Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-28 20:05 UTC

aws / bedrock-agentcore-starter-toolkit

Python CLI toolkit for Amazon Bedrock AgentCore (legacy). For new projects, use the AgentCore CLI: https://github.com/aws/agentcore-cli

PythonApache-2.0★ 498 зірок⑂ 157 форківз лип. 2025 р.Переглянути на GitHub ↗

aws/bedrock-agentcore-starter-toolkit має індекс здоров’я 82 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (92/100), найнижчий — AI Readiness (53/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 6 учасників.

82
загалом / 100
Добрий

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.

82
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

Amazon Web ServicesОрганізація
16 189 підписників552 публічні репозиторіїз серп. 2012 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIbedrock-agentcore-starter-toolkit0.3.11-570 днів тому

Метрики за категоріями

Життєздатність

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

92Відмінний · 22% загального індексу

Активність розробки

93Відмінний
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
29.1/36Ритм комітів — 42/52 тижнів із комітами
18/18Обсяг комітів — 276 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year276
human_commit_share0,71
days_since_last_push0
active_weeks_last_year42

Дисципліна релізів

90Відмінний
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 56 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~16,2 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count56
latest_release_tagv0.3.11
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases16,2

Спільнота та впровадження

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

78Добрий · 18% загального індексу

Популярність і впровадження

66Помірний
Як обчислюється оцінка
43.7/60Зірки — 498 зірок
18.3/25Форки — 157 форків
4.3/15Спостерігачі — 7 спостерігачів
Використані вхідні дані
forks157
stars498
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Здоров'я спільноти

92Відмінний
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateтак

Сталість та врядування

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

84Добрий · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

90Відмінний
Як обчислюється оцінка
48.6/54Бас-фактор — на 6 контриб’ютор(ів) припадає половина всіх комітів
18.1/22.5Розподіл комітів — головний контриб’ютор — автор 20% комітів
13.5/13.5Широта контриб’юторів — 56 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Використані вхідні дані
bus_factor6
contributors_sampled56
top_contributor_share0,196

Реактивність на issue та PR

68Помірний
Як обчислюється оцінка
21.2/46.8Вирішення issue — закрито 45% issue
32.2/38.3Прийняття PR — злито 319/379 вирішених PR
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Використані вхідні дані
merged_prs319
open_issues75
closed_issues62
issue_closed_ratio0,453
closed_unmerged_prs60

Власність та опіка

80Добрий
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
25/25Охоплення власника — 16 189 підписників у aws
25/25Послужний список — 552 публічних репозиторіїв, вік облікового запису ~13 р.
Використані вхідні дані
followers16 189
owner_typeOrganization
is_verified—
owner_loginaws
public_repos552
account_age_days5 082

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 — 57 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesbedrock-agentcore-starter-toolkit
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

92Відмінний · 20% загального індексу

Інженерні практики

94Відмінний
Як обчислюється оцінка
24/24Процеси CI — 10 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 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

90Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://aws.github.io/bedrock-agentcore-starter-toolkit/
10/10Опис репозиторію
0/10Теми
10/10Wiki
Використані вхідні дані
topics—
has_wikiтак
homepagehttps://aws.github.io/bedrock-agentcore-starter-toolkit/
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

57Помірний · 16% загального індексу

Стан безпеки

55Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10Dangerous-Workflow — 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 — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — немає даних
4/5SAST — SAST tool is not run on all commits -- score normalized to 8
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 18 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,5
Виключено з оцінювання (немає даних або не застосовно): pinned_dependencies. Залишкові ваги перенормовано.

Сповіщення про залежності

64Помірний
Як обчислюється оцінка
12.8/35Прямі залежності без відомих сповіщень — уражено 2: bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
35.2/40Немає задавнених сповіщень — 1 пакет(ів) зі сповіщеннями без реакції понад 90 дн.; найдавніше опубліковано 125 дн. тому
Використані вхідні дані
sourceosv
advisories33
affected_packages12
assessed_packages142
unassessed_packages0
affected_by_severityhigh 3, moderate 8, low 1
direct_affected_packages2
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 142 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? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

53Помірний · 0% загального індексу

Контекст і настанови для агентів

40У зоні ризику
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 71 з 71 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

Цикл верифікації (збірка / тести / перевірка типів)

