Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-28 18:45 UTC

awslabs / mcp

Open source MCP Servers for AWS

PythonApache-2.0★ 9 510 зірок⑂ 1 665 форківз бер. 2025 р.Переглянути на GitHub ↗

#aws #mcp #mcp-client #mcp-clients #mcp-host #mcp-server #mcp-servers #mcp-tools #modelcontextprotocol

awslabs/mcp має індекс здоров’я 91 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (100/100), найнижчий — AI Readiness (79/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 5 учасників.

загалом / 100

Відмінний

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.

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)

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 Services - LabsОрганізація

11 327 підписників1 021 публічний репозиторійз січ. 2013 р.

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

Пакетні екосистеми

Реєстр	Пакет	Версія	Завантажень / міс	Версії	Остання публікація
PyPI	awslabs.aws-api-mcp-server	1.4.0	-	88	5 днів тому
PyPI	awslabs.aws-iac-mcp-server	1.0.21	153 342	21	6 днів тому
PyPI	awslabs.amazon-mq-mcp-server	2.0.23	1 101	25	0 днів тому
PyPI	awslabs.aurora-dsql-mcp-server	1.0.37	35 713	38	0 днів тому
PyPI	awslabs.aws-appsync-mcp-server	0.1.14	383	14	80 днів тому
PyPI	awslabs.aws-location-mcp-server	2.0.18	1 044	19	80 днів тому
PyPI	awslabs.amazon-qindex-mcp-server	0.0.11	158	10	144 дні тому
PyPI	awslabs.amazon-neptune-mcp-server	1.0.19	1 295	20	0 днів тому

Метрики за категоріями

Життєздатність

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

100Відмінний · 22% загального індексу

Активність розробки

100Відмінний

Як обчислюється оцінка

36/36	Свіжість push — останній push 0 дн. тому
36/36	Ритм комітів — 52/52 тижнів із комітами
18/18	Обсяг комітів — 1 072 комітів за останній рік
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10

Використані вхідні дані

commits_last_year	1 072
human_commit_share	0,98
days_since_last_push	0
active_weeks_last_year	52

Дисципліна релізів

100Відмінний

Як обчислюється оцінка

27/27	Випускає релізи — опубліковано 100 релізів
36/36	Свіжість релізів — останній реліз 5 дн. тому
27/27	Ритм релізів — реліз кожні ~4,9 дн.
0/10	OpenSSF Scorecard: Signed-Releases — немає даних

Використані вхідні дані

releases_count	100
latest_release_tag	2026.07.20260723053753
releases_from_tags	ні
days_since_latest_release	5
mean_days_between_releases	4,9

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?

92Відмінний · 18% загального індексу

Здоров'я спільноти

92Відмінний

Як обчислюється оцінка

22.5/22.5	README
22.5/22.5	Ліцензія — визнана ліцензія (Apache-2.0)
18/18	Настанови CONTRIBUTING
13.5/13.5	Кодекс поведінки
0/7.2	Шаблон issue
6.3/6.3	Шаблон PR

Використані вхідні дані

has_readme	так
has_license	так
has_contributing	так
has_issue_template	ні
has_code_of_conduct	так
has_pull_request_template	так

Впровадження в екосистемі (завантаження)

88Відмінний

Як обчислюється оцінка

70.5/80	Щомісячні завантаження — 193 036 завантажень/місяць у pypi
0/20	Залежні пакети в реєстрі — ця екосистема цього не повідомляє

Використані вхідні дані

packages	awslabs.aws-api-mcp-server, awslabs.aws-iac-mcp-server, awslabs.amazon-mq-mcp-server, awslabs.aurora-dsql-mcp-server, awslabs.aws-appsync-mcp-server, awslabs.aws-location-mcp-server, awslabs.amazon-qindex-mcp-server, awslabs.amazon-neptune-mcp-server
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	193 036

Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

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

82Добрий · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

86Відмінний

Як обчислюється оцінка

45.9/54	Бас-фактор — на 5 контриб’ютор(ів) припадає половина всіх комітів
16.9/22.5	Розподіл комітів — головний контриб’ютор — автор 25% комітів
13.5/13.5	Широта контриб’юторів — 99 контриб’юторів
10/10	OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations

Використані вхідні дані

bus_factor	5
contributors_sampled	99
top_contributor_share	0,248

Реактивність на issue та PR

65Помірний

Як обчислюється оцінка

32.5/46.8	Вирішення issue — закрито 70% issue
17.3/38.3	Прийняття PR — злито 1 604/3 540 вирішених PR
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Використані вхідні дані

merged_prs	1 604
open_issues	200
closed_issues	457
issue_closed_ratio	0,696
closed_unmerged_prs	1 936

Власність та опіка

80Добрий

Як обчислюється оцінка

30/30	Підтримка власника — у власності організації
0/20	Верифікований домен
25/25	Охоплення власника — 11 327 підписників у awslabs
25/25	Послужний список — 1 021 публічних репозиторіїв, вік облікового запису ~13 р.

Використані вхідні дані

followers	11 327
owner_type	Organization
is_verified	—
owner_login	awslabs
public_repos	1 021
account_age_days	4 939

Супровід пакетів

100Відмінний

Як обчислюється оцінка

25/25	Опубліковано й доступно — 8 пакет(ів) у pypi
35/35	Свіжість публікацій — остання публікація 0 дн. тому
20/20	Історія версій — 88 опублікованих версій
20/20	Не застарілий — активний, не deprecated і не yanked

Використані вхідні дані

packages	awslabs.aws-api-mcp-server, awslabs.aws-iac-mcp-server, awslabs.amazon-mq-mcp-server, awslabs.aurora-dsql-mcp-server, awslabs.aws-appsync-mcp-server, awslabs.aws-location-mcp-server, awslabs.amazon-qindex-mcp-server, awslabs.amazon-neptune-mcp-server
ecosystems	pypi
any_deprecated	ні
min_days_since_publish	0

Інженерна якість

Чи наявні базові інженерні практики та документація?

92Відмінний · 20% загального індексу

Інженерні практики

94Відмінний

Як обчислюється оцінка

24/24	Процеси CI — 23 процес(ів) CI
24/24	Наявні тести
16/16	Конфігурація лінтера — .ruff.toml, ruff.toml
9.6/9.6	Pre-commit-хуки
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

Використані вхідні дані

has_ci	так
has_tests	так
has_editorconfig	ні
has_linter_config	так
has_precommit_config	так

Документація

90Відмінний

Як обчислюється оцінка

30/30	README
25/25	Каталог документації
15/15	Сайт документації / домашня сторінка — https://awslabs.github.io/mcp/
10/10	Опис репозиторію
10/10	Теми — 9 тем
0/10	Wiki

Використані вхідні дані

topics	aws, mcp, mcp-client, mcp-clients, mcp-host, mcp-server, mcp-servers, mcp-tools, modelcontextprotocol
has_wiki	ні
homepage	https://awslabs.github.io/mcp/
has_readme	так
has_docs_dir	так
has_description	так

Безпека

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

88Відмінний · 16% загального індексу

Стан безпеки

85Відмінний

Як обчислюється оцінка

7.5/7.5	Binary-Artifacts — no binaries found in the repo
7.5/7.5	Branch-Protection — branch protection is fully enabled on development and all release branches
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
1.2/2.5	CII-Best-Practices — badge detected: Passing
7.5/7.5	Code-Review — all changesets reviewed
2.5/2.5	Contributors — project has 8 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	Ліцензія — license file detected
7.5/7.5	Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
5/5	Pinned-Dependencies — all dependencies are pinned
4.5/5	SAST — SAST tool detected but not run on all commits
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — немає даних
7.5/7.5	Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5	Vulnerabilities — 199 existing vulnerabilities detected

Використані вхідні дані

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	8,5

Виключено з оцінювання (немає даних або не застосовно): signed_releases. Залишкові ваги перенормовано.

Сповіщення про залежності

100Відмінний

Як обчислюється оцінка

35/35	Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
25/25	Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
0/40	Немає задавнених сповіщень — жодне сповіщення не має дати публікації

Використані вхідні дані

source	osv
advisories	0
affected_packages	0
assessed_packages	89
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:awslabs.aws-api-mcp-server@1.4.0 — тим, що тягне за собою встановлення опублікованого пакета, — 89 пакетів. 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.

79Добрий · 0% загального індексу

Контекст і настанови для агентів

85Відмінний

Як обчислюється оцінка

45/45	Інструкції для агентів — src/aurora-dsql-mcp-server/skills/dsql-skill/mcp/platforms/gemini.md, src/dynamodb-mcp-server/AGENTS.md
0/15	Машиночитана документація (llms.txt)
40/40	Читабельна історія комітів — намір зазначено у 98 з 98 людських комітів (структурований заголовок або пояснювальний текст)

Використані вхідні дані

has_llms_txt	ні
legible_history_share	1
agent_instruction_files	src/aurora-dsql-mcp-server/skills/dsql-skill/mcp/platforms/gemini.md, src/dynamodb-mcp-server/AGENTS.md
agent_instruction_max_bytes	14 738

Цикл верифікації (збірка / тести / перевірка типів)

82Добрий

Як обчислюється оцінка

0/18	Розгортання однією командою
22/22	Автоматизовані тести
11/11	Конфігурація лінтера / форматера — .ruff.toml, ruff.toml
11/11	Статична перевірка типів — docusaurus/tsconfig.json, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed, src/document-loader-mcp-server/awslabs/py.typed, src/ecs-mcp-server/pyrightconfig.json
10/10	Відтворюване середовище — devcontainer, Dockerfile, lockfile
10/10	Підтверджена практика роботи з агентами — 6 з останніх 100 комітів створено агентом або з його зазначенням
8/8	Автоматизоване супроводження — 2 з останніх 100 комітів — автоматичні оновлення залежностей
10/10	OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned

Використані вхідні дані

has_nix	ні
has_tests	так
lockfiles	package-lock.json, uv.lock
has_dockerfile	так
typed_language	ні
bootstrap_files	—
has_devcontainer	так
has_linter_config	так
typecheck_configs	docusaurus/tsconfig.json, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed, src/document-loader-mcp-server/awslabs/py.typed, src/ecs-mcp-server/pyrightconfig.json
agent_commit_share	0,06
toolchain_manifests	—
dependency_bot_commit_share	0,02

Читабельність коду для моделей

80Добрий

Як обчислюється оцінка

27/45	Типізований код — Python з конфігурацією перевірки типів (docusaurus/tsconfig.json, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed, src/document-loader-mcp-server/awslabs/py.typed, src/ecs-mcp-server/pyrightconfig.json)
53.2/55	Керовані розміри файлів — 76/2 376 файлів вихідного коду понад 60 КБ

Використані вхідні дані

primary_language	Python
largest_source_bytes	380 727
source_files_sampled	2 376
oversized_source_files	76

Машиночитні інтерфейси

60Помірний

Як обчислюється оцінка

0/40	Схема API (OpenAPI/GraphQL/proto)
20/20	Сервер MCP
40/40	Придатні до запуску приклади — example, examples, samples

Використані вхідні дані

example_dirs	example, examples, samples
has_mcp_signal	так
api_schema_files	—

Ключові факти

9 510зірок GitHub

99контриб'юторів

1 072комітів за останні 12 місяців

0днів від останнього пушу

100релізів

5бас-фактор

200відкритих issue

npmпакетних екосистем

Попередження щодо збору даних

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Докладніше

Історія зірок і форків 0 ★ / 1 665 ⇿

0Зірки

1 665Форки

100Релізи

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.

Показано лише найновішу історію — цей репозиторій перевищує вікно збору, тож найраніша історія не захоплена.

Мажорні 0Мінорні 0Патчі 100

OpenSSF Scorecard 8.5 / 10

8.5сукупно

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 18:44 UTC

10	Binary-Artifacts	no binaries found in the repo
10	Branch-Protection	branch protection is fully enabled on development and all release branches
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
5	CII-Best-Practices	badge detected: Passing
10	Code-Review	all changesets reviewed
10	Contributors	project has 8 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
10	Pinned-Dependencies	all dependencies are pinned
9	SAST	SAST tool detected but not run on all commits
10	Security-Policy	security policy file detected
н/д	Signed-Releases	no releases found
10	Token-Permissions	GitHub workflow tokens follow principle of least privilege
0	Vulnerabilities	199 existing vulnerabilities detected

