n\nCo-Authored-By: Claude Opus <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(stt): per-registration speech_model pin (G6) + llm.stt_catalog v…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T17:46:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c18441206bd35d68b47b9c5ed04d10d6c4cfa38c",
          "body": "…ive)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: release 0.2.5 — per-call max_tokens cap on llm.complete (addit…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T13:46:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8313ee8fa7793d6c997646e1e8bc9b932c1edf82",
          "body": "A single global MAX_TOKENS (default 4096) is the wrong shape for\nmulti-role callers: long structured outputs (file manifests, review\nfindings with inline repro tests) get truncated mid-file at\nstop_reason=max_tokens and fail to parse downstream, while a global bump\noverpays every small call.\n\n- COMP\n[…]\n stays on its default.\n- Text-keyed prompt cache does not key on the cap (documented; the\n  default policy caches translate only).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(comm): optional per-call max_tokens cap on llm.complete",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T13:45:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d0d16977d8d906690cc38e6084a072b69bea924e",
          "body": "…ive)",
          "is_bot": false,
          "headline": "chore: release 0.2.4 — role tag on llm.complete payload schema (addit…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T13:33:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
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              "commits_last_year": 42,
              "human_commit_share": 1,
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                "key": "push_recency",
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                "key": "commit_cadence",
                "name": "Commit cadence",
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                      "weeks": 4
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                "key": "commit_volume",
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            "value": 88,
            "inputs": {
              "releases_count": 24,
              "latest_release_tag": "v0.7.0",
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "24 version tags (no GitHub releases)",
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              {
                "key": "release_cadence",
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              {
                "key": "openssf_scorecard_signed_releases",
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          },
          {
            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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        ],
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      {
        "key": "community",
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        "name": "Community & Adoption",
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        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
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            "note": null,
            "notes": [],
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              "growth_state": "unverified",
              "growth_factor_pct": 100,
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            "components": [
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                "key": "stars",
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                "status": "missed",
                "details": [
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                    "code": "stars",
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                      "count": 0
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
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                "details": [
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                    "code": "forks",
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
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                "details": [
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                    "code": "watchers",
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
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            "components": [
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                "name": "README",
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                "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": {
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
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                "status": "met",
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              {
                "key": "code_of_conduct",
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                "points": 13.5,
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              {
                "key": "issue_template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
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                "status": "missed",
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          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
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        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "bus_factor",
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              {
                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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              {
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                "status": "partial",
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                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
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              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
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            "components": [
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                "status": "excluded",
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                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "points": 0,
                "status": "excluded",
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                    "code": "no_decided_prs_or_data",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "followers": 1,
              "owner_type": "Organization",
              "is_verified": null,
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              "account_age_days": 35
            },
            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
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                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
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                "details": [
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                    "code": "owner_followers",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "31 public repos, account ~0 yr old",
                "points": 11.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 31
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
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                "details": [
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                ],
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              },
              {
                "key": "version_history",
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                "details": [
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                  }
                ],
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              {
                "key": "not_deprecated",
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                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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        "weight": 0.2,
        "metrics": [
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                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 60,
            "inputs": {
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                "key": "ci_workflows",
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                "details": [
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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              },
              {
                "key": "linter_config",
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              },
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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                ],
                "max_points": 20
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            ]
          },
          {
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            "notes": [],
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            "inputs": {
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              },
              {
                "key": "documentation_directory",
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            ]
          }
        ],
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      {
        "key": "security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
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            "components": [
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                "key": "binary_artifacts",
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              {
                "key": "branch_protection",
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                ],
                "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,
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              },
              {
                "key": "code_review",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
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                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
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                "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": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "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
              }
            ]
          }
        ],
        "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": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "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": "45 of 45 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 45,
                      "sampled": 45
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "py.typed"
              ],
              "agent_commit_share": 0.889,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
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                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
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                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
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              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "py.typed",
                "points": 11,
                "status": "met",
                "details": [
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              },
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                "key": "reproducible_environment",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "demonstrated_agent_practice",
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                    }
                  }
                ],
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              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
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            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48597,
              "source_files_sampled": 119,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "py.typed",
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                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/119 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
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                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:stapel-agent@0.7.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T12:37:42.357479Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/usestapel/stapel-agent.svg",
  "full_name": "usestapel/stapel-agent",
  "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 v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.

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