59Помірний
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
10/10Відтворюване середовище — Dockerfile, lockfile
2/10Підтверджена практика роботи з агентами — 1 з останніх 100 комітів створено агентом або з його зазначенням
8/8Автоматизоване супроводження — 8 з останніх 100 комітів — автоматичні оновлення залежностей
0/10OpenSSF Scorecard: Pinned-Dependencies — немає даних
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileтак
typed_languageні
bootstrap_files—
has_devcontainerні
has_linter_configтак
typecheck_configs—
agent_commit_share0,01
toolchain_manifests—
dependency_bot_commit_share0,08
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Pinned-Dependencies. Залишкові ваги перенормовано.

Читабельність коду для моделей

53Помірний
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
52.6/55Керовані розміри файлів — 13/303 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes203 060
source_files_sampled303
oversized_source_files13

Машиночитні інтерфейси

60Помірний
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
40/40Придатні до запуску приклади — notebooks
Використані вхідні дані
example_dirsnotebooks
has_mcp_signalтак
api_schema_files—

Ключові факти

498зірок GitHub
56контриб'юторів
276комітів за останні 12 місяців
0днів від останнього пушу
56релізів
6бас-фактор
75відкритих 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:bedrock-agentcore-starter-toolkit@0.3.11; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 0 ★ / 157 ⇿
0Зірки
157Форки
55Релізи

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.

0408012016015542025-072026-012026-07
Мажорні 0Мінорні 3Патчі 52
OpenSSF Scorecard 5.5 / 10
5.5сукупно

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 · 2026-07-28 20:05 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
н/дPinned-Dependenciesinternal error: internal error: invalid Dockerfile: Syntax error - can't find = in "if". Must be of the form: name=value
8SASTSAST tool is not run on all commits -- score normalized to 8
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities18 existing vulnerabilities detected
Прямі залежності 23
РеєстрПакетОбмеження версіїМаніфест
PyPIbedrock-agentcore>=1.1.0pyproject.toml
PyPIdocstring_parser>=0.15,<1.0pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIjinja2>=3.1.6pyproject.toml
PyPIprompt-toolkit>=3.0.51pyproject.toml
PyPIpydantic>=2.0.0,<2.41.3pyproject.toml
PyPIurllib3>=1.26.0pyproject.toml
PyPIpyyaml>=6.0.2pyproject.toml
PyPIrequests>=2.25.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPItoml>=0.10.2pyproject.toml
PyPItyper>=0.19.0pyproject.toml
PyPItyping-extensions>=4.13.2,<5.0.0pyproject.toml
PyPIuvicorn>=0.34.2pyproject.toml
PyPIautopep8>=2.3.2pyproject.toml
PyPIprance>=25.4.8.0pyproject.toml
PyPIruamel-yaml>=0.18.14pyproject.toml
PyPIquestionary>=2.1.0pyproject.toml
PyPIopenapi-spec-validator>=0.7.2pyproject.toml
PyPIpy-openapi-schema-to-json-schema>=0.0.3pyproject.toml
PyPIstarlette>=0.46.2pyproject.toml
PyPIboto3>=1.42.1pyproject.toml
PyPIbotocore>=1.42.1pyproject.toml
Усі залежності 142

Повний розв'язаний набір залежностей із графа залежностей GitHub: 23 прямих і 119 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIautopep82.3.2пряма
PyPIbedrock-agentcore1.1.1пряма
PyPIboto31.42.1пряма
PyPIbotocore1.42.1пряма
PyPIdocstring-parser0.17.0пряма
PyPIhttpx0.28.1пряма
PyPIjinja23.1.6пряма
PyPIopenapi-spec-validator0.7.2пряма
PyPIprance25.4.8.0пряма
PyPIprompt-toolkit3.0.52пряма
PyPIpy-openapi-schema-to-json-schema0.0.3пряма
PyPIpydantic2.12.3пряма
PyPIpyyaml6.0.3пряма
PyPIquestionary2.1.1пряма
PyPIrequests2.32.5пряма
PyPIrich14.2.0пряма
PyPIruamel-yaml0.18.16пряма
PyPIstarlette1.3.1пряма
PyPItoml0.10.2пряма
PyPItyper0.20.0пряма
PyPItyping-extensions4.15.0пряма
PyPIurllib32.7.0пряма
PyPIuvicorn0.38.0пряма
PyPIannotated-types0.7.0непряма
PyPIanyio4.11.0непряма
PyPIattrs25.4.0непряма
PyPIawscrt0.29.1непряма
PyPIbabel2.17.0непряма
PyPIbackports-asyncio-runner1.2.0непряма
PyPIbackrefs5.9непряма
PyPIbeautifulsoup44.14.2непряма
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Сповіщення про залежності 12