Прямі залежності 143

Реєстр	Пакет	Обмеження версії	Маніфест
npm	@docusaurus/core	`^3.9.2`	docusaurus/package.json
npm	@docusaurus/preset-classic	`^3.9.2`	docusaurus/package.json
npm	@mdx-js/react	`^3.1.1`	docusaurus/package.json
npm	clsx	`^2.0.0`	docusaurus/package.json
npm	prism-react-renderer	`^2.3.0`	docusaurus/package.json
npm	react	`^19.2.4`	docusaurus/package.json
npm	react-dom	`^19.2.4`	docusaurus/package.json
npm	unist-util-visit	`^5.1.0`	docusaurus/package.json
PyPI	loguru	`>=0.7.0`	src/amazon-bedrock-agentcore-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-bedrock-agentcore-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/amazon-bedrock-agentcore-mcp-server/pyproject.toml
PyPI	bedrock-agentcore	`>=1.1.0,<2.0.0`	src/amazon-bedrock-agentcore-mcp-server/pyproject.toml
PyPI	playwright	`>=1.40.0`	src/amazon-bedrock-agentcore-mcp-server/pyproject.toml
PyPI	boto3	`>=1.26.0`	src/amazon-kendra-index-mcp-server/pyproject.toml
PyPI	boto3-stubs	`—`	src/amazon-kendra-index-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/amazon-kendra-index-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-kendra-index-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/amazon-kendra-index-mcp-server/pyproject.toml
PyPI	boto3	`>=1.37.27`	src/amazon-keyspaces-mcp-server/pyproject.toml
PyPI	cassandra-driver	`>=3.25.0`	src/amazon-keyspaces-mcp-server/pyproject.toml
PyPI	fastmcp	`>=2.14.0`	src/amazon-keyspaces-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/amazon-keyspaces-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-keyspaces-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/amazon-keyspaces-mcp-server/pyproject.toml
PyPI	python-dotenv	`>=1.0.0`	src/amazon-keyspaces-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-mq-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.0.0`	src/amazon-mq-mcp-server/pyproject.toml
PyPI	boto3	`>=1.37.23`	src/amazon-mq-mcp-server/pyproject.toml
PyPI	botocore	`>=1.38.12`	src/amazon-mq-mcp-server/pyproject.toml
PyPI	pika	`>=1.3.2`	src/amazon-mq-mcp-server/pyproject.toml
PyPI	requests	`>=2.32.5`	src/amazon-mq-mcp-server/pyproject.toml
PyPI	boto3	`>=1.38.11`	src/amazon-neptune-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/amazon-neptune-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-neptune-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/amazon-neptune-mcp-server/pyproject.toml
PyPI	boto3	`>=1.38.45`	src/amazon-qbusiness-anonymous-mcp-server/pyproject.toml
PyPI	boto3-stubs	`>=1.38.46`	src/amazon-qbusiness-anonymous-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/amazon-qbusiness-anonymous-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-qbusiness-anonymous-mcp-server/pyproject.toml
PyPI	mypy-boto3-qbusiness	`>=1.38.45`	src/amazon-qbusiness-anonymous-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/amazon-qbusiness-anonymous-mcp-server/pyproject.toml
PyPI	boto3	`>=1.37.24`	src/amazon-qindex-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/amazon-qindex-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-qindex-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/amazon-qindex-mcp-server/pyproject.toml
PyPI	markdownify	`>=0.13.1`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	protego	`>=0.3.1`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.0.0`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	readabilipy	`>=0.2.0`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	requests	`>=2.32.3`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	boto3	`>=1.38.12`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	pytest	`>=8.3.5`	src/amazon-sns-sqs-mcp-server/pyproject.toml
PyPI	boto3	`>=1.38.12`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.0.0`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	fastmcp	`>=2.13.1`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	defusedxml	`>=0.7.1`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	starlette	`>=0.50.0`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	urllib3	`>=2.6.0`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	authlib	`>=1.6.6`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	filelock	`>=3.20.0`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	python-multipart	`>=0.0.22`	src/amazon-translate-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	boto3	`>=1.38.5`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	botocore	`>=1.38.5`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	psycopg	`>=3.0`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	httpx	`>=0.27.0`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	dsql-lint	`>=0.2.1,<0.3`	src/aurora-dsql-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0`	src/aws-api-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-api-mcp-server/pyproject.toml
PyPI	boto3	`>=1.41.0`	src/aws-api-mcp-server/pyproject.toml
PyPI	botocore	`>=1.41.0`	src/aws-api-mcp-server/pyproject.toml
PyPI	python-json-logger	`>=2.0.7`	src/aws-api-mcp-server/pyproject.toml
PyPI	setuptools	`>=69.0.0`	src/aws-api-mcp-server/pyproject.toml
PyPI	lxml	`>=5.1.0`	src/aws-api-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.3`	src/aws-api-mcp-server/pyproject.toml
PyPI	importlib_resources	`>=6.0.0`	src/aws-api-mcp-server/pyproject.toml
PyPI	requests	`>=2.32.4`	src/aws-api-mcp-server/pyproject.toml
PyPI	python-frontmatter	`>=1.1.0`	src/aws-api-mcp-server/pyproject.toml
PyPI	fastmcp	`>=3.0.1`	src/aws-api-mcp-server/pyproject.toml
PyPI	awscli	`==1.45.55`	src/aws-api-mcp-server/pyproject.toml
PyPI	boto3	`>=1.38.0`	src/aws-appsync-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-appsync-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aws-appsync-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-appsync-mcp-server/pyproject.toml
PyPI	boto3	`>=1.28.0`	src/aws-bedrock-custom-model-import-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.0.0`	src/aws-bedrock-custom-model-import-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-bedrock-custom-model-import-mcp-server/pyproject.toml
PyPI	fastmcp	`>=2.14.0`	src/aws-bedrock-custom-model-import-mcp-server/pyproject.toml
PyPI	thefuzz	`>=0.19.0`	src/aws-bedrock-custom-model-import-mcp-server/pyproject.toml
PyPI	python-Levenshtein	`>=0.21.0`	src/aws-bedrock-custom-model-import-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-dataprocessing-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aws-dataprocessing-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-dataprocessing-mcp-server/pyproject.toml
PyPI	boto3	`>=1.34.0`	src/aws-dataprocessing-mcp-server/pyproject.toml
PyPI	requests	`>=2.31.0`	src/aws-dataprocessing-mcp-server/pyproject.toml
PyPI	pyyaml	`>=6.0.0`	src/aws-dataprocessing-mcp-server/pyproject.toml
PyPI	cachetools	`>=5.3.0`	src/aws-dataprocessing-mcp-server/pyproject.toml
PyPI	markdownify	`>=1.1.0`	src/aws-documentation-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aws-documentation-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-documentation-mcp-server/pyproject.toml
PyPI	httpx	`>=0.27.0`	src/aws-documentation-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-documentation-mcp-server/pyproject.toml
PyPI	beautifulsoup4	`>=4.12.0`	src/aws-documentation-mcp-server/pyproject.toml
PyPI	boto3	`>=1.38.22`	src/aws-for-sap-management-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-for-sap-management-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aws-for-sap-management-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-for-sap-management-mcp-server/pyproject.toml
PyPI	boto3	`>=1.43.36`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	botocore	`>=1.43.36`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	miniwdl	`>=1.12.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	cwltool	`>=3.1.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	coloredlogs	`>=15.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	ruamel-yaml	`>=0.18.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	isodate	`>=0.6.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	nest-asyncio	`>=1.5.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	polars	`>=1.0.0`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	python-multipart	`>=0.0.22`	src/aws-healthomics-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0`	src/aws-iac-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-iac-mcp-server/pyproject.toml
PyPI	cfn-lint	`>=0.83.0`	src/aws-iac-mcp-server/pyproject.toml
PyPI	boto3	`>=1.40.76`	src/aws-iac-mcp-server/pyproject.toml
PyPI	botocore	`>=1.34.0`	src/aws-iac-mcp-server/pyproject.toml
PyPI	pyyaml	`>=6.0.0`	src/aws-iac-mcp-server/pyproject.toml
PyPI	guardpycfn	`>=0.1.0`	src/aws-iac-mcp-server/pyproject.toml
PyPI	fastmcp	`>=2.14.0`	src/aws-iac-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-iac-mcp-server/pyproject.toml
PyPI	boto3	`>=1.34.0`	src/aws-iot-sitewise-mcp-server/pyproject.toml
PyPI	botocore	`>=1.34.0`	src/aws-iot-sitewise-mcp-server/pyproject.toml
PyPI	fastmcp	`>=2.14.0`	src/aws-iot-sitewise-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-iot-sitewise-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aws-iot-sitewise-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-iot-sitewise-mcp-server/pyproject.toml
PyPI	boto3	`>=1.34.0`	src/aws-location-mcp-server/pyproject.toml
PyPI	mcp	`>=1.23.0,<2.0.0`	src/aws-location-mcp-server/pyproject.toml
PyPI	pydantic	`>=2.10.6`	src/aws-location-mcp-server/pyproject.toml
PyPI	loguru	`>=0.7.0`	src/aws-location-mcp-server/pyproject.toml

Усі залежності 2 190

Повний розв'язаний набір залежностей із графа залежностей GitHub: 219 прямих і 1 971 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Реєстр	Пакет	Версія	Зв'язок
npm	@docusaurus/core	`3.9.2`	пряма
npm	@docusaurus/preset-classic	`3.9.2`	пряма
npm	@mdx-js/react	`3.1.1`	пряма
npm	clsx	`2.1.1`	пряма
npm	prism-react-renderer	`2.4.1`	пряма
npm	react	`19.2.4`	пряма
npm	react-dom	`19.2.4`	пряма
npm	unist-util-visit	`5.1.0`	пряма
PyPI	authlib	`1.7.0`	пряма
PyPI	authlib	`1.7.2`	пряма
PyPI	awscli	`1.44.67`	пряма
PyPI	awscli	`1.45.55`	пряма
PyPI	beautifulsoup4	`4.13.4`	пряма
PyPI	beautifulsoup4	`4.13.5`	пряма
PyPI	beautifulsoup4	`4.14.2`	пряма
PyPI	bedrock-agentcore	`1.4.4`	пряма
PyPI	boto3	`—`	пряма
PyPI	boto3	`1.35.49`	пряма
PyPI	boto3	`1.37.35`	пряма
PyPI	boto3	`1.38.11`	пряма
PyPI	boto3	`1.38.12`	пряма
PyPI	boto3	`1.38.13`	пряма
PyPI	boto3	`1.38.17`	пряма
PyPI	boto3	`1.38.19`	пряма
PyPI	boto3	`1.38.21`	пряма
PyPI	boto3	`1.38.22`	пряма
PyPI	boto3	`1.38.24`	пряма
PyPI	boto3	`1.38.29`	пряма
PyPI	boto3	`1.38.3`	пряма
PyPI	boto3	`1.38.31`	пряма
PyPI	boto3	`1.38.38`	пряма
PyPI	boto3	`1.38.39`	пряма
PyPI	boto3	`1.38.44`	пряма
PyPI	boto3	`1.38.45`	пряма
PyPI	boto3	`1.39.14`	пряма
PyPI	boto3	`1.39.4`	пряма
PyPI	boto3	`1.39.6`	пряма
PyPI	boto3	`1.39.8`	пряма
PyPI	boto3	`1.40.10`	пряма
PyPI	boto3	`1.40.24`	пряма
PyPI	boto3	`1.40.74`	пряма
PyPI	boto3	`1.40.76`	пряма
PyPI	boto3	`1.41.1`	пряма
PyPI	boto3	`1.42.11`	пряма
PyPI	boto3	`1.42.13`	пряма
PyPI	boto3	`1.42.17`	пряма
PyPI	boto3	`1.42.41`	пряма
PyPI	boto3	`1.42.62`	пряма
PyPI	boto3	`1.42.65`	пряма
PyPI	boto3	`1.42.72`	пряма
PyPI	boto3	`1.42.79`	пряма
PyPI	boto3	`1.42.82`	пряма
PyPI	boto3	`1.42.83`	пряма
PyPI	boto3	`1.42.89`	пряма
PyPI	boto3	`1.42.92`	пряма
PyPI	boto3	`1.42.94`	пряма
PyPI	boto3	`1.43.18`	пряма
PyPI	boto3	`1.43.31`	пряма
PyPI	boto3	`1.43.32`	пряма
PyPI	boto3	`1.43.35`	пряма
PyPI	boto3	`1.43.36`	пряма
PyPI	boto3	`1.43.37`	пряма
PyPI	boto3	`1.43.6`	пряма
PyPI	boto3-stubs	`1.37.24`	пряма
PyPI	boto3-stubs	`1.38.19`	пряма
PyPI	boto3-stubs	`1.38.29`	пряма
PyPI	boto3-stubs	`1.38.46`	пряма
PyPI	boto3-stubs	`1.43.35`	пряма
PyPI	botocore	`1.35.99`	пряма
PyPI	botocore	`1.37.35`	пряма
PyPI	botocore	`1.38.11`	пряма
PyPI	botocore	`1.38.12`	пряма
PyPI	botocore	`1.38.13`	пряма
PyPI	botocore	`1.38.17`	пряма
PyPI	botocore	`1.38.19`	пряма
PyPI	botocore	`1.38.21`	пряма
PyPI	botocore	`1.38.22`	пряма
PyPI	botocore	`1.38.24`	пряма
PyPI	botocore	`1.38.29`	пряма
PyPI	botocore	`1.38.3`	пряма
PyPI	botocore	`1.38.31`	пряма
PyPI	botocore	`1.38.38`	пряма
PyPI	botocore	`1.38.39`	пряма
PyPI	botocore	`1.38.44`	пряма
PyPI	botocore	`1.38.45`	пряма
PyPI	botocore	`1.39.14`	пряма
PyPI	botocore	`1.39.4`	пряма
PyPI	botocore	`1.39.6`	пряма
PyPI	botocore	`1.39.8`	пряма
PyPI	botocore	`1.40.10`	пряма
PyPI	botocore	`1.40.24`	пряма
PyPI	botocore	`1.40.74`	пряма
PyPI	botocore	`1.40.76`	пряма
PyPI	botocore	`1.41.1`	пряма
PyPI	botocore	`1.42.11`	пряма
PyPI	botocore	`1.42.13`	пряма
PyPI	botocore	`1.42.17`	пряма
PyPI	botocore	`1.42.41`	пряма
PyPI	botocore	`1.42.65`	пряма
PyPI	botocore	`1.42.72`	пряма
PyPI	botocore	`1.42.77`	пряма
PyPI	botocore	`1.42.79`	пряма
PyPI	botocore	`1.42.82`	пряма
PyPI	botocore	`1.42.83`	пряма
PyPI	botocore	`1.42.89`	пряма
PyPI	botocore	`1.42.92`	пряма
PyPI	botocore	`1.42.94`	пряма
PyPI	botocore	`1.43.18`	пряма
PyPI	botocore	`1.43.32`	пряма
PyPI	botocore	`1.43.35`	пряма
PyPI	botocore	`1.43.36`	пряма
PyPI	botocore	`1.43.37`	пряма
PyPI	botocore	`1.43.55`	пряма
PyPI	botocore	`1.43.6`	пряма
PyPI	cachetools	`5.5.2`	пряма
PyPI	cachetools	`6.1.0`	пряма
PyPI	cachetools	`6.2.0`	пряма
PyPI	cachetools	`6.2.1`	пряма
PyPI	cachetools	`6.2.2`	пряма
PyPI	cachetools	`7.0.6`	пряма
PyPI	cachetools	`7.1.1`	пряма
PyPI	cachetools	`7.1.4`	пряма
PyPI	cassandra-driver	`3.29.2`	пряма
PyPI	cfn-lint	`1.40.4`	пряма
PyPI	coloredlogs	`15.0.1`	пряма
PyPI	cwltool	`3.1.20250715140722`	пряма
PyPI	defusedxml	`0.7.1`	пряма
PyPI	dsql-lint	`0.2.6`	пряма
PyPI	fastmcp	`3.4.3`	пряма
PyPI	filelock	`3.20.3`	пряма
PyPI	filelock	`3.25.2`	пряма
PyPI	filelock	`3.28.0`	пряма
PyPI	filelock	`3.29.0`	пряма
PyPI	guardpycfn	`0.1.0`	пряма
PyPI	httpx	`0.28.1`	пряма
PyPI	importlib-resources	`6.5.2`	пряма
PyPI	isodate	`0.7.2`	пряма
PyPI	loguru	`—`	пряма
PyPI	loguru	`0.7.3`	пряма
PyPI	lxml	`5.4.0`	пряма
PyPI	lxml	`6.0.1`	пряма
PyPI	lxml	`6.0.2`	пряма
PyPI	lxml	`6.1.0`	пряма
PyPI	markdownify	`1.1.0`	пряма
PyPI	markdownify	`1.2.0`	пряма
PyPI	mcp	`—`	пряма
PyPI	mcp	`1.23.0`	пряма
PyPI	mcp	`1.23.3`	пряма
PyPI	mcp	`1.24.0`	пряма
PyPI	mcp	`1.25.0`	пряма
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npm	mime-types	`3.0.1`	непряма
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npm	postcss-modules-values	`4.0.0`	непряма
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npm	postcss-place	`10.0.0`	непряма
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npm	postcss-unique-selectors	`6.0.4`	непряма
npm	postcss-value-parser	`4.2.0`	непряма
npm	postcss-zindex	`6.0.2`	непряма
npm	pretty-error	`4.0.0`	непряма
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npm	proxy-addr	`2.0.7`	непряма
npm	punycode	`2.3.1`	непряма
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npm	qs	`6.14.1`	непряма
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npm	raw-body	`2.5.3`	непряма
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npm	react-is	`16.13.1`	непряма
npm	react-json-view-lite	`2.5.0`	непряма
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npm	react-router-dom	`5.3.4`	непряма
npm	readable-stream	`2.3.8`	непряма
npm	readable-stream	`3.6.2`	непряма
npm	readdirp	`3.6.0`	непряма
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npm	recma-jsx	`1.0.1`	непряма
npm	recma-parse	`1.0.0`	непряма
npm	recma-stringify	`1.0.0`	непряма
npm	regenerate	`1.4.2`	непряма
npm	regenerate-unicode-properties	`10.2.2`	непряма
npm	regexpu-core	`6.4.0`	непряма
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npm	registry-url	`6.0.1`	непряма
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npm	regjsparser	`0.13.0`	непряма
npm	rehype-raw	`7.0.0`	непряма
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npm	relateurl	`0.2.7`	непряма
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npm	remark-emoji	`4.0.1`	непряма
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npm	renderkid	`3.0.0`	непряма
npm	repeat-string	`1.6.1`	непряма
npm	require-from-string	`2.0.2`	непряма
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npm	resolve	`1.22.10`	непряма
npm	resolve-alpn	`1.2.1`	непряма
npm	resolve-from	`4.0.0`	непряма
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npm	run-applescript	`7.1.0`	непряма
npm	run-parallel	`1.2.0`	непряма
npm	safe-buffer	`5.1.2`	непряма
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npm	safer-buffer	`2.1.2`	непряма
npm	sax	`1.4.1`	непряма
npm	scheduler	`0.27.0`	непряма
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npm	schema-utils	`3.3.0`	непряма
npm	schema-utils	`4.3.3`	непряма
npm	search-insights	`2.17.3`	непряма
npm	section-matter	`1.0.0`	непряма
npm	select-hose	`2.0.0`	непряма
npm	selfsigned	`2.4.1`	непряма
npm	semver	`6.3.1`	непряма
npm	semver	`7.7.2`	непряма
npm	semver-diff	`4.0.0`	непряма
npm	send	`0.19.0`	непряма
npm	serialize-javascript	`6.0.2`	непряма
npm	serve-handler	`6.1.6`	непряма
npm	serve-index	`1.9.1`	непряма
npm	serve-static	`1.16.2`	непряма
npm	set-function-length	`1.2.2`	непряма
npm	setprototypeof	`1.1.0`	непряма
npm	setprototypeof	`1.2.0`	непряма
npm	shallow-clone	`3.0.1`	непряма
npm	shallowequal	`1.1.0`	непряма
npm	shebang-command	`2.0.0`	непряма
npm	shebang-regex	`3.0.0`	непряма
npm	shell-quote	`1.8.4`	непряма
npm	side-channel	`1.1.0`	непряма
npm	side-channel-list	`1.0.0`	непряма
npm	side-channel-map	`1.0.1`	непряма
npm	side-channel-weakmap	`1.0.2`	непряма
npm	signal-exit	`3.0.7`	непряма
npm	sirv	`2.0.4`	непряма
npm	sisteransi	`1.0.5`	непряма
npm	sitemap	`7.1.2`	непряма
npm	skin-tone	`2.0.0`	непряма
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npm	snake-case	`3.0.4`	непряма
npm	sockjs	`0.3.24`	непряма
npm	sort-css-media-queries	`2.2.0`	непряма
npm	source-map	`0.6.1`	непряма
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npm	source-map-support	`0.5.21`	непряма
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npm	strip-ansi	`6.0.1`	непряма
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npm	style-to-js	`1.1.17`	непряма
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npm	stylehacks	`6.1.1`	непряма
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npm	supports-preserve-symlinks-flag	`1.0.0`	непряма
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npm	svgo	`3.3.2`	непряма
npm	swr	`2.3.6`	непряма
npm	tapable	`2.3.0`	непряма
npm	terser	`5.44.0`	непряма
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npm	thingies	`2.5.0`	непряма
npm	throttleit	`2.1.0`	непряма
npm	thunky	`1.1.0`	непряма
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npm	tiny-warning	`1.0.3`	непряма
npm	tinypool	`1.1.1`	непряма
npm	to-regex-range	`5.0.1`	непряма
npm	toidentifier	`1.0.1`	непряма
npm	totalist	`3.0.1`	непряма
npm	tree-dump	`1.1.0`	непряма
npm	trim-lines	`3.0.1`	непряма
npm	trough	`2.2.0`	непряма
npm	tslib	`2.8.1`	непряма
npm	type-fest	`0.21.3`	непряма
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npm	type-fest	`2.19.0`	непряма
npm	type-is	`1.6.18`	непряма
npm	typedarray-to-buffer	`3.1.5`	непряма
npm	typescript	`5.9.3`	непряма
npm	undici-types	`7.14.0`	непряма
npm	unicode-canonical-property-names-ecmascript	`2.0.1`	непряма
npm	unicode-emoji-modifier-base	`1.0.0`	непряма
npm	unicode-match-property-ecmascript	`2.0.0`	непряма
npm	unicode-match-property-value-ecmascript	`2.2.1`	непряма
npm	unicode-property-aliases-ecmascript	`2.2.0`	непряма
npm	unified	`11.0.5`	непряма
npm	unique-string	`3.0.0`	непряма
npm	unist-util-is	`6.0.0`	непряма