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 142 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 12 мають відомі сповіщення, з них 2 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
bedrock-agentcore1.1.1прямависока11.18.1
click8.3.0непрямависока18.3.3
mcp1.23.0непрямависока61.28.1
requests2.32.5прямапомірна22.33.0
filelock3.20.0непрямапомірна43.20.3
idna3.11непрямапомірна23.15
pymdown-extensions10.16.1непрямапомірна311.0.0
pytest8.4.2непрямапомірна29.0.3
python-dotenv1.2.1непрямапомірна21.2.2
virtualenv20.35.4непрямапомірна220.36.1
werkzeug3.1.3непрямапомірна63.1.6
pygments2.19.2непряманизька22.20.0

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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          "oid": "98bf2f870744e70b2c5829d09bb004525b113349",
          "body": "…ion (#554)\n\nUpdate the IAM execution role policies generated by the toolkit so that\nresource ARNs are specified explicitly for runtime, gateway, and evaluation\nroles.\n\nRuntime execution role (execution_role_policy.json.j2):\n- Grant logs:PutResourcePolicy on the agent's runtime log group.\n- Set Bedr\n[…]\non role (operations/evaluation):\n- Set Bedrock model invocation resources to foundation-model and the\n  account's Bedrock resources.\n\nAdd and update unit tests covering the generated policy documents.",
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          "oid": "4f90432b402da9fcb1870a7acdf431588e659459",
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          "is_bot": false,
          "headline": "docs: deprecate GitHub Pages site via mkdocs-redirects (#550)",
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          "body": "Bumps [wheel](https://github.com/pypa/wheel) from 0.45.1 to 0.46.2.\n- [Release notes](https://github.com/pypa/wheel/releases)\n- [Changelog](https://github.com/pypa/wheel/blob/main/docs/news.rst)\n- [Commits](https://github.com/pypa/wheel/compare/0.45.1...0.46.2)\n\n---\nupdated-dependencies:\n- dependenc\n[…]\ndency-version: 0.46.2\n  dependency-type: direct:development\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump wheel from 0.45.1 to 0.46.2 (#538)",
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        {
          "oid": "bde62f058f3bca5e5edf8d329f81565f43efd763",
          "body": "Bumps [soupsieve](https://github.com/facelessuser/soupsieve) from 2.8 to 2.8.4.\n- [Release notes](https://github.com/facelessuser/soupsieve/releases)\n- [Commits](https://github.com/facelessuser/soupsieve/compare/2.8...2.8.4)\n\n---\nupdated-dependencies:\n- dependency-name: soupsieve\n  dependency-version: 2.8.4\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump soupsieve from 2.8 to 2.8.4 (#539)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-13T12:53:12Z",
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        {
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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/python-sdk) from 1.20.0 to 1.23.0.\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[…]\ncp\n  dependency-version: 1.23.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump mcp from 1.20.0 to 1.23.0 (#537)",
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          "is_bot": false,
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          "headline": "fix(import-agent): create gateway Lambda before targets and handle st…",
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          "headline": "chore: bump version to 0.3.8 (#514)",
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          "body": "The bedrockagentcore-preview Discord vanity URL was abandoned and\nclaimed by an external party (V2208165288). Replace with the active\nstrands community link.",
          "is_bot": false,
          "headline": "fix: update Discord invite link to strands community (#512)",
          "author_name": "Jesse Turner",
          "author_login": "jesseturner21",
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          "headline": "fix: correct import command in deprecation banner (#510)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
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          "is_bot": false,
          "headline": "fix: soften deprecation banner and fix env var check (#508)",
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          "is_bot": false,
          "headline": "feat: add deprecation banner recommending AgentCore CLI (#507)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
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          "is_bot": false,
          "headline": "fix: log Transaction Search PENDING status + add missing traces deliv…",
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          "headline": "chore: bump version to 0.3.6 (#504)",
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          "is_bot": false,
          "headline": "fix: modify execution role naming and disallow codebuild for govcloud…",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.5 (#501)",
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          "headline": "fix: update IAM trust policies (#500)",
          "author_name": "padmak30",
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          "headline": "chore: bump version to 0.3.4 (#495)",
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          "oid": "2d5dbffeeab2bcb72b17f4587a646648bd25a11e",
          "body": "… (#485)\n\n- Add partition helper\n\t- Pass partition information to templates for resource arns",
          "is_bot": false,