npm	unist-util-position	`5.0.0`	непряма
npm	unist-util-position-from-estree	`2.0.0`	непряма
npm	unist-util-stringify-position	`4.0.0`	непряма
npm	unist-util-visit-parents	`6.0.1`	непряма
npm	universalify	`2.0.1`	непряма
npm	unpipe	`1.0.0`	непряма
npm	update-browserslist-db	`1.1.3`	непряма
npm	update-notifier	`6.0.2`	непряма
npm	uri-js	`4.4.1`	непряма
npm	url-loader	`4.1.1`	непряма
npm	use-sync-external-store	`1.6.0`	непряма
npm	util-deprecate	`1.0.2`	непряма
npm	utila	`0.4.0`	непряма
npm	utility-types	`3.11.0`	непряма
npm	utils-merge	`1.0.1`	непряма
npm	uuid	`8.3.2`	непряма
npm	value-equal	`1.0.1`	непряма
npm	vary	`1.1.2`	непряма
npm	vfile	`6.0.3`	непряма
npm	vfile-location	`5.0.3`	непряма
npm	vfile-message	`4.0.3`	непряма
npm	watchpack	`2.4.4`	непряма
npm	wbuf	`1.7.3`	непряма
npm	web-namespaces	`2.0.1`	непряма
npm	webpack	`5.102.0`	непряма
npm	webpack-bundle-analyzer	`4.10.2`	непряма
npm	webpack-dev-middleware	`7.4.5`	непряма
npm	webpack-dev-server	`5.2.2`	непряма
npm	webpack-merge	`5.10.0`	непряма
npm	webpack-merge	`6.0.1`	непряма
npm	webpack-sources	`3.3.3`	непряма
npm	webpackbar	`6.0.1`	непряма
npm	websocket-driver	`0.7.4`	непряма
npm	websocket-extensions	`0.1.4`	непряма
npm	which	`2.0.2`	непряма
npm	widest-line	`4.0.1`	непряма
npm	wildcard	`2.0.1`	непряма
npm	wrap-ansi	`7.0.0`	непряма
npm	wrap-ansi	`8.1.0`	непряма
npm	write-file-atomic	`3.0.3`	непряма
npm	ws	`7.5.10`	непряма
npm	ws	`8.18.3`	непряма
npm	wsl-utils	`0.1.0`	непряма
npm	xdg-basedir	`5.1.0`	непряма
npm	xml-js	`1.6.11`	непряма
npm	yallist	`3.1.1`	непряма
npm	yocto-queue	`1.2.1`	непряма
npm	zod	`4.1.12`	непряма
npm	zwitch	`2.0.4`	непряма
PyPI	aiodns	`3.5.0`	непряма
PyPI	aiofile	`3.11.1`	непряма
PyPI	aiofile	`3.9.0`	непряма
PyPI	aiohappyeyeballs	`2.6.1`	непряма
PyPI	aiohttp	`3.13.3`	непряма
PyPI	aiomultiprocess	`0.9.1`	непряма
PyPI	aiorwlock	`1.5.0`	непряма
PyPI	aiorwlock	`1.5.1`	непряма
PyPI	aiosignal	`1.4.0`	непряма
PyPI	altair	`5.5.0`	непряма
PyPI	annotated-doc	`0.0.4`	непряма
PyPI	annotated-types	`0.7.0`	непряма
PyPI	anyio	`4.10.0`	непряма
PyPI	anyio	`4.11.0`	непряма
PyPI	anyio	`4.12.0`	непряма
PyPI	anyio	`4.13.0`	непряма
PyPI	anyio	`4.14.1`	непряма
PyPI	anyio	`4.9.0`	непряма
PyPI	argcomplete	`3.5.3`	непряма
PyPI	argcomplete	`3.6.2`	непряма
PyPI	argcomplete	`3.6.3`	непряма
PyPI	asteval	`1.0.6`	непряма
PyPI	async-timeout	`5.0.1`	непряма
PyPI	asyncmy	`0.2.11`	непряма
PyPI	attrs	`25.3.0`	непряма
PyPI	attrs	`25.4.0`	непряма
PyPI	attrs	`26.1.0`	непряма
PyPI	aws-sam-translator	`1.101.0`	непряма
PyPI	awscrt	`0.28.4`	непряма
PyPI	awscrt	`0.31.2`	непряма
PyPI	awscrt	`0.36.0`	непряма
PyPI	awslabs-amazon-bedrock-agentcore-mcp-server	`0.1.2`	непряма
PyPI	awslabs-amazon-kendra-index-mcp-server	`1.0.19`	непряма
PyPI	awslabs-amazon-keyspaces-mcp-server	`0.0.16`	непряма
PyPI	awslabs-amazon-mq-mcp-server	`2.0.23`	непряма
PyPI	awslabs-amazon-neptune-mcp-server	`1.0.19`	непряма
PyPI	awslabs-amazon-qbusiness-anonymous-mcp-server	`0.0.18`	непряма
PyPI	awslabs-amazon-qindex-mcp-server	`0.0.12`	непряма
PyPI	awslabs-amazon-sns-sqs-mcp-server	`2.0.21`	непряма
PyPI	awslabs-amazon-translate-mcp-server	`1.0.3`	непряма
PyPI	awslabs-aurora-dsql-mcp-server	`1.0.37`	непряма
PyPI	awslabs-aws-api-mcp-server	`1.3.24`	непряма
PyPI	awslabs-aws-api-mcp-server	`1.4.1`	непряма
PyPI	awslabs-aws-appsync-mcp-server	`0.1.15`	непряма
PyPI	awslabs-aws-bedrock-custom-model-import-mcp-server	`0.0.19`	непряма
PyPI	awslabs-aws-dataprocessing-mcp-server	`0.1.33`	непряма
PyPI	awslabs-aws-documentation-mcp-server	`1.1.28`	непряма
PyPI	awslabs-aws-for-sap-management-mcp-server	`0.0.4`	непряма
PyPI	awslabs-aws-healthomics-mcp-server	`0.0.42`	непряма
PyPI	awslabs-aws-iac-mcp-server	`1.0.21`	непряма
PyPI	awslabs-aws-iot-sitewise-mcp-server	`11.0.19`	непряма
PyPI	awslabs-aws-location-mcp-server	`2.0.19`	непряма
PyPI	awslabs-aws-network-mcp-server	`0.0.13`	непряма
PyPI	awslabs-aws-pricing-mcp-server	`1.0.32`	непряма
PyPI	awslabs-aws-serverless-mcp-server	`0.1.20`	непряма
PyPI	awslabs-aws-support-mcp-server	`0.1.21`	непряма
PyPI	awslabs-aws-transform-mcp-server	`0.1.8`	непряма
PyPI	awslabs-bedrock-kb-retrieval-mcp-server	`1.0.23`	непряма
PyPI	awslabs-billing-cost-management-mcp-server	`0.0.29`	непряма
PyPI	awslabs-ccapi-mcp-server	`1.0.23`	непряма
PyPI	awslabs-cloudtrail-mcp-server	`0.0.16`	непряма
PyPI	awslabs-cloudwatch-applicationsignals-mcp-server	`0.1.38`	непряма
PyPI	awslabs-cloudwatch-mcp-server	`0.1.6`	непряма
PyPI	awslabs-document-loader-mcp-server	`1.0.17`	непряма
PyPI	awslabs-documentdb-mcp-server	`1.0.13`	непряма
PyPI	awslabs-dynamodb-mcp-server	`2.1.4`	непряма
PyPI	awslabs-ecs-mcp-server	`0.1.30`	непряма
PyPI	awslabs-eks-mcp-server	`0.1.35`	непряма
PyPI	awslabs-elasticache-mcp-server	`0.1.21`	непряма
PyPI	awslabs-finch-mcp-server	`0.1.16`	непряма
PyPI	awslabs-healthimaging-mcp-server	`0.0.8`	непряма
PyPI	awslabs-healthlake-mcp-server	`0.0.16`	непряма
PyPI	awslabs-iam-mcp-server	`1.0.23`	непряма
PyPI	awslabs-lambda-tool-mcp-server	`2.0.20`	непряма
PyPI	awslabs-memcached-mcp-server	`1.0.19`	непряма
PyPI	awslabs-mssql-mcp-server	`0.1.3`	непряма
PyPI	awslabs-mysql-mcp-server	`1.0.24`	непряма
PyPI	awslabs-mysql-mcp-server	`1.0.9`	непряма
PyPI	awslabs-openapi-mcp-server	`1.1.2`	непряма
PyPI	awslabs-oracle-mcp-server	`0.1.3`	непряма
PyPI	awslabs-postgres-mcp-server	`1.1.9`	непряма
PyPI	awslabs-prometheus-mcp-server	`0.2.18`	непряма
PyPI	awslabs-redshift-mcp-server	`0.0.31`	непряма
PyPI	awslabs-roda-mcp-server	`0.1.3`	непряма
PyPI	awslabs-s3-tables-mcp-server	`0.0.25`	непряма
PyPI	awslabs-sagemaker-ai-mcp-server	`1.0.10`	непряма
PyPI	awslabs-security-agent-mcp-server	`0.1.3`	непряма
PyPI	awslabs-stepfunctions-tool-mcp-server	`0.1.25`	непряма
PyPI	awslabs-timestream-for-influxdb-mcp-server	`0.0.19`	непряма
PyPI	awslabs-valkey-mcp-server	`1.0.20`	непряма
PyPI	awslabs-well-architected-security-mcp-server	`0.1.8`	непряма
PyPI	backports-asyncio-runner	`1.2.0`	непряма
PyPI	backports-tarfile	`1.2.0`	непряма
PyPI	bandit	`1.8.5`	непряма
PyPI	bandit	`1.8.6`	непряма
PyPI	bandit	`1.9.4`	непряма
PyPI	bc-detect-secrets	`1.5.45`	непряма
PyPI	bc-jsonpath-ng	`1.6.1`	непряма
PyPI	bc-python-hcl2	`0.4.3`	непряма
PyPI	bcrypt	`4.3.0`	непряма
PyPI	beartype	`0.21.0`	непряма
PyPI	beartype	`0.22.5`	непряма
PyPI	beartype	`0.22.6`	непряма
PyPI	beartype	`0.22.9`	непряма
PyPI	black	`25.1.0`	непряма
PyPI	bleach	`6.2.0`	непряма
PyPI	blinker	`1.9.0`	непряма
PyPI	boltons	`21.0.0`	непряма
PyPI	boltons	`25.0.0`	непряма
PyPI	boolean-py	`5.0`	непряма
PyPI	botocore-stubs	`1.37.24`	непряма
PyPI	botocore-stubs	`1.38.19`	непряма
PyPI	botocore-stubs	`1.38.28`	непряма
PyPI	botocore-stubs	`1.38.30`	непряма
PyPI	botocore-stubs	`1.38.46`	непряма
PyPI	bracex	`2.6`	непряма
PyPI	bs4	`0.0.2`	непряма
PyPI	bullet	`2.2.0`	непряма
PyPI	cachecontrol	`0.14.3`	непряма
PyPI	cached-property	`2.0.1`	непряма
PyPI	caio	`0.9.25`	непряма
PyPI	certifi	`2025.1.31`	непряма
PyPI	certifi	`2025.10.5`	непряма
PyPI	certifi	`2025.11.12`	непряма
PyPI	certifi	`2025.4.26`	непряма
PyPI	certifi	`2025.6.15`	непряма
PyPI	certifi	`2025.7.14`	непряма
PyPI	certifi	`2025.7.9`	непряма
PyPI	certifi	`2025.8.3`	непряма
PyPI	certifi	`2026.2.25`	непряма
PyPI	certifi	`2026.4.22`	непряма
PyPI	certifi	`2026.6.17`	непряма
PyPI	cffi	`1.17.1`	непряма
PyPI	cffi	`2.0.0`	непряма
PyPI	cfgv	`3.4.0`	непряма
PyPI	cfgv	`3.5.0`	непряма
PyPI	chardet	`5.2.0`	непряма
PyPI	charset-normalizer	`3.4.1`	непряма
PyPI	charset-normalizer	`3.4.2`	непряма
PyPI	charset-normalizer	`3.4.3`	непряма
PyPI	charset-normalizer	`3.4.4`	непряма
PyPI	charset-normalizer	`3.4.7`	непряма
PyPI	checkov	`3.2.495`	непряма
PyPI	click	`8.1.8`	непряма
PyPI	click	`8.2.0`	непряма
PyPI	click	`8.2.1`	непряма
PyPI	click	`8.3.0`	непряма
PyPI	click	`8.3.1`	непряма
PyPI	click	`8.3.2`	непряма
PyPI	click	`8.3.3`	непряма
PyPI	click	`8.4.2`	непряма
PyPI	click-option-group	`0.5.7`	непряма
PyPI	cloudsplaining	`0.7.0`	непряма
PyPI	cobble	`0.1.4`	непряма
PyPI	colorama	`0.4.6`	непряма
PyPI	commitizen	`4.10.0`	непряма
PyPI	commitizen	`4.13.10`	непряма
PyPI	commitizen	`4.13.9`	непряма
PyPI	commitizen	`4.15.1`	непряма
PyPI	commitizen	`4.16.0`	непряма
PyPI	commitizen	`4.4.1`	непряма
PyPI	commitizen	`4.6.0`	непряма
PyPI	commitizen	`4.6.1`	непряма
PyPI	commitizen	`4.6.3`	непряма
PyPI	commitizen	`4.7.0`	непряма
PyPI	commitizen	`4.7.1`	непряма
PyPI	commitizen	`4.8.2`	непряма
PyPI	commitizen	`4.8.3`	непряма
PyPI	commitizen	`4.9.1`	непряма
PyPI	conda-package-streaming	`0.12.0`	непряма
PyPI	configargparse	`1.7.1`	непряма
PyPI	contextlib2	`21.6.0`	непряма
PyPI	coverage	`7.10.1`	непряма
PyPI	coverage	`7.10.3`	непряма
PyPI	coverage	`7.10.6`	непряма
PyPI	coverage	`7.10.7`	непряма
PyPI	coverage	`7.11.0`	непряма
PyPI	coverage	`7.11.3`	непряма
PyPI	coverage	`7.12.0`	непряма
PyPI	coverage	`7.13.0`	непряма
PyPI	coverage	`7.13.5`	непряма
PyPI	coverage	`7.14.0`	непряма
PyPI	coverage	`7.14.3`	непряма
PyPI	coverage	`7.8.0`	непряма
PyPI	coverage	`7.8.1`	непряма
PyPI	coverage	`7.8.2`	непряма
PyPI	coverage	`7.9.0`	непряма
PyPI	coverage	`7.9.1`	непряма
PyPI	coverage	`7.9.2`	непряма
PyPI	cryptography	`45.0.2`	непряма
PyPI	cryptography	`45.0.4`	непряма
PyPI	cryptography	`45.0.5`	непряма
PyPI	cryptography	`45.0.6`	непряма
PyPI	cryptography	`45.0.7`	непряма
PyPI	cryptography	`46.0.0`	непряма
PyPI	cryptography	`46.0.1`	непряма
PyPI	cryptography	`46.0.2`	непряма
PyPI	cryptography	`46.0.3`	непряма
PyPI	cryptography	`46.0.4`	непряма
PyPI	cryptography	`46.0.5`	непряма
PyPI	cryptography	`46.0.7`	непряма
PyPI	cryptography	`47.0.0`	непряма
PyPI	cryptography	`48.0.0`	непряма
PyPI	cryptography	`49.0.0`	непряма
PyPI	cwl-upgrader	`1.2.12`	непряма
PyPI	cwl-utils	`0.39`	непряма
PyPI	cyclonedx-python-lib	`7.6.2`	непряма
PyPI	cyclopts	`4.11.0`	непряма
PyPI	cyclopts	`4.11.2`	непряма
PyPI	cyclopts	`4.2.4`	непряма
PyPI	cyclopts	`4.2.5`	непряма
PyPI	cyclopts	`4.20.0`	непряма
PyPI	cyclopts	`4.8.0`	непряма
PyPI	daft	`0.7.1`	непряма
PyPI	dataclasses-json	`0.6.7`	непряма
PyPI	decli	`0.6.2`	непряма
PyPI	decli	`0.6.3`	непряма
PyPI	decorator	`5.2.1`	непряма
PyPI	deprecated	`1.2.18`	непряма
PyPI	deprecated	`1.3.1`	непряма
PyPI	detect-secrets	`1.5.0`	непряма
PyPI	distlib	`0.3.9`	непряма
PyPI	distlib	`0.4.0`	непряма
PyPI	distro	`1.9.0`	непряма
PyPI	dnspython	`2.7.0`	непряма
PyPI	dnspython	`2.8.0`	непряма
PyPI	docker	`7.1.0`	непряма
PyPI	dockerfile-parse	`2.0.1`	непряма
PyPI	docstring-parser	`0.17.0`	непряма
PyPI	docstring-parser	`0.18.0`	непряма
PyPI	docutils	`0.19`	непряма
PyPI	docutils	`0.22`	непряма
PyPI	docutils	`0.22.1`	непряма
PyPI	docutils	`0.22.2`	непряма
PyPI	docutils	`0.22.3`	непряма
PyPI	docutils	`0.22.4`	непряма
PyPI	dpath	`2.1.3`	непряма
PyPI	durationpy	`0.10`	непряма
PyPI	email-validator	`2.2.0`	непряма
PyPI	email-validator	`2.3.0`	непряма
PyPI	et-xmlfile	`2.0.0`	непряма
PyPI	exceptiongroup	`1.2.2`	непряма
PyPI	exceptiongroup	`1.3.0`	непряма
PyPI	exceptiongroup	`1.3.1`	непряма
PyPI	face	`24.0.0`	непряма
PyPI	fastapi	`0.127.1`	непряма
PyPI	fastapi-cli	`0.0.20`	непряма
PyPI	fastapi-cloud-cli	`0.8.0`	непряма
PyPI	fastar	`0.8.0`	непряма
PyPI	fastmcp-slim	`3.4.3`	непряма
PyPI	flake8	`7.2.0`	непряма
PyPI	flatbuffers	`25.2.10`	непряма
PyPI	frozenlist	`1.5.0`	непряма
PyPI	frozenlist	`1.7.0`	непряма
PyPI	fsspec	`2025.5.1`	непряма
PyPI	galaxy-tool-util	`25.0.2`	непряма
PyPI	galaxy-tool-util-models	`25.0.2`	непряма
PyPI	galaxy-util	`25.0.2`	непряма
PyPI	geomet	`0.2.1.post1`	непряма
PyPI	gevent	`25.5.1`	непряма
PyPI	gitdb	`4.0.12`	непряма
PyPI	gitignorefile	`1.1.2`	непряма
PyPI	gitpython	`3.1.44`	непряма
PyPI	gitpython	`3.1.45`	непряма
PyPI	glom	`22.1.0`	непряма
PyPI	google-auth	`2.41.1`	непряма
PyPI	googleapis-common-protos	`1.70.0`	непряма
PyPI	greenlet	`3.1.1`	непряма
PyPI	greenlet	`3.2.2`	непряма
PyPI	greenlet	`3.3.2`	непряма
PyPI	griffelib	`2.0.2`	непряма
PyPI	griffelib	`2.1.0`	непряма
PyPI	h11	`0.16.0`	непряма
PyPI	h2	`4.3.0`	непряма
PyPI	hatchling	`—`	непряма
PyPI	hpack	`4.2.0`	непряма
PyPI	html5lib	`1.1`	непряма
PyPI	httpcore	`1.0.9`	непряма
PyPI	httptools	`0.6.4`	непряма
PyPI	httpx-sse	`0.4.0`	непряма
PyPI	httpx-sse	`0.4.1`	непряма
PyPI	httpx-sse	`0.4.3`	непряма
PyPI	humanfriendly	`10.0`	непряма
PyPI	hyperframe	`6.1.0`	непряма
PyPI	hypothesis	`6.150.1`	непряма
PyPI	hypothesis	`6.151.10`	непряма
PyPI	identify	`2.6.10`	непряма
PyPI	identify	`2.6.12`	непряма
PyPI	identify	`2.6.13`	непряма
PyPI	identify	`2.6.14`	непряма
PyPI	identify	`2.6.15`	непряма
PyPI	identify	`2.6.18`	непряма
PyPI	identify	`2.6.19`	непряма
PyPI	identify	`2.6.9`	непряма
PyPI	idna	`3.10`	непряма
PyPI	idna	`3.11`	непряма
PyPI	idna	`3.14`	непряма
PyPI	idna	`3.16`	непряма
PyPI	idna	`3.17`	непряма
PyPI	idna	`3.18`	непряма
PyPI	importlib-metadata	`7.1.0`	непряма
PyPI	importlib-metadata	`7.2.1`	непряма
PyPI	importlib-metadata	`8.7.0`	непряма
PyPI	importlib-metadata	`8.7.1`	непряма
PyPI	importlib-metadata	`9.0.0`	непряма
PyPI	influxdb-client	`1.49.0`	непряма
PyPI	iniconfig	`2.1.0`	непряма
PyPI	iniconfig	`2.3.0`	непряма
PyPI	isort	`6.0.1`	непряма
PyPI	jaraco-classes	`3.4.0`	непряма
PyPI	jaraco-context	`6.1.0`	непряма
PyPI	jaraco-context	`6.1.1`	непряма
PyPI	jaraco-context	`6.1.2`	непряма
PyPI	jaraco-functools	`4.3.0`	непряма
PyPI	jaraco-functools	`4.4.0`	непряма
PyPI	jaraco-functools	`4.5.0`	непряма
PyPI	jeepney	`0.9.0`	непряма
PyPI	jinja2	`3.1.6`	непряма
PyPI	jiter	`0.12.0`	непряма
PyPI	jmespath	`1.0.1`	непряма
PyPI	jmespath	`1.1.0`	непряма
PyPI	joserfc	`1.6.4`	непряма
PyPI	joserfc	`1.6.5`	непряма
PyPI	joserfc	`1.6.8`	непряма
PyPI	joserfc	`1.7.2`	непряма
PyPI	jsonpatch	`1.33`	непряма
PyPI	jsonpointer	`3.0.0`	непряма
PyPI	jsonref	`1.1.0`	непряма
PyPI	jsonschema	`4.23.0`	непряма
PyPI	jsonschema	`4.24.0`	непряма
PyPI	jsonschema	`4.25.0`	непряма
PyPI	jsonschema	`4.25.1`	непряма
PyPI	jsonschema	`4.26.0`	непряма
PyPI	jsonschema-path	`0.3.4`	непряма
PyPI	jsonschema-path	`0.4.5`	непряма
PyPI	jsonschema-path	`0.4.6`	непряма
PyPI	jsonschema-path	`0.5.0`	непряма
PyPI	jsonschema-specifications	`2024.10.1`	непряма
PyPI	jsonschema-specifications	`2025.4.1`	непряма
PyPI	jsonschema-specifications	`2025.9.1`	непряма
PyPI	junit-xml	`1.9`	непряма
PyPI	keyring	`25.6.0`	непряма
PyPI	keyring	`25.7.0`	непряма
PyPI	kubernetes	`33.1.0`	непряма
PyPI	langchain	`0.3.27`	непряма
PyPI	langchain-aws	`0.2.23`	непряма
PyPI	langchain-community	`0.3.31`	непряма
PyPI	langchain-core	`0.3.81`	непряма
PyPI	langchain-core	`1.2.5`	непряма
PyPI	langchain-mcp-adapters	`0.1.0`	непряма
PyPI	langchain-mcp-adapters	`0.2.1`	непряма
PyPI	langchain-text-splitters	`0.3.11`	непряма
PyPI	langdetect	`1.0.9`	непряма
PyPI	langsmith	`0.5.1`	непряма
PyPI	lark	`1.2.2`	непряма
PyPI	lazy-object-proxy	`1.11.0`	непряма
PyPI	levenshtein	`0.27.1`	непряма
PyPI	license-expression	`30.4.4`	непряма
PyPI	magika	`0.6.2`	непряма
PyPI	mammoth	`1.11.0`	непряма
PyPI	markdown	`3.8.2`	непряма
PyPI	markdown-it-py	`3.0.0`	непряма
PyPI	markdown-it-py	`4.0.0`	непряма
PyPI	markdown-it-py	`4.2.0`	непряма
PyPI	markitdown	`0.1.3`	непряма
PyPI	markupsafe	`3.0.2`	непряма
PyPI	markupsafe	`3.0.3`	непряма
PyPI	marshmallow	`3.26.2`	непряма
PyPI	mccabe	`0.7.0`	непряма
PyPI	mcp-proxy-for-aws	`1.1.4`	непряма
PyPI	mdurl	`0.1.2`	непряма
PyPI	mistune	`3.0.2`	непряма
PyPI	mmh3	`5.1.0`	непряма
PyPI	more-itertools	`10.7.0`	непряма
PyPI	more-itertools	`10.8.0`	непряма
PyPI	more-itertools	`11.0.2`	непряма
PyPI	more-itertools	`11.1.0`	непряма
PyPI	moto	`5.1.17`	непряма
PyPI	moto	`5.1.22`	непряма
PyPI	moto	`5.1.4`	непряма
PyPI	moto	`5.1.6`	непряма
PyPI	mpmath	`1.3.0`	непряма
PyPI	msgpack	`1.1.1`	непряма
PyPI	multidict	`6.6.3`	непряма
PyPI	multidict	`6.7.0`	непряма
PyPI	mypy	`1.15.0`	непряма
PyPI	mypy-boto3-application-signals	`1.43.35`	непряма
PyPI	mypy-boto3-bedrock-agent	`1.37.20`	непряма
PyPI	mypy-boto3-bedrock-agent-runtime	`1.37.22`	непряма
PyPI	mypy-boto3-cloudwatch	`1.43.26`	непряма
PyPI	mypy-boto3-kendra	`1.38.0`	непряма
PyPI	mypy-boto3-logs	`1.43.35`	непряма
PyPI	mypy-boto3-xray	`1.43.0`	непряма
PyPI	mypy-extensions	`1.0.0`	непряма
PyPI	mypy-extensions	`1.1.0`	непряма
PyPI	narwhals	`1.33.0`	непряма
PyPI	narwhals	`1.35.0`	непряма
PyPI	networkx	`2.6.3`	непряма
PyPI	networkx	`3.4.2`	непряма
PyPI	networkx	`3.5`	непряма
PyPI	nodeenv	`1.10.0`	непряма
PyPI	nodeenv	`1.9.1`	непряма
PyPI	numpy	`2.2.4`	непряма
PyPI	numpy	`2.2.6`	непряма
PyPI	numpy	`2.3.2`	непряма
PyPI	numpy	`2.3.3`	непряма
PyPI	oauthlib	`3.3.1`	непряма
PyPI	onnxruntime	`1.20.1`	непряма
PyPI	openai	`2.13.0`	непряма
PyPI	openapi-pydantic	`0.5.1`	непряма
PyPI	openapi-schema-validator	`0.6.3`	непряма
PyPI	openapi-spec-validator	`0.7.2`	непряма
PyPI	openpyxl	`3.1.5`	непряма
PyPI	opentelemetry-api	`1.25.0`	непряма
PyPI	opentelemetry-api	`1.38.0`	непряма
PyPI	opentelemetry-api	`1.39.1`	непряма
PyPI	opentelemetry-api	`1.41.1`	непряма
PyPI	opentelemetry-api	`1.43.0`	непряма
PyPI	opentelemetry-exporter-otlp-proto-common	`1.25.0`	непряма
PyPI	opentelemetry-exporter-otlp-proto-http	`1.25.0`	непряма
PyPI	opentelemetry-instrumentation	`0.46b0`	непряма
PyPI	opentelemetry-instrumentation-requests	`0.46b0`	непряма
PyPI	opentelemetry-proto	`1.25.0`	непряма
PyPI	opentelemetry-sdk	`1.25.0`	непряма
PyPI	opentelemetry-semantic-conventions	`0.46b0`	непряма
PyPI	opentelemetry-util-http	`0.46b0`	непряма
PyPI	oracledb	`3.4.2`	непряма
PyPI	orjson	`3.11.5`	непряма
PyPI	packageurl-python	`0.13.4`	непряма
PyPI	packaging	`23.2`	непряма
PyPI	packaging	`24.2`	непряма
PyPI	packaging	`25.0`	непряма
PyPI	packaging	`26.0`	непряма
PyPI	packaging	`26.1`	непряма
PyPI	packaging	`26.2`	непряма
PyPI	pandas	`2.2.3`	непряма
PyPI	pandas	`2.3.2`	непряма
PyPI	pastel	`0.2.1`	непряма
PyPI	pathable	`0.4.4`	непряма
PyPI	pathable	`0.5.0`	непряма
PyPI	pathable	`0.6.0`	непряма
PyPI	pathspec	`0.12.1`	непряма
PyPI	patsy	`1.0.1`	непряма
PyPI	pbr	`6.1.1`	непряма
PyPI	pdf2image	`1.17.0`	непряма
PyPI	pdfminer-six	`20251230`	непряма
PyPI	pdfplumber	`0.11.9`	непряма
PyPI	peewee	`3.18.1`	непряма
PyPI	pillow	`12.1.1`	непряма
PyPI	platformdirs	`4.10.0`	непряма
PyPI	platformdirs	`4.3.7`	непряма
PyPI	platformdirs	`4.3.8`	непряма
PyPI	platformdirs	`4.4.0`	непряма
PyPI	platformdirs	`4.5.0`	непряма
PyPI	platformdirs	`4.5.1`	непряма
PyPI	platformdirs	`4.9.4`	непряма
PyPI	platformdirs	`4.9.6`	непряма
PyPI	pluggy	`1.5.0`	непряма
PyPI	pluggy	`1.6.0`	непряма
PyPI	ply	`3.11`	непряма
PyPI	poethepoet	`0.37.0`	непряма
PyPI	polars-runtime-32	`1.37.0`	непряма
PyPI	policy-sentry	`0.13.2`	непряма
PyPI	prance	`25.4.8.0`	непряма
PyPI	pre-commit	`4.2.0`	непряма
PyPI	pre-commit	`4.3.0`	непряма
PyPI	pre-commit	`4.4.0`	непряма
PyPI	pre-commit	`4.5.1`	непряма
PyPI	pre-commit	`4.6.0`	непряма
PyPI	prettytable	`3.16.0`	непряма
PyPI	prometheus-client	`0.23.1`	непряма
PyPI	prompt-toolkit	`3.0.50`	непряма
PyPI	prompt-toolkit	`3.0.51`	непряма
PyPI	prompt-toolkit	`3.0.52`	непряма
PyPI	propcache	`0.3.1`	непряма
PyPI	propcache	`0.3.2`	непряма
PyPI	protobuf	`4.25.8`	непряма
PyPI	protobuf	`6.33.5`	непряма
PyPI	protobuf	`7.34.1`	непряма
PyPI	prov	`1.5.1`	непряма
PyPI	psutil	`7.0.0`	непряма
PyPI	psutil	`7.2.2`	непряма
PyPI	psycopg-binary	`3.2.12`	непряма
PyPI	psycopg-binary	`3.2.7`	непряма
PyPI	psycopg-pool	`3.2.7`	непряма
PyPI	py-key-value-aio	`0.4.4`	непряма
PyPI	py-key-value-aio	`0.4.5`	непряма
PyPI	py-serializable	`1.1.2`	непряма
PyPI	pyarrow	`19.0.1`	непряма
PyPI	pyarrow	`22.0.0`	непряма
PyPI	pyasn1	`0.6.2`	непряма
PyPI	pyasn1	`0.6.3`	непряма
PyPI	pyasn1	`0.6.4`	непряма
PyPI	pyasn1-modules	`0.4.2`	непряма
PyPI	pycares	`4.9.0`	непряма
PyPI	pycep-parser	`0.5.1`	непряма
PyPI	pycodestyle	`2.13.0`	непряма
PyPI	pycparser	`2.22`	непряма
PyPI	pycparser	`2.23`	непряма
PyPI	pycparser	`3.0`	непряма
PyPI	pydantic-core	`2.33.0`	непряма
PyPI	pydantic-core	`2.33.1`	непряма
PyPI	pydantic-core	`2.33.2`	непряма
PyPI	pydantic-core	`2.41.4`	непряма
PyPI	pydantic-core	`2.41.5`	непряма
PyPI	pydantic-core	`2.46.1`	непряма
PyPI	pydantic-core	`2.46.3`	непряма