          "headline": "chore: modify execution role templates to support multiple partitions…",
          "author_name": "Andrew",
          "author_login": "mahlera",
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        {
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          "is_bot": false,
          "headline": "fix: block minor and major releases, allow only patch (#494)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
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          "is_bot": false,
          "headline": "feat: added GT support to Evaluations (#493)",
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          "headline": "docs: change banner color to warning yellow/amber (#491)",
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          "body": "* fix: remove broken CDK basic-runtime doc pages\n\nThe upstream samples repo (awslabs/amazon-bedrock-agentcore-samples)\nno longer has the 04-infrastructure-as-code/cdk/basic-runtime/ directory,\ncausing include-markdown to fail with HTTP 404 during docs build.\nRemove the referencing doc pages to unblo\n[…]\nw.\n\n* docs: rename AgentCore CLI to Starter Toolkit CLI in nav\n\nAvoids confusion with the new @aws/agentcore-cli package since this\nsection documents the starter toolkit's Python CLI, not the new one.",
          "is_bot": false,
          "headline": "fix: remove broken CDK basic-runtime doc includes (#490)",
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        {
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          "is_bot": false,
          "headline": "docs: recommend AgentCore CLI for new projects (#489)",
          "author_name": "Gitika",
          "author_login": "notgitika",
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        {
          "oid": "56af283a6dbe937dc7768dcc8ac54fcb80b09b5c",
          "body": "The memory configuration (STM_ONLY, STM_AND_LTM, NO_MEMORY) was previously\nonly available through the interactive prompt. This adds a --memory/-m CLI\nflag so users can specify memory configuration in non-interactive mode.\n\nThe flag:\n- Works with non-interactive mode for CI/CD and scripting use cases\n[…]\n agent framework\n- Also works in interactive mode to skip the memory prompt\n- Auto-triggers non-interactive mode when provided with other flags\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(create): add --memory flag for non-interactive mode (#484)",
          "author_name": "Jesse Turner",
          "author_login": "jesseturner21",
          "committed_at": "2026-03-23T13:42:30Z",
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          "body": "Enable the AWS Common Runtime (CRT) for botocore to improve\ntransfer performance and enable CRT-based features.\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
          "is_bot": false,
          "headline": "Add CRT extra to botocore dependency (#465)",
          "author_name": "Abhimanyu Siwach",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.3 (#481)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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          "oid": "d40c0cf8eda79f4e333878020b375aa3a26afadd",
          "body": "Add AGUI as a supported server protocol alongside HTTP, MCP, and A2A.\nAGUI uses port 8080 and /invocations path (same as HTTP) for SSE\nstreaming, with /ws for WebSocket bidirectional communication.\n\nChanges:\nAdd AGUI to RuntimeProtocol constants and CreateRuntimeProtocol type\nAdd AGUI to ProtocolConfiguration schema validator\nUpdate CLI, notebook API, and IaC protocol validation checks\nUpdate help text and docstrings\n\nCo-authored-by: Sundar Raghavan <sdraghav@amazon.com>",
          "is_bot": false,
          "headline": "feat: add AG-UI protocol support to starter toolkit (#480)",
          "author_name": "Sundar Raghavan",
          "author_login": "sundargthb",
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          "body": "* Fix memoryStrategyId field name in modifyMemoryStrategies payload (#452)\n\nThe update_memory_strategies method was sending strategyId instead of\nmemoryStrategyId in the modifyMemoryStrategies payload, causing a\nValidationException from the API. Changed to use the correct field name\nthat matches the API contract.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix memoryStrategyId field name in modifyMemoryStrategies payload (#479)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:38Z",
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          "body": "… (#478)\n\n* Add boto3 and botocore to generated project deps for Bedrock provider (#460)\n\nWhen agentcore create scaffolds a project with Bedrock as the model provider,\nboto3 and botocore are now automatically included in the generated\ndependencies. These are required at runtime by SDKs like strands-agents\nand langchain_aws to call the Bedrock API.\n\n* Fix ruff B023 lint error: bind loop variable in lambda",
          "is_bot": false,
          "headline": "Add boto3 and botocore to generated project deps for Bedrock provider…",
          "author_name": "Tejas Kashinath",
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          "body": "* Fix --ecr with repository name only causing empty repositoryName (#463)\n\nWhen using --ecr with just a repository name (no full URI), the deploy\ncommand failed because repo_name extraction assumed a '/' was present.\nAdd _resolve_ecr_repo_name_to_uri() to look up bare repo names via\necr.describe_repositories and persist the resolved full URI back to config.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix --ecr with repository name only causing empty repositoryName (#477)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:32Z",
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        },
        {
          "oid": "75515fcd195d7990b492e19d15dbe47de8700bd4",
          "body": "* Fix duplicate ECR Repository text in configuration success pane (#472)\n\nRemove hardcoded ECR Repository line that was always displayed regardless\nof deployment type. The conditional config_info variable already correctly\nhandles showing ECR Repository for container deploys and S3 Bucket for\ndirect_code_deploy.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix duplicate ECR Repository text in configuration success pane (#476)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:15Z",
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          "is_coding_agent": false
        },
        {
          "oid": "f7f1cd9b09f94d524d27164f67a7cd8149b0f478",
          "body": "* Fix hardcoded shebang paths in packaged dependency scripts (#474)\n\nAdd _fix_shebangs_in_bin_dir() to CodeZipPackager that replaces hardcoded\nlocal Python paths (e.g. /Users/.../venv/bin/python3) with portable\n#!/usr/bin/env python3 shebangs. This runs automatically during dependency\npackaging to prevent runtime failures on AgentCore.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix hardcoded shebang paths in packaged dependency scripts (#475)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:12Z",
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          "is_bot": false,
          "headline": "Add daily Slack notification for open PRs (#473)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.2 (#470)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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        {
          "oid": "976255152e3a0f8adea06976eb0151421a60836f",
          "body": "* Improve error messages for auth failures during agent invocation\n\n- Catch 401/403 HTTP errors in _handle_http_response and raise ValueError\n  with actionable message instead of raw traceback\n- Catch AccessDeniedException from boto3 in invoke_endpoint and surface\n  friendly re-login guidance\n- Fix \n[…]\n treated as a dict (missing isinstance check)\n\n* Fix ruff line length violation in error handler\n\n* Apply ruff format to error handler\n\n---------\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
          "is_bot": false,
          "headline": "Improve error messages for auth failures during invoke (#469)",
          "author_name": "Abhimanyu Siwach",
          "author_login": "siwachabhi",
          "committed_at": "2026-03-04T22:32:20Z",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.1 (#467)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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        {
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          "body": "* Add GA features for AgentCore Policy\n\n* Add GA features for AgentCore Policy\n\n* Add GA features for AgentCore Policy\n\n* Add GA features for AgentCore Policy",
          "is_bot": false,
          "headline": "Policy in AgentCore GA (#466)",
          "author_name": "Sidharth Gulati",
          "author_login": "gulsid",
          "committed_at": "2026-03-03T18:36:41Z",
          "body_truncated": false,
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.0 (#459)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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          "body": "Signed-off-by: SkyWalker-CMD <42524311+SkyWalker-CMD@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add missing comma in @requires_access_token parameters (#458)",
          "author_name": "SkyWalker-CMD",
          "author_login": "SkyWalker-CMD",
          "committed_at": "2026-02-17T21:08:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "10bb7278304f0693c04934b544f33c497f14034b",
          "body": "…t (#451)\n\nAdd a new 'agentcore memory browse' command that provides an interactive\nterminal UI for exploring AgentCore Memory content.\n\nFeatures:\n- Navigate through actors, sessions, events (STM) and namespaces, records (LTM)\n- Keyboard navigation: ↑↓ navigate, Enter select, b back, h home, v verbo\n[…]\nservation when navigating back\n\nAlso includes:\n- Pagination support for list_actors and list_sessions APIs\n- Tests to maintain 88% coverage threshold\n\nCo-authored-by: Roger Konlog <rkonlog@amazon.com>",
          "is_bot": false,
          "headline": "feat(memory): add interactive TUI browser for exploring memory conten…",
          "author_name": "Roger Ian Konlog",
          "author_login": "IanKonlog",
          "committed_at": "2026-02-13T16:29:28Z",
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        {
          "oid": "a71ab6f33f992d94894577f977f332d9b86537aa",
          "body": "* fix: format long line in test_commands.py\n\n* fix: use cp_client for delete_workload_identity to support older library versions",
          "is_bot": false,
          "headline": "fix: format long line and fix broken integ test (#455)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-02-13T15:18:22Z",
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        },
        {
          "oid": "074456ab7bd590e2f131e2367202decb9325bc4d",
          "body": "Removed the subtitle about deploying AI agents and added a note about the experimental nature of the toolkit.\n\nSigned-off-by: Ryan Fox-Tyler <60440289+ryanfoxtyler@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update README to remove subtitle and add note (#454)",
          "author_name": "Ryan Fox-Tyler",