PyPI	pydantic-core	`2.46.4`	непряма
PyPI	pydantic-extra-types	`2.10.6`	непряма
PyPI	pydantic-settings	`2.10.1`	непряма
PyPI	pydantic-settings	`2.11.0`	непряма
PyPI	pydantic-settings	`2.12.0`	непряма
PyPI	pydantic-settings	`2.13.1`	непряма
PyPI	pydantic-settings	`2.14.0`	непряма
PyPI	pydantic-settings	`2.14.1`	непряма
PyPI	pydantic-settings	`2.14.2`	непряма
PyPI	pydantic-settings	`2.8.1`	непряма
PyPI	pydantic-settings	`2.9.1`	непряма
PyPI	pydeck	`0.9.1`	непряма
PyPI	pydot	`4.0.1`	непряма
PyPI	pyee	`13.0.1`	непряма
PyPI	pyflakes	`3.3.2`	непряма
PyPI	pygments	`2.19.1`	непряма
PyPI	pygments	`2.19.2`	непряма
PyPI	pygments	`2.20.0`	непряма
PyPI	pygtail	`0.14.0`	непряма
PyPI	pyiceberg	`0.10.0`	непряма
PyPI	pyjwt	`2.10.1`	непряма
PyPI	pyjwt	`2.11.0`	непряма
PyPI	pyjwt	`2.12.1`	непряма
PyPI	pyjwt	`2.13.0`	непряма
PyPI	pymemcache	`4.0.0`	непряма
PyPI	pymongo	`4.12.1`	непряма
PyPI	pymssql	`2.3.13`	непряма
PyPI	pyparsing	`3.2.3`	непряма
PyPI	pypdfium2	`4.30.0`	непряма
PyPI	pyperclip	`1.10.0`	непряма
PyPI	pyperclip	`1.11.0`	непряма
PyPI	pyperclip	`1.9.0`	непряма
PyPI	pyreadline3	`3.5.4`	непряма
PyPI	pyright	`1.1.398`	непряма
PyPI	pyright	`1.1.399`	непряма
PyPI	pyright	`1.1.400`	непряма
PyPI	pyright	`1.1.401`	непряма
PyPI	pyright	`1.1.402`	непряма
PyPI	pyright	`1.1.403`	непряма
PyPI	pyright	`1.1.405`	непряма
PyPI	pyright	`1.1.406`	непряма
PyPI	pyright	`1.1.407`	непряма
PyPI	pyright	`1.1.408`	непряма
PyPI	pyright	`1.1.409`	непряма
PyPI	pyright	`1.1.411`	непряма
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PyPI	pyston	`2.3.5`	непряма
PyPI	pyston-autoload	`2.3.5`	непряма
PyPI	pytest-asyncio	`0.26.0`	непряма
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PyPI	pytest-asyncio	`1.1.0`	непряма
PyPI	pytest-asyncio	`1.2.0`	непряма
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PyPI	pytest-cov	`6.1.1`	непряма
PyPI	pytest-cov	`6.2.1`	непряма
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PyPI	pytest-mock	`3.14.0`	непряма
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PyPI	python-dateutil	`2.9.0.post0`	непряма
PyPI	python-discovery	`1.2.1`	непряма
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PyPI	python-discovery	`1.3.0`	непряма
PyPI	python-docx	`1.2.0`	непряма
PyPI	python-pptx	`1.0.2`	непряма
PyPI	pytz	`2025.2`	непряма
PyPI	pywin32	`310`	непряма
PyPI	pywin32	`311`	непряма
PyPI	pywin32	`312`	непряма
PyPI	pywin32-ctypes	`0.2.3`	непряма
PyPI	questionary	`2.1.0`	непряма
PyPI	questionary	`2.1.1`	непряма
PyPI	rapidfuzz	`3.13.0`	непряма
PyPI	rdflib	`7.1.4`	непряма
PyPI	reactivex	`4.0.4`	непряма
PyPI	redis	`7.4.0`	непряма
PyPI	referencing	`0.36.2`	непряма
PyPI	referencing	`0.37.0`	непряма
PyPI	regex	`2024.11.6`	непряма
PyPI	regex	`2025.11.3`	непряма
PyPI	regex	`2025.7.34`	непряма
PyPI	reportlab	`4.4.3`	непряма
PyPI	repoze-lru	`0.7`	непряма
PyPI	requests-auth-aws-sigv4	`0.7`	непряма
PyPI	requests-oauthlib	`2.0.0`	непряма
PyPI	requests-toolbelt	`1.0.0`	непряма
PyPI	responses	`0.25.7`	непряма
PyPI	responses	`0.25.8`	непряма
PyPI	responses	`0.26.0`	непряма
PyPI	rfc3339-validator	`0.1.4`	непряма
PyPI	rich	`13.5.3`	непряма
PyPI	rich	`13.9.4`	непряма
PyPI	rich	`14.0.0`	непряма
PyPI	rich	`14.1.0`	непряма
PyPI	rich	`14.2.0`	непряма
PyPI	rich	`14.3.3`	непряма
PyPI	rich	`15.0.0`	непряма
PyPI	rich-argparse	`1.7.1`	непряма
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PyPI	rich-rst	`2.0.2`	непряма
PyPI	rich-toolkit	`0.17.1`	непряма
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PyPI	routes	`2.5.1`	непряма
PyPI	rpds-py	`0.24.0`	непряма
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PyPI	ruamel-yaml-clib	`0.2.12`	непряма
PyPI	ruff	`0.11.10`	непряма
PyPI	ruff	`0.11.11`	непряма
PyPI	ruff	`0.11.12`	непряма
PyPI	ruff	`0.11.13`	непряма
PyPI	ruff	`0.11.2`	непряма
PyPI	ruff	`0.11.3`	непряма
PyPI	ruff	`0.11.4`	непряма
PyPI	ruff	`0.11.5`	непряма
PyPI	ruff	`0.11.6`	непряма
PyPI	ruff	`0.11.8`	непряма
PyPI	ruff	`0.11.9`	непряма
PyPI	ruff	`0.12.0`	непряма
PyPI	ruff	`0.12.1`	непряма
PyPI	ruff	`0.12.12`	непряма
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PyPI	ruff	`0.13.0`	непряма
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PyPI	ruff	`0.14.2`	непряма
PyPI	ruff	`0.14.5`	непряма
PyPI	ruff	`0.14.9`	непряма
PyPI	ruff	`0.15.10`	непряма
PyPI	ruff	`0.15.11`	непряма
PyPI	ruff	`0.15.12`	непряма
PyPI	ruff	`0.15.20`	непряма
PyPI	ruff	`0.15.8`	непряма
PyPI	ruff	`0.15.9`	непряма
PyPI	rustworkx	`0.16.0`	непряма
PyPI	s3transfer	`0.10.4`	непряма
PyPI	s3transfer	`0.11.4`	непряма
PyPI	s3transfer	`0.12.0`	непряма
PyPI	s3transfer	`0.13.0`	непряма
PyPI	s3transfer	`0.13.1`	непряма
PyPI	s3transfer	`0.14.0`	непряма
PyPI	s3transfer	`0.15.0`	непряма
PyPI	s3transfer	`0.16.0`	непряма
PyPI	s3transfer	`0.16.1`	непряма
PyPI	s3transfer	`0.17.0`	непряма
PyPI	s3transfer	`0.18.0`	непряма
PyPI	s3transfer	`0.19.0`	непряма
PyPI	schema	`0.7.5`	непряма
PyPI	schema-salad	`8.9.20250723145140`	непряма
PyPI	scipy	`1.15.3`	непряма
PyPI	scipy	`1.16.2`	непряма
PyPI	secretstorage	`3.4.0`	непряма
PyPI	secretstorage	`3.4.1`	непряма
PyPI	secretstorage	`3.5.0`	непряма
PyPI	semantic-version	`2.10.0`	непряма
PyPI	semgrep	`1.126.0`	непряма
PyPI	sentry-sdk	`2.48.0`	непряма
PyPI	shellingham	`1.5.4`	непряма
PyPI	six	`1.17.0`	непряма
PyPI	smmap	`5.0.2`	непряма
PyPI	sniffio	`1.3.1`	непряма
PyPI	sortedcontainers	`2.4.0`	непряма
PyPI	soupsieve	`2.6`	непряма
PyPI	soupsieve	`2.7`	непряма
PyPI	soupsieve	`2.8`	непряма
PyPI	spdx-tools	`0.8.3`	непряма
PyPI	spython	`0.3.14`	непряма
PyPI	sqlalchemy	`2.0.40`	непряма
PyPI	sqlglot	`29.0.1`	непряма
PyPI	sqlglot	`30.11.0`	непряма
PyPI	sqlparse	`0.5.3`	непряма
PyPI	sqlparse	`0.5.5`	непряма
PyPI	sse-starlette	`2.2.1`	непряма
PyPI	sse-starlette	`2.3.4`	непряма
PyPI	sse-starlette	`2.3.5`	непряма
PyPI	sse-starlette	`2.3.6`	непряма
PyPI	sse-starlette	`2.4.1`	непряма
PyPI	sse-starlette	`3.0.2`	непряма
PyPI	sse-starlette	`3.0.3`	непряма
PyPI	sse-starlette	`3.0.4`	непряма
PyPI	sse-starlette	`3.3.4`	непряма
PyPI	sse-starlette	`3.4.2`	непряма
PyPI	sse-starlette	`3.4.4`	непряма
PyPI	sse-starlette	`3.4.5`	непряма
PyPI	statsmodels	`0.14.5`	непряма
PyPI	stevedore	`5.4.1`	непряма
PyPI	stevedore	`5.5.0`	непряма
PyPI	stevedore	`5.7.0`	непряма
PyPI	streamlit	`1.52.2`	непряма
PyPI	streamlit	`1.55.0`	непряма
PyPI	strictyaml	`1.7.3`	непряма
PyPI	sympy	`1.14.0`	непряма
PyPI	tabulate	`0.9.0`	непряма
PyPI	tenacity	`9.1.2`	непряма
PyPI	termcolor	`2.3.0`	непряма
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PyPI	termcolor	`3.1.0`	непряма
PyPI	termcolor	`3.2.0`	непряма
PyPI	termcolor	`3.3.0`	непряма
PyPI	testcontainers	`4.14.2`	непряма
PyPI	toml	`0.10.2`	непряма
PyPI	tomli	`2.0.2`	непряма
PyPI	tomli	`2.2.1`	непряма
PyPI	tomli	`2.3.0`	непряма
PyPI	tomli	`2.4.1`	непряма
PyPI	tomlkit	`0.13.2`	непряма
PyPI	tomlkit	`0.13.3`	непряма
PyPI	tomlkit	`0.14.0`	непряма
PyPI	tomlkit	`0.15.0`	непряма
PyPI	tornado	`6.5.4`	непряма
PyPI	tqdm	`4.67.1`	непряма
PyPI	typer	`0.15.2`	непряма
PyPI	typer	`0.16.0`	непряма
PyPI	typer	`0.17.3`	непряма
PyPI	typer	`0.19.1`	непряма
PyPI	typer	`0.20.0`	непряма
PyPI	typer	`0.21.0`	непряма
PyPI	typer	`0.24.1`	непряма
PyPI	typer	`0.24.2`	непряма
PyPI	typer	`0.25.0`	непряма
PyPI	typer	`0.25.1`	непряма
PyPI	types-awscrt	`0.24.2`	непряма
PyPI	types-awscrt	`0.27.2`	непряма
PyPI	types-awscrt	`0.27.4`	непряма
PyPI	types-s3transfer	`0.11.4`	непряма
PyPI	types-s3transfer	`0.12.0`	непряма
PyPI	types-s3transfer	`0.13.0`	непряма
PyPI	typing-extensions	`4.13.0`	непряма
PyPI	typing-extensions	`4.13.1`	непряма
PyPI	typing-extensions	`4.13.2`	непряма
PyPI	typing-extensions	`4.14.0`	непряма
PyPI	typing-extensions	`4.14.1`	непряма
PyPI	typing-extensions	`4.15.0`	непряма
PyPI	typing-inspect	`0.9.0`	непряма
PyPI	typing-inspection	`0.4.1`	непряма
PyPI	typing-inspection	`0.4.2`	непряма
PyPI	tzdata	`2025.2`	непряма
PyPI	uncalled-for	`0.2.0`	непряма
PyPI	uncalled-for	`0.3.1`	непряма
PyPI	uncalled-for	`0.3.2`	непряма
PyPI	unidiff	`0.7.5`	непряма
PyPI	uritools	`5.0.0`	непряма
PyPI	uuid-utils	`0.12.0`	непряма
PyPI	uv	`0.11.15`	непряма
PyPI	uv	`0.11.7`	непряма
PyPI	uv	`0.9.6`	непряма
PyPI	uvicorn	`0.34.0`	непряма
PyPI	uvicorn	`0.34.1`	непряма
PyPI	uvicorn	`0.34.2`	непряма
PyPI	uvicorn	`0.34.3`	непряма
PyPI	uvicorn	`0.35.0`	непряма
PyPI	uvicorn	`0.36.0`	непряма
PyPI	uvicorn	`0.37.0`	непряма
PyPI	uvicorn	`0.38.0`	непряма
PyPI	uvicorn	`0.40.0`	непряма
PyPI	uvicorn	`0.42.0`	непряма
PyPI	uvicorn	`0.43.0`	непряма
PyPI	uvicorn	`0.44.0`	непряма
PyPI	uvicorn	`0.45.0`	непряма
PyPI	uvicorn	`0.46.0`	непряма
PyPI	uvicorn	`0.49.0`	непряма
PyPI	uvloop	`0.21.0`	непряма
PyPI	valkey-glide	`2.3.1`	непряма
PyPI	virtualenv	`20.36.1`	непряма
PyPI	virtualenv	`21.2.0`	непряма
PyPI	virtualenv	`21.2.4`	непряма
PyPI	virtualenv	`21.3.0`	непряма
PyPI	virtualenv	`21.3.1`	непряма
PyPI	virtualenv	`21.3.2`	непряма
PyPI	watchdog	`6.0.0`	непряма
PyPI	watchfiles	`1.0.4`	непряма
PyPI	watchfiles	`1.0.5`	непряма
PyPI	watchfiles	`1.1.1`	непряма
PyPI	watchfiles	`1.2.0`	непряма
PyPI	wcmatch	`8.5.2`	непряма
PyPI	wcwidth	`0.2.13`	непряма
PyPI	wcwidth	`0.2.14`	непряма
PyPI	wcwidth	`0.6.0`	непряма
PyPI	wcwidth	`0.7.0`	непряма
PyPI	webencodings	`0.5.1`	непряма
PyPI	websocket-client	`1.9.0`	непряма
PyPI	websockets	`15.0.1`	непряма
PyPI	websockets	`16.0`	непряма
PyPI	werkzeug	`3.1.5`	непряма
PyPI	werkzeug	`3.1.8`	непряма
PyPI	win32-setctime	`1.2.0`	непряма
PyPI	wrapt	`1.17.2`	непряма
PyPI	wrapt	`1.17.3`	непряма
PyPI	wrapt	`2.0.1`	непряма
PyPI	wrapt	`2.1.2`	непряма
PyPI	xdg	`6.0.0`	непряма
PyPI	xlsxwriter	`3.2.5`	непряма
PyPI	xmltodict	`0.14.2`	непряма
PyPI	xmltodict	`1.0.2`	непряма
PyPI	xmltodict	`1.0.4`	непряма
PyPI	yarl	`1.18.3`	непряма
PyPI	yarl	`1.20.1`	непряма
PyPI	zipp	`3.23.0`	непряма
PyPI	zipp	`3.23.1`	непряма
PyPI	zipp	`4.1.0`	непряма
PyPI	zipstream-new	`1.1.8`	непряма
PyPI	zope-event	`5.0`	непряма
PyPI	zope-interface	`7.2`	непряма
PyPI	zstandard	`0.23.0`	непряма
PyPI	zstandard	`0.24.0`	непряма