          "author_login": "ryanfoxtyler",
          "committed_at": "2026-02-12T15:25:21Z",
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          "body": null,
          "is_bot": false,
          "headline": "updated quick start instructions (#306)",
          "author_name": "Greg Herlein",
          "author_login": "gherlein",
          "committed_at": "2026-02-10T21:27:46Z",
          "body_truncated": false,
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        },
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          "body": "Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore: bump version to 0.2.10 (#450)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-02-03T22:29:11Z",
          "body_truncated": false,
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        },
        {
          "oid": "819193aa07d8c3b5b5878556502110babe72edf0",
          "body": "Add Memory to the package's main __init__.py exports, making it\nconsistent with other notebook classes (Runtime, Observability,\nEvaluation).\n\nBefore: `from bedrock_agentcore_starter_toolkit import Memory` raised ImportError\nAfter: Import works correctly\n\nFixes #442",
          "is_bot": false,
          "headline": "fix: export Memory class from package root (#449)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
          "committed_at": "2026-02-02T19:51:01Z",
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        },
        {
          "oid": "01808f83057e43fee7e345155d6d1977373b6a58",
          "body": "When using `agentcore invoke --dev --session-id \"my-session\"`, the\nsession_id was not being forwarded to the development server. Instead,\na new UUID was generated for each request, breaking conversation memory\nfunctionality during local development.\n\nChanges:\n- Pass session_id parameter from invoke() to _invoke_dev_server()\n- Update _invoke_dev_server() to accept and use the session_id parameter\n- Generate session_id only when not provided by the user\n\nFixes #447",
          "is_bot": false,
          "headline": "fix: pass session_id to dev server in invoke --dev mode (#448)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
          "committed_at": "2026-02-02T18:04:43Z",
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          "oid": "3b4eafb5869f0be09efcdae5cc7d31a328b239f5",
          "body": null,
          "is_bot": false,
          "headline": "Add trailing slash to namespace strings (#440)",
          "author_name": "xinaizha",
          "author_login": "xinaizha",
          "committed_at": "2026-02-02T15:57:29Z",
          "body_truncated": false,
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        },
        {
          "oid": "6cff769327506c3b4f31a5562a4f92494fa14fbc",
          "body": "typer 0.16.0-0.18.0 does not support typing.Literal, causing\nRuntimeError when running CLI commands.\nLiteral support was added in typer 0.19.0.",
          "is_bot": false,
          "headline": "fix: bump minimum typer version to 0.19.0 (#421)",
          "author_name": "Minoru Onda（みのるん）",
          "author_login": "minorun365",
          "committed_at": "2026-02-02T15:54:29Z",
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          "oid": "563bfa3b457cbc8e1092071db06d69e41dd97b89",
          "body": "…lity (#443)\n\nOn Windows, Python's `write_text()` uses the system default encoding (cp1252),\nwhich cannot handle Unicode characters like emojis. This causes `agentcore create`\nto fail with `UnicodeEncodeError` when rendering templates containing emojis\n(e.g., 📊 in the Strands SDK template).\n\nThis fix explicitly specifies UTF-8 encoding to ensure cross-platform compatibility.\n\nFixes #427",
          "is_bot": false,
          "headline": "fix: add UTF-8 encoding to template file writes for Windows compatibi…",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
          "committed_at": "2026-02-02T15:42:10Z",
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        {
          "oid": "4fec9b735024eaccbb8eeee3bed9b030eabefeca",
          "body": "* fix: Retrieval Config in Strands Templates\n\n* fix: update snapshot tests",
          "is_bot": false,
          "headline": "fix: Retrieval Config in Strands Templates (#446)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-02-02T14:30:30Z",
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          "body": "Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore: bump version to 0.2.9 (#445)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-02-02T04:08:10Z",
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        {
          "oid": "ca6b95cea4f74a6b3a7e7b58e0e6e496ea948507",
          "body": "* fix(create): fix memory integration for generated agents\n\nGenerated agents from `agentcore create` were failing to use memory due to\nseveral misconfigurations between the CDK infrastructure and agent code.\n\n## Root Causes Fixed\n\n1. **Environment variable mismatch**: CDK template set `MEMORY_ID` bu\n[…]\n wildcard since policy engine is created separately\n- gateway: scoped to specific gateway ARN via this.agentCoreGateway.attrGatewayArn\n\n---------\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
          "is_bot": false,
          "headline": "Fix/cdk template memory and permissions (#444)",
          "author_name": "Abhimanyu Siwach",
          "author_login": "siwachabhi",
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        {
          "oid": "782b7d293602d359973acef2871aca5178f1fec2",
          "body": "Use toJSON() function to properly escape special characters in issue\nbody content. This prevents YAML parsing errors when issue descriptions\ncontain quotation marks or other special characters.",
          "is_bot": false,
          "headline": "fix: escape special characters in Slack notification payload (#441)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
          "committed_at": "2026-01-30T15:53:03Z",
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        },
        {
          "oid": "057a17e997f2bc73762379f21a8b1fce2e05ea12",
          "body": "…… (#439)\n\n* fix(configure): infer language from entrypoint extension before package.json\n\nPreviously, `agentcore configure` detected TypeScript whenever package.json\nexisted in the project root, even for Python agents. This caused incorrect\ndetection for projects with package.json for tooling (docs\n[…]\n -> typescript)\n3. package.json existence (fallback)\n\nFixes issue where Python agent with package.json was detected as TypeScript.\n\n* fix(memory): log exceptions instead of silent pass for bandit B110",
          "is_bot": false,
          "headline": "fix(configure): infer language from entrypoint extension before packa…",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-01-29T22:59:14Z",
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        {
          "oid": "1be8f1266458589d1611e9b4d8e2ba26944aca7a",
          "body": "* feat: add Slack notification workflow for new issues\n\nThis workflow automatically sends issue details to Slack via webhook when new issues are created. The notification includes the issue title, number, URL, author, body, repository name, and timestamp.\n\n* fix: add permissions block and update Sla\n[…]\n action parameters\n\n- Add empty permissions block to limit GITHUB_TOKEN access\n- Update Slack action to use webhook and webhook-type parameters\n- Change payload format to match original implementation",
          "is_bot": false,
          "headline": "feat: add Slack notification workflow for new issues (#437)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
          "committed_at": "2026-01-27T23:27:33Z",
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        {
          "oid": "f727b3dc3d7f972ffde033a625eecd7b36636572",
          "body": "Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore: bump version to 0.2.8 (#435)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-01-23T14:13:13Z",
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        },
        {
          "oid": "7c23ffd8f466f9c1481c6d4812a545f04623dcae",
          "body": "Add static visualization commands for memory events (STM) and records (LTM):\n\nCLI Commands:\n- agentcore memory show: Memory details with strategies tree\n- agentcore memory show events: STM events with --all, --last N, --list-actors, --list-sessions, --verbose\n- agentcore memory show records: LTM rec\n[…]\ntion, status icons\n\nTests:\n- 20 CLI unit tests\n- 10 notebook interface tests\n- 13 integration tests in notebook\n- Data plane method tests for manager\n\nCo-authored-by: Roger Konlog <rkonlog@amazon.com>",
          "is_bot": false,
          "headline": "feat(memory): add memory visualization CLI commands (#434)",
          "author_name": "Roger Ian Konlog",
          "author_login": "IanKonlog",
          "committed_at": "2026-01-22T22:00:27Z",
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        },
        {
          "oid": "777e61e113c02d41d5f1a3e3cc80492493527993",
          "body": "…kerfile (#433)\n\nWhen deploying TypeScript agents, node_modules was being uploaded to S3\nand extracted in CodeBuild, breaking symlinks in .bin/ (e.g., tsc).\nThis forced users to use workarounds like:\n  \"build\": \"./node_modules/typescript/bin/tsc\"\n\nChanges:\n- Add node_modules/ to dockerignore.templat\n[…]\nude from uploads\n- Simplify Dockerfile.node.j2 to use single COPY . . before npm ci\n  (layer caching comment was incorrect - CodeBuild doesn't cache layers)\n\nUsers can now use standard: \"build\": \"tsc\"",
          "is_bot": false,
          "headline": "fix(typescript): exclude node_modules from S3 upload and simplify Doc…",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-01-21T15:25:03Z",
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        {
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          "body": "Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore: bump version to 0.2.7 (#432)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-01-20T22:18:46Z",
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        {
          "oid": "4260dc5d21c276fc37fe46c9c8244478ce9a7e97",
          "body": "…r Runtime (#429)\n\n* feat(runtime): Add TypeScript/Node.js support for AgentCore Runtime\n\nAdd comprehensive TypeScript support to enable deploying Node.js agents\nto Bedrock AgentCore Runtime with container deployment.\n\nCore Features:\n- Language detection (Python/TypeScript) based on package.json pre\n[…]\nn streaming\nresponses, while maintaining compatibility with non-streaming agents\nby accepting both formats.\n\nTested with both streaming and non-streaming dev servers.\n\n🤖 Assisted by Amazon Q Developer",
          "is_bot": false,
          "headline": "feat(runtime): Add TypeScript/Node.js container deployment support fo…",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-01-20T21:35:01Z",
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        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "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": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": null,
                "points": 16,