Сповіщення про залежності 0

Встановлення pypi:awslabs.aws-api-mcp-server@1.4.0 тягне 89 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.

Жодне відоме сповіщення не стосується оцінених залежностей.

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

Звіт у форматі JSON машиночитний

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          "is_bot": false,
          "headline": "chore: bump packages for release/2026.07.20260723053753 (#4328)",
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          "oid": "52f529dd6b87092f926f23f7e6071fe8cad14ac0",
          "body": "… by column name, drop execution_time_ms (#4127)\n\n- Serverless list_clusters reported a bogus database_name (e.g. \"true\")\n  because it read an arbitrary config parameter; report the built-in 'dev'\n  database instead. Every serverless workgroup exposes 'dev' and can always\n  connect to it. Callers ca\n[…]\n\n- Document that discovery reflects the connected principal's privileges;\n  datashare (shared) databases and schemas appear only when that principal\n  has been granted access to the consumer database.",
          "is_bot": false,
          "headline": "fix(redshift-mcp-server): correct serverless db name, map SHOW output…",
          "author_name": "Saeed Mallak",
          "author_login": "saeedma8",
          "committed_at": "2026-07-23T05:17:19Z",
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        {
          "oid": "58d868d2fa59348d5260105394a587416f8f841b",
          "body": "…ation sub-server to BCM MCP (#4095)\n\n* feat: add Compute Optimizer Automation tool to BCM MCP\n\n* fix: update to new FastMCP pattern\n\n* fix: resolve untyped service model type error\n\n* fix: test coverage\n\n* feat(billing-cost-management-mcp-server): offload large CO Automation list responses to SQL a\n[…]\nSERT out of the records converter loop\n\n* fix: compute-optimizer-automation -> aco-automation\n\n* fix: add DescribeVolume perms to README\n\n---------\n\nCo-authored-by: Matthew Kelsey <matkels@amazon.com>",
          "is_bot": false,
          "headline": "feat(billing-cost-management-mcp-server): add Compute Optimizer Autom…",
          "author_name": "Matt Kelsey",
          "author_login": "mattkelsey",
          "committed_at": "2026-07-23T04:55:57Z",
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        },
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          "oid": "4e25378104fd0d52dc15123a51ade458d70844e8",
          "body": "…ster health assessment (#2955)\n\n* feat: add review module structure, config files, data models, and config loader\n\n- Add review/ subpackage with __init__.py\n- Copy queries.json, signals.json, recommendations.json to config/\n- Add ReviewFinding, ReviewRecommendation, ClusterMetadata, QueryFailureInf\n[…]\n.\n\nPre-existing since the initial server commit (#669); surfaced on environments\nwith a serverless workgroup reporting an empty subnetIds.\n\n---------\n\nCo-authored-by: Vlad Siniavin <vlds@amazon.co.uk>",
          "is_bot": false,
          "headline": "feat(redshift-mcp-server): add cluster_review diagnostic tool for clu…",
          "author_name": "Vlad Siniavin",
          "author_login": "vsiniavin",
          "committed_at": "2026-07-22T23:34:24Z",
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          "oid": "45e9e2b36082f62b6b527da0ef729c95134ba168",
          "body": "* Add deprecation warning\n\n* Update README.md\n\n* Prepare for 1.4.0 release\n\n* Update CHANGELOG.md\n\n* Update CHANGELOG.md\n\n* Update CHANGELOG.md\n\n---------\n\nCo-authored-by: Arne Wouters <awouters@amazon.nl>",
          "is_bot": false,
          "headline": "chore(aws-api-mcp-server): add deprecation warning (#4313)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-22T18:05:28Z",
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        },
        {
          "oid": "f0477fca49079b46ceee8b12604c0512b14f4736",
          "body": "Co-authored-by: Fred Park <parkfrex@amazon.com>",
          "is_bot": false,
          "headline": "adding timestream team (#4276)",
          "author_name": "j00n",
          "author_login": "fredjoonpark",
          "committed_at": "2026-07-22T17:52:37Z",
          "body_truncated": false,
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        },
        {
          "oid": "d9482b20e86dbad6356273a7f1593188f0e0652f",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: bump packages for release/2026.07.20260722140608 (#4316)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-22T14:24:08Z",
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          "oid": "ab1bbebc097d674c1cdd4bd75a8f313be18473bf",
          "body": "…ation Failure (#4315)\n\n* Fix Security Policy Bypass via Startup Initialization Failure\n\n* Remove unnecessary README addition\n\n* Revert back to 1.3.46 and remove DO_NOT_RELEASE\n\n---------\n\nCo-authored-by: Roman Shevchuk <rshev@amazon.com>\nCo-authored-by: Roman Shevchuk <51510790+rshevchuk-git@users.noreply.github.com>\nCo-authored-by: Arne Wouters <awouters@amazon.nl>",
          "is_bot": false,
          "headline": "fix(aws-api-mcp-server): Security Policy Bypass via Startup Initializ…",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-22T14:04:09Z",
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          "is_bot": false,
          "headline": "chore(aws-api-mcp-server): upgrade AWS CLI to v1.45.53 (#4301)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-22T09:23:30Z",
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        },
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          "oid": "8a4c4f1345213af7dc211cd7d8c457bf819c1afb",
          "body": "…e-wildcard detection (#4268)\n\n* fix(iam-mcp-server): partition-independent policy denylist and service-wildcard detection\n\nHardens the two IAM guardrails in iam-mcp-server:\n\n1. _check_denied_policy_arn now matches on the policy name (the segment\n   after ':policy/') case-insensitively, so Administr\n[…]\nously rejected for containing a denied word in its path.\n\n---------\n\nCo-authored-by: tildemit <tildemit@users.noreply.github.com>\nCo-authored-by: oshardik <152213340+oshardik@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(iam-mcp-server): partition-independent policy denylist and servic…",
          "author_name": "tildemit",
          "author_login": "tildemit",
          "committed_at": "2026-07-21T23:02:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0d9f100cc94276d09d98168f6e8a687ef4761b9b",
          "body": "… result context (#4298)\n\nCo-authored-by: Zain Jerath <zjerath@amazon.com>",
          "is_bot": false,
          "headline": "refactor(aws-documentation-mcp-server): drop seo_abstract from search…",
          "author_name": "Zain Jerath",
          "author_login": "zjerath",
          "committed_at": "2026-07-21T21:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd6c1a0c039f6941870e219e61af8d37ed090ce0",
          "body": "…pool refresh (#3809)\n\ninitialize_pool() called the synchronous boto3 helpers get_iam_auth_token()\nand _get_credentials_from_secret() directly on the event loop. When the pool\nexpires (every pool_expiry_min minutes) check_expiry() reinitializes it, and\nthe blocking AWS round-trip stalls the stdio tr\n[…]\ns off the\nevent loop and the server stays responsive. Adds regression tests asserting\neach auth path is offloaded.\n\nFixes #3530\n\nCo-authored-by: Ken Zhang <117381978+kennthhz@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(postgres-mcp-server): offload blocking boto3 credential calls in …",
          "author_name": "Aryan Putta",
          "author_login": "aryanputta",
          "committed_at": "2026-07-21T16:21:42Z",
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          "is_coding_agent": false
        },
        {
          "oid": "7497bff7d61d9f9bd70eaec46bc944a007f3ec19",
          "body": "…P codeowners (#4283)",
          "is_bot": false,
          "headline": "chore(codeowners): remove vishaalmehrishi from the list of AWS IaC MC…",
          "author_name": "Vishaal Mehrishi",
          "author_login": "vishaalmehrishi",
          "committed_at": "2026-07-21T04:10:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "223c2cf68223669f8c18b2c796271c501a527d6e",
          "body": null,
          "is_bot": false,
          "headline": "chore(eks-mcp-server): update CODEOWNERS for eks-mcp-server (#4290)",
          "author_name": "Sarah Li",
          "author_login": "srhsrhsrhsrh",
          "committed_at": "2026-07-21T00:30:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f7d22278f3377d1a3e8529979b3246cd7e13606",
          "body": "…pdates group across 1 directory with 18 updates (#4066)\n\nBumps the github-actions-version-updates group with 18 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [actions/checkout](https://github.com/actions/checkout) | `6.0.2` | `7.0.0` |\n| [astral-sh/setup-uv](https://git\n[…]\ner-minor\n  dependency-group: github-actions-version-updates\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): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T18:38:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "529fd616d01edaa2f2cf352390b9d0b54f41f96e",
          "body": null,
          "is_bot": false,
          "headline": "chore: update IAM MCP codeowners (#4284)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-20T13:32:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9295dba069363e7302e3b9a9498b14ff932d1b2d",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore(aws-api-mcp-server): upgrade AWS CLI to v1.45.51 (#4278)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-20T07:58:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5806ec09c070d5b8172a007f893a00ed2df41d75",
          "body": "* fix: relax EKS CA strict TLS checks\n\n* test(eks-mcp-server): cover SSL context compatibility\n\n---------\n\nCo-authored-by: Sarah Li <43288700+srhsrhsrhsrh@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(eks-mcp-server): support EKS CAs without AKI (#4121)",
          "author_name": "King Star",
          "author_login": "jstar0",
          "committed_at": "2026-07-17T22:53:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "5b5b2163d6f34891b5156d7569214a753d8e68e2",
          "body": "….0 (#4271)\n\nserver.py and tests/test_error_signaling_middleware.py both use:\n\n    from fastmcp.tools import ToolResult\n\nwhich is only re-exported from fastmcp/tools/__init__.py starting in\nthe fastmcp 3.x line. On fastmcp 2.14.x (the previous floor), ToolResult\nexists at fastmcp.tools.tool but is n\n[…]\nractice. This aligns BCM with the fastmcp floors already used by\necs-mcp-server (>=3.0.0), aws-api-mcp-server (>=3.0.1), and\nopenapi-mcp-server (>=3.3.1,<4).\n\nSigned-off-by: Yu Wang <ywmzn@amazon.com>",
          "is_bot": false,
          "headline": "fix(billing-cost-management-mcp-server): raise fastmcp floor to >=3.0…",
          "author_name": "Yu Wang",
          "author_login": "wangyuhere",
          "committed_at": "2026-07-17T21:10:07Z",
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        },
        {
          "oid": "eb2b2eba2ada665799fae89f8dfc34f8e2a877fb",
          "body": "…4134)\n\nget_k8s_events subscripted event keys after cleanup_resource_response dropped null-valued keys, raising KeyError on events with null optional fields (common with events.k8s.io/v1). Use .get() instead and add a regression test.\n\nCo-authored-by: Sarah Li <43288700+srhsrhsrhsrh@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(eks-mcp-server): handle null optional fields in get_k8s_events (#…",
          "author_name": "Edoardo Busano",
          "author_login": "edobusy",
          "committed_at": "2026-07-17T19:59:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed942adf81b80b9f96abf7ae80ad15a2e18feb7d",
          "body": "…m/language inputs (#4046)\n\nValidate service_platform and service_language against the set of supported\nvalues before constructing the template file path, so only known, expected\ninputs reach the path-construction logic. Unsupported values now return the\nexisting \"not available\" message instead of being passed through to the\nfilesystem lookup. Adds regression tests covering unexpected input shapes.",
          "is_bot": false,
          "headline": "fix(cloudwatch-applicationsignals): validate enablement guide platfor…",
          "author_name": "Lei Wang",
          "author_login": "wangzlei",
          "committed_at": "2026-07-17T19:53:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "ef7c4563f38e3ae9877d518c7176b947b48a68b4",
          "body": "…lesystem root (#4270)\n\nThe arbitrary-file-write fix (PR #3696) confined artifact downloads to a base\ndirectory pinned to the server's working directory at startup. When an MCP\nclient spawns the server with the filesystem root as its working directory\n(common for desktop/IDE clients launched outside\n[…]\nAdds regression tests for the root-base refusal, the env override, the CWD\ndefault, and directory auto-creation. Documents AWS_TRANSFORM_MCP_WRITE_DIR and\nthe write-confinement behavior in the README.",
          "is_bot": false,
          "headline": "fix(aws-transform-mcp-server): refuse downloads when write-base is fi…",
          "author_name": "eswarjal",
          "author_login": "eswarjal",
          "committed_at": "2026-07-17T19:22:59Z",
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        },
        {
          "oid": "623765ba8debb25b57f2b003b312bff0bd2818bd",
          "body": "…e-char filter (#4085)\n\n* fix(aws-iac-mcp-server): validate rules_file_path and harden invisible-char filter\n\nAddresses two security findings in aws-iac-mcp-server (SIM-T P441185217,\nSauron SOCCRE-20232) reported via the AWS Vulnerability Reporting Program.\n\n1. Arbitrary local file read (CWE-22) via\n[…]\nconfig instead\n\n* drop AWS_IAC_MCP_RULES_DIR, restrict to original behavior of default rules\n\n* Update secrets\n\n* Remove dead code and tests. REmoved vullnerable code path. Load bundled rules directly",
          "is_bot": false,
          "headline": "fix(aws-iac-mcp-server): validate rules_file_path and harden invisibl…",
          "author_name": "kdbrogan",
          "author_login": "kdbrogan",
          "committed_at": "2026-07-17T17:09:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7f42ffeb8ec95860950212a81ea8ad802b8f9142",
          "body": "* search_table POC\n\n* use model for response, bring over IS removals\n\n* sort results by most keyword matches\n\n* tests & readme\n\n* better errpr response, test coverage\n\n* test coverage\n\n* test coverage\n\n* fix subsection boundary, update docstrings\n\n* import error fix\n\n* remove unused helper\n\n* colspa\n[…]\nn matching, CN truncation, live test URL\n\n* pyright fixes\n\n---------\n\nCo-authored-by: alexisareyn <lexireyn@amazon.com>\nCo-authored-by: Aaditya Bhoota <51334684+AadityaBhoota@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add search_table tool for large table filtering (#3642)",
          "author_name": "alexisareyn",
          "author_login": "alexisareyn",
          "committed_at": "2026-07-17T14:56:25Z",
          "body_truncated": true,
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        },
        {
          "oid": "64f3b597e16c8b16a5165368bfb643b2ad55ff86",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore(aws-api-mcp-server): upgrade AWS CLI to v1.45.50 (#4272)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-17T08:35:22Z",
          "body_truncated": false,
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        },
        {
          "oid": "0a7ba42267a481eb2eef1872537da9fb398e4761",
          "body": "…erverless or provisioned access (#3518)\n\n* fix(redshift): graceful cluster discovery when IAM lacks serverless or provisioned access\n\nPreviously, discover_clusters() would fail entirely if the IAM role lacked redshift-serverless permissions (or redshift provisioned permissions). This made the MCP s\n[…]\n in test_reshift\n\n* Delete src/redshift-mcp-server.zip\n\n* fixed pre-commit\n\n---------\n\nCo-authored-by: Guna Sekhar Babu <gunasekhar.s@wowcher.co.uk>\nCo-authored-by: Sergey Konoplev <gray.ru@gmail.com>",
          "is_bot": false,
          "headline": "fix(redshift-mcp-server): graceful cluster discovery when IAM lacks s…",
          "author_name": "guna sekhar babu",
          "author_login": "S-gunasekhar",
          "committed_at": "2026-07-17T02:38:45Z",
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        },
        {
          "oid": "3e7b454e64d5b46a388fa434dc5716b47c4c4c0f",
          "body": "…per-directory PR explosion (#4267)\n\n* chore(deps): group Dependabot updates across directories (group-by: dependency-name)\n\nThe uv/npm/docker update configs use `directories: [\"**/*\"]` with a\n`groups` block. Dependabot grouping is per-directory, so a single\nupstream release fans out into one groupe\n[…]\nr dependency updates.\n\n* chore: trigger CI\n\n---------\n\nCo-authored-by: scottschreckengaust <345885+scottschreckengaust@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(deps): group Dependabot updates across directories to stop the …",
          "author_name": "Scott Schreckengaust",
          "author_login": "scottschreckengaust",
          "committed_at": "2026-07-16T23:05:19Z",
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        },
        {
          "oid": "2d30ab513cc13e6eb1bb0d93bd214c08a493bb33",
          "body": "… (#4141)\n\n* fix(openapi-mcp-server): block external $ref SSRF/LFI in spec parsing\n\nThe DNS-pinned fetch (_pinned_fetch) only guarded the root spec document.\nThe parsed bytes were then handed to prance's ResolvingParser with default\nsettings, whose resolver and validation backend dereference $ref ta\n[…]\nified: a `null`/`42` body now raises ValueError, not\nTypeError. Adds a regression test covering null/int/list/string roots.\n\n---------\n\nCo-authored-by: Abhijeet Patil <abhijeet.patil@choicehotels.com>",
          "is_bot": false,
          "headline": "fix(openapi-mcp-server): block external $ref SSRF/LFI in spec parsing…",
          "author_name": "Abhijeet Patil",
          "author_login": "prajwalendra",
          "committed_at": "2026-07-16T18:40:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "778b5a5db8a6f5b92ddb355e59b398544dbf6630",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore(aws-api-mcp-server): upgrade AWS CLI to v1.45.48 (#4133)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-15T11:59:01Z",
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        },
        {
          "oid": "a024ce485007cb6d9503455bf689c1407d87c3a0",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README.md (#4129)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-14T08:17:14Z",
          "body_truncated": false,
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        },
        {
          "oid": "58ae27b09c0a37f13481027c28098367f2922987",
          "body": "… (#4106)\n\n* feat(docusaurus): add Japanese (ja) locale for the documentation site\n\nEnable the `ja` locale in the Docusaurus config, add a locale dropdown to\nthe navbar, and add Japanese translations for all 68 documentation pages\n(61 server docs, 4 samples, intro, installation, vibe coding) plus th\n[…]\nhe ja\nbuild still renders the sidebar, navbar, and footer labels in Japanese.\n\nSigned-off-by: Daijiro Wachi <daijiro.wachi@gmail.com>\n\n---------\n\nSigned-off-by: Daijiro Wachi <daijiro.wachi@gmail.com>",
          "is_bot": false,
          "headline": "feat(docusaurus): add Japanese (ja) locale for the documentation site…",
          "author_name": "Daijiro Wachi",
          "author_login": "watilde",
          "committed_at": "2026-07-14T08:15:52Z",
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        },
        {
          "oid": "984c2e70ffa99e3875ddd0fe37f588a2a2d365e2",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore(aws-api-mcp-server): upgrade AWS CLI to v1.45.47 (#4128)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-14T08:09:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c43296dc9dae27852c4c2b9fa4925d36600375b8",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: bump packages for release/2026.07.20260713210810 (#4126)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-13T23:57:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc5bf8f863f2686384ee9a7629a1497647e4651e",
          "body": "…RF (#4108)\n\n* fix(openapi-mcp-server): DNS-pin spec fetches to prevent rebinding SSRF\n\nThe multi-spec (additional_specs) path validated spec_url via\nvalidate_url_for_spec() and then discarded the result, re-fetching with\nhttpx.get(url) — a fresh DNS resolution. A rebinding server could answer a\npub\n[…]\n <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: Copilot Autofix powered by AI <223894421+github-code-quality[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(openapi-mcp-server): DNS-pin spec fetches to prevent rebinding SS…",
          "author_name": "Scott Schreckengaust",
          "author_login": "scottschreckengaust",
          "committed_at": "2026-07-12T12:43:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "95623c9fc68e7353034ae38d9dce3663a5338614",
          "body": "…#4109)\n\n* feat(redshift-mcp-server): use SHOW commands for metadata discovery\n\nUpdate the metadata-discovery tools (list_databases, list_schemas,\nlist_tables, list_columns) to use native Redshift SHOW commands\n(SHOW DATABASES / SHOW SCHEMAS / SHOW TABLES / SHOW COLUMNS), aligning\nwith standard SQL \n[…]\nold the injection-escaping checks into the schemas/tables/columns discovery tests.\n\n---------\n\nCo-authored-by: Sergey Konoplev <sergkono@amazon.com>\nCo-authored-by: Sergey Konoplev <gray.ru@gmail.com>",
          "is_bot": false,