                "status": "met",
                "details": [],
                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": "https://aws.github.io/bedrock-agentcore-starter-toolkit/",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://aws.github.io/bedrock-agentcore-starter-toolkit/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 57,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "pinned_dependencies"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 55,
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              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "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": "24 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "internal error: internal error: invalid Dockerfile: Syntax error - can't find = in \"if\". Must be of the form: name=value",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "18 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 142 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 142
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "source": "osv",
              "advisories": 33,
              "affected_packages": 12,
              "assessed_packages": 142,
              "unassessed_packages": 0,
              "affected_by_severity": "high 3, moderate 8, low 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)",
                "points": 12.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
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                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 125 days ago",
                "points": 35.2,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 125
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 142,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "no_malicious_dependencies",
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                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 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": {}
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                ],
                "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": 53,
        "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": [
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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",
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                "details": [],
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "71 of 71 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
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                    "code": "legible_history",
                    "params": {
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                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.01,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.08
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "automated_tests",
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                "detail": null,
                "points": 22,
                "status": "met",
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              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
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                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "1 of the last 100 commits agent-authored or agent-credited",
                "points": 2,
                "status": "partial",
                "details": [
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                    "code": "agent_authored_commits",
                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "8 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 8,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "internal error: internal error: invalid Dockerfile: Syntax error - can't find = in \"if\". Must be of the form: name=value",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 203060,
              "source_files_sampled": 303,
              "oversized_source_files": 13
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "13/303 source files over 60KB",
                "points": 52.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
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                ],
                "max_points": 55
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            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
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                "max_points": 40
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            ]
          }
        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:bedrock-agentcore-starter-toolkit@0.3.11; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T20:05:36.682353Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/bedrock-agentcore-starter-toolkit.svg",
  "full_name": "aws/bedrock-agentcore-starter-toolkit",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Пов’язані записи

Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з aws/bedrock-agentcore-starter-toolkit. Читати поруч →

97apache/supersetApache Superset is a Data Visualization and Data Exploration PlatformВідмінний95scikit-learn/scikit-learnscikit-learn: machine learning in PythonВідмінний95onnx/onnxOpen standard for machine learning interoperabilityВідмінний94run-llama/llama_indexLlamaIndex is the leading document agent and OCR platformВідмінний94wandb/wandbThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.Відмінний93optuna/optunaA hyperparameter optimization frameworkВідмінний

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 статистика — PyPI.