          "headline": "feat(redshift-mcp-server): use SHOW commands for metadata discovery (…",
          "author_name": "Saeed Mallak",
          "author_login": "saeedma8",
          "committed_at": "2026-07-10T18:44:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "db578053c65e9ecbd332e2a221a535d4f5e0a271",
          "body": "…ess by making it a CLI parameter (#3810)\n\n* Hardening secret manager access by making it a CLI parameter\n\n* Hardening secret manager access by making it a CLI parameter\n\n* Hardening secret manager access by making it a CLI parameter\n\n---------\n\nCo-authored-by: Alain Krok <alkrok@amazon.com>\nCo-authored-by: Laith Al-Saadoon <9553966+theagenticguy@users.noreply.github.com>\nCo-authored-by: Scott Schreckengaust <scottschreckengaust@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(mssql-mcp-server,oracle-mcp-server): Hardening secret manager acc…",
          "author_name": "shreyaskshekhar",
          "author_login": "shreyaskshekhar",
          "committed_at": "2026-07-10T17:16:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23b38415a3535eb835b63510d2d9956722119b06",
          "body": "* docs: Add AWS MCP migration guide\n\nAdd MIGRATION.md to aws-api-mcp-server with:\n- Softer intro covering broader AWS MCP benefits (CloudWatch metrics,\n  CloudTrail, OAuth 2.1, sandboxed execution, documentation retrieval)\n- Full tool comparison table for both servers with link to official docs\n- Co\n[…]\ne dependencies to their newest\nversions at install time, which is a supply chain risk if any\ndependency is compromised. Pin to the current stable release and\nadd a note explaining why pinning matters.",
          "is_bot": false,
          "headline": "docs: Add AWS MCP migration guide (#4114)",
          "author_name": "Megha Goyal",
          "author_login": "meghagoyal04",
          "committed_at": "2026-07-10T13:51:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "84303565abd4bcbe21878ec9a699888d0c49ffc6",
          "body": null,
          "is_bot": false,
          "headline": "chore: add do not release flag temporarily (#4112)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-10T13:46:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5dca20ce971ee086243c8dc40f3ee720d4b79439",
          "body": "…ads (#3807)\n\nCo-authored-by: Yunlin Qi <qiyunlin@amazon.com>",
          "is_bot": false,
          "headline": "chore: add path validation for params_file to block sensitive file re…",
          "author_name": "YQ",
          "author_login": "jade710",
          "committed_at": "2026-07-09T22:15:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77c5c5108b5f03b7406f662ea7d9a598612780a2",
          "body": "…tool for real invoice data with FX/local-currency, tax breakdowns, and PO numbers (#4093)\n\n* feat(billing-cost-management-mcp-server): add invoicing list-invoice-summaries tool\n\nWraps the AWS Invoicing ListInvoiceSummaries API as a new FastMCP tool with a detailed, field-by-field description (invoi\n[…]\nool description and add epoch-timestamp + STS-failure tests. Addresses review on #4093.\n\nSigned-off-by: Ankit Malpani <malpani@amazon.com>\n\n---------\n\nSigned-off-by: Ankit Malpani <malpani@amazon.com>",
          "is_bot": false,
          "headline": "feat(billing-cost-management-mcp-server): add list-invoice-summaries …",
          "author_name": "malpani",
          "author_login": "malpani",
          "committed_at": "2026-07-09T19:19:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ed1681d005a89c0e02b2b6157a7b8350a7cbe1ff",
          "body": "…4101)\n\nThe DENIED_POLICY_ARNS guardrail compared policy ARNs using\ncase-sensitive set membership, but IAM resolves managed-policy ARNs\nwithout regard to case. A case variant of a denied ARN therefore passed\nthe check while IAM still attached the canonical high-privilege policy\n(e.g. AdministratorAc\n[…]\n IAM's own resolution behavior. Applies\nto both attach_user_policy and attach_group_policy.\n\nAdds regression tests covering lower/upper/mixed-case and\nwhitespace-padded variants for both entry points.",
          "is_bot": false,
          "headline": "fix(iam-mcp-server): make managed-policy denylist case-insensitive (#…",
          "author_name": "oshardik",
          "author_login": "oshardik",
          "committed_at": "2026-07-08T21:22:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "436063f35a02f90f3a6009b179a96bd73b9390d8",
          "body": "…n (#4092)\n\nIn read-only mode, readonly_query and transact accepted bare Postgres\nSET <name> = ... / SET LOCAL / set_config(...) statements. Because the\npooled connection uses autocommit and BEGIN TRANSACTION READ ONLY only\nblocks writes to tables (not session/GUC state), such a statement was\ncommit\n[…]\n scrub\n  fails, and ROLLBACK before scrubbing on a read-only violation in transact.\n\nVerified end-to-end against a live Aurora DSQL cluster; 238 unit tests\npass; detector at 100% coverage; ruff clean.",
          "is_bot": false,
          "headline": "fix(aurora-dsql): harden read-only mode against session-state mutatio…",
          "author_name": "Anwesha",
          "author_login": "anwesham-lab",
          "committed_at": "2026-07-08T19:26:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d4dbc333552c88e5ad9133686898228b2238d581",
          "body": "… from PromQL tools (#3999)\n\n* docs(cloudwatch-mcp-server): remove regional availability disclaimers from PromQL tools\n\nDrop the hardcoded list of supported regions (us-east-1, us-west-2,\neu-west-1, ap-southeast-1, ap-southeast-2) from the PromQL tool region\nparameter descriptions and the README not\n[…]\nalls in PromQL tools\n\nruff format collapses the now-shorter region parameter descriptions onto\na single line (they fit within the 99-char limit after the regional\navailability disclaimer was removed).",
          "is_bot": false,
          "headline": "docs(cloudwatch-mcp-server): remove regional availability disclaimers…",
          "author_name": "Gianluca Cacace",
          "author_login": "gcacace",
          "committed_at": "2026-07-08T12:08:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "636aca8e109b5559006044f035bb89c16e9e5410",
          "body": "…-server (#4063)\n\nCo-authored-by: Spencer Corwin <spencor@amazon.com>",
          "is_bot": false,
          "headline": "chore(codeowners): add spencercorwin as codeowner for aurora-dsql-mcp…",
          "author_name": "Spencer Corwin",
          "author_login": "spencercorwin",
          "committed_at": "2026-07-07T22:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94a27d16d82d00bcc465710b7e4973dbec878729",
          "body": "…on to prevent bypass (#4029)\n\n* fix(aurora-dsql-mcp-server): strip SQL comments before regex evaluation to prevent bypass\n\nSQL inline comments (/**/) are treated as whitespace by PostgreSQL but\nnot by Python's regex engine. This allows payloads like INTO/**/OUTFILE\nto bypass \\s+ patterns in readonl\n[…]\n-- comment injection detection) and the\nstripped SQL (catching /**/ keyword bypass).\n\n* fix: update uv.lock and fix import ordering for ruff\n\n---------\n\nCo-authored-by: Pooja Kale <pjakale@amazon.com>",
          "is_bot": false,
          "headline": "fix(aurora-dsql-mcp-server): strip SQL comments before regex evaluati…",
          "author_name": "Pooja Kale",
          "author_login": "pkale",
          "committed_at": "2026-07-07T19:01:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0e96fa1d3a6c5bbf84fcd89ab02ff70a34d061a5",
          "body": "* fix: fastmcp package to 3.2.0\n\n* fix: adapt tests to fastmcp 3.x tool API\n\n- aws-iac: @mcp.tool() returns the plain function (no .fn wrapper)\n- document-loader: FastMCP.get_tools() removed, use list_tools()\n- billing: decorated symbol has no .name, query server.get_tool()\n\n* fix: resolve pyright e\n[…]\nstmcp imports to public paths (fastmcp.tools/fastmcp.prompts)\n  since fastmcp.tools.tool / fastmcp.prompts.prompt no longer resolve\n- fix misplaced type:ignore for dict filters arg in aws_pricing test",
          "is_bot": false,
          "headline": "fix: fastmcp package to 3.2.0 (#4088)",
          "author_name": "Scott Schreckengaust",
          "author_login": "scottschreckengaust",
          "committed_at": "2026-07-07T18:01:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "18ba73c0170963fe30ee9e9aaf884b37557e18d8",
          "body": "The start_run_batch tool passed the batch name to the boto3 StartRunBatch\nAPI under the key 'name', which is not a valid parameter. The API expects\n'batchName'. This caused parameter validation errors whenever a batch name\nwas supplied. Update the parameter key and the corresponding test assertion.",
          "is_bot": false,
          "headline": "fix(healthomics): use batchName parameter in StartRunBatch call (#4089)",
          "author_name": "Mark Schreiber",
          "author_login": "markjschreiber",
          "committed_at": "2026-07-06T23:37:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f87d666b4c09e1d98fc0bd53235d1ddc4fe1d6c",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: bump packages for release/2026.07.20260706214220 (#4087)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-06T21:46:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ceb1e788082f4ae70094b9e784dc95e21963685d",
          "body": "* update project script\n\n* add quotes for project scripts",
          "is_bot": false,
          "headline": "fix: roda-mcp update project script (#4086)",
          "author_name": "Guyu Ye",
          "author_login": "guyu-ye",
          "committed_at": "2026-07-06T21:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "012b37c8935e4582da66fdffe61595732bea2cb9",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: bump packages for release/2026.07.20260706200910 (#4084)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-06T20:24:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21db37d2894534b25b464a80f001a45db57c8f5d",
          "body": "The check-license-header action runs in strict mode, which requires\nevery file to be matched by either an include or exclude glob. The\nraw *.drawio source file (an XML-based diagram format) matched\nneither, producing \"Config does not cover the file\" — treated as an\nerror.\n\nFollow the existing conven\n[…]\ns): add *.drawio to the first block's exclude\n(no Python-style header expected) and the third block's include (so\nstrict mode acknowledges it).\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: exclude *.drawio from license header check (#4082)",
          "author_name": "Scott Schreckengaust",
          "author_login": "scottschreckengaust",
          "committed_at": "2026-07-06T19:56:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bc316ca982ada1bf864267b121c60c8f7d8daef5",
          "body": "* initial sync from gitlab\n\n* update packages and test coverage\n\n* update installation instructions in README; moved architecture to a different file; minor updates to package files\n\n* update path to architecture\n\n* update based on pull request review; update docusaurus\n\n* update packages; add gif\n\n\n[…]\nt; update pytest location\n\n* fix null-value crash pattern in server\n\n* fix for crash on null for all tools\n\n---------\n\nCo-authored-by: Laith Al-Saadoon <9553966+theagenticguy@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add RODA MCP server (#4038)",
          "author_name": "Guyu Ye",
          "author_login": "guyu-ye",
          "committed_at": "2026-07-06T19:29:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8e7650ba7cd73d8ba35150ca4daf5ab3bd6836d0",
          "body": "…072)\n\nFixes #4036\n\nMCP clients that serialize unset optional string parameters as empty\nstrings caused get_eks_insights to enter detail mode and call\nDescribeInsight with an empty id. Normalize insight_id before choosing\nlist vs detail mode and add regression tests for empty/whitespace ids.\n\nCo-authored-by: syf2211 <syf2211@users.noreply.github.com>\nCo-authored-by: Sarah Li <43288700+srhsrhsrhsrh@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(eks): treat blank insight_id as list mode in get_eks_insights (#4…",
          "author_name": "石岳峰",
          "author_login": "syf2211",
          "committed_at": "2026-07-02T20:48:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d95d9cd041af77846b6cf29bc3b64819914dcfd",
          "body": "Mirror the EF Core adapter docs from the canonical agent-plugins\nDSQL skill into the MCP server skill and Kiro Power steering:\n\n- Add the EF Core (.NET) adapter to the connectivity adapters table\n  and bump the specialized-adapter count 3 -> 4.\n- Add a C# / .NET section (Npgsql connector + EF Core s\n[…]\nde.\n- Update onboarding capability counts (12 drivers, 4 adapters).\n\nKeeps kiro_power/steering byte-identical to skills/dsql-skill\nreferences.\n\nCo-authored-by: Prabakaran Annadurai <prabaw@amazon.com>",
          "is_bot": false,
          "headline": "feat(aurora-dsql): add EF Core .NET ORM adapter guidance (#4060)",
          "author_name": "Prabakaran Annadurai",
          "author_login": "praba2210",
          "committed_at": "2026-07-02T19:50:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a584e2aadec3f47302ab5e9be0e9a6f2ba657e1c",
          "body": "…(#4055)\n\nConcurrent execute_query calls against the same cluster:database shared one\nunguarded Redshift Data API session and could interleave on it, leading to a\nsession-creation race under concurrent cold starts (creating and leaking\nextra server-side sessions and surfacing intermittent errors), r\n[…]\nructions, add a session\n  management note, and drop the now-unused consts.\n\nVerified end-to-end against live provisioned and serverless clusters.\n\nCo-authored-by: Sergey Konoplev <sergkono@amazon.com>",
          "is_bot": false,
          "headline": "fix(redshift-mcp-server): serialize the per-cluster:database session …",
          "author_name": "Sergey Konoplev",
          "author_login": "grayhemp",
          "committed_at": "2026-07-02T17:42:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "71caffa8847723d7b4b5e1242487efd6182f0336",
          "body": "Signed-off-by: awslabs-mcp <203918161+awslabs-mcp@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: bump packages for release/2026.07.20260702161703 (#4071)",
          "author_name": "awslabs-mcp",
          "author_login": "awslabs-mcp",
          "committed_at": "2026-07-02T16:56:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ebf0ff153f0c50e34414c890100f78323cb4b80",
          "body": "Co-authored-by: Som Chatterjee🤖 <somsubhr@amazon.com>",
          "is_bot": false,
          "headline": "chore(billing-cost-management): bump version to 0.0.25 (#4069)",
          "author_name": "Som Chatterjee",
          "author_login": "somsubhro",
          "committed_at": "2026-07-02T15:49:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c2ee9554560c1d32a4e4f3dd9e6b7d4574eac29",
          "body": "…T.md link (#4057)\n\nDocusaurus resolves relative .md links against the importing page's\nlocation (docusaurus/docs/servers/), not the source file's location.\nThis caused a broken link build failure.",
          "is_bot": false,
          "headline": "fix(valkey-mcp-server): use absolute GitHub URL for ELASTICACHECONNEC…",
          "author_name": "Jonathan Neufeld",
          "author_login": "Jonathan-Improving",
          "committed_at": "2026-06-30T17:30:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f1eaea4d76cd088de05c8398977a303b43d4f39",
          "body": "…kill + Kiro power (#4020)\n\n* docs(aurora-dsql): mirror 8 reference files from agent-plugins into the skill + Kiro power\n\nThe agent-plugins DSQL skill (canonical source) carries 8 reference files\nthat were never mirrored to the awslabs/mcp skill, creating cross-platform\ndrift. These landed in agent-\n[…]\ning only works for #-style\ncomments (not SQL --), and adding it would break verbatim mirroring of\nthe canonical agent-plugins source, so audit the finding in\n.secrets.baseline as not-a-secret instead.",
          "is_bot": false,
          "headline": "docs(aurora-dsql): mirror 8 reference files from agent-plugins into s…",
          "author_name": "Aleksandar Maksimovic",
          "author_login": "amaksimo",
          "committed_at": "2026-06-30T00:34:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "89a7927e7b13b8453eb1d4e18dba0ec4e3292a11",
          "body": "…… (#4045)\n\n* fix(aws-dataprocessing-mcp-server): block UNLOAD bypass of read-only guardrail\n\nSwitch the Athena query handler gate from a denylist (contains_write_operations)\nto the existing allowlist (is_read_only_query) so unrecognized statements are\nblocked by default. Also add UNLOAD to WRITE_OP\n[…]\ned with write access\n\n* style(aws-dataprocessing-mcp-server): fix ruff format line length in test\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(aws-dataprocessing-mcp-server): block UNLOAD bypass of read-only …",
          "author_name": "linliyu",
          "author_login": "LiyuanLD",
          "committed_at": "2026-06-29T23:21:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "27def17cb45f32a3e6b1ba30f078138d2798ba32",
          "body": "…r Cost Explorer operations (#4039)\n\n* fix(billing-cost-management-mcp-server): make SQL offload dispatch and size gate actually fire\n\nTwo bugs in the SQL-offload path made it net-negative for the agent:\n\n1. Dispatch mismatch. _get_specialized_converter keys (snake_case)\n   never matched the operati\n[…]\n-management-mcp-server): consolidate SQL-offload and pagination boilerplate\n\n1. Simplify convert_response_if_needed return contract\n2. Pagination-envelope auto-derivation in convert_response_if_needed",
          "is_bot": false,
          "headline": "fix(billing-cost-management): fix SQL-offload and pagination paths fo…",
          "author_name": "Yu Wang",
          "author_login": "wangyuhere",
          "committed_at": "2026-06-29T20:58:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "512a128c4b1a1c9d808eed665d6674c4a8b4c5d6",
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          "headline": "feat(valkey-mcp-server): V2 — GLIDE migration, Focused Search + JSON …",
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          "headline": "fix(redshift-mcp-server): return empty result for statements without …",
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                "key": "fuzzing",
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                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 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": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 4.5,
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "199 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:awslabs.aws-api-mcp-server@1.4.0 runtime dependency closure — what installing the published package pulls in — 89 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:awslabs.aws-api-mcp-server@1.4.0",
                  "assessed": 89
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 89,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "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": 89,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "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": 9
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 79,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "src/aurora-dsql-mcp-server/skills/dsql-skill/mcp/platforms/gemini.md",
                "src/dynamodb-mcp-server/AGENTS.md"
              ],
              "agent_instruction_max_bytes": 14738
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "src/aurora-dsql-mcp-server/skills/dsql-skill/mcp/platforms/gemini.md, src/dynamodb-mcp-server/AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/aurora-dsql-mcp-server/skills/dsql-skill/mcp/platforms/gemini.md, src/dynamodb-mcp-server/AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "98 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 98,
                      "sampled": 98
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "docusaurus/tsconfig.json",
                "src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed",
                "src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed",
                "src/document-loader-mcp-server/awslabs/py.typed",
                "src/ecs-mcp-server/pyrightconfig.json"
              ],
              "agent_commit_share": 0.06,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.02
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".ruff.toml, ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".ruff.toml, ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "docusaurus/tsconfig.json, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed, src/document-loader-mcp-server/awslabs/py.typed, src/ecs-mcp-server/pyrightconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docusaurus/tsconfig.json, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed, src/document-loader-mcp-server/awslabs/py.typed, src/ecs-mcp-server/pyrightconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "6 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 6,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "2 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 380727,
              "source_files_sampled": 2376,
              "oversized_source_files": 76
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (docusaurus/tsconfig.json, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed, src/document-loader-mcp-server/awslabs/py.typed, src/ecs-mcp-server/pyrightconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "docusaurus/tsconfig.json, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/common/py.typed, src/aws-api-mcp-server/awslabs/aws_api_mcp_server/core/py.typed, src/document-loader-mcp-server/awslabs/py.typed, src/ecs-mcp-server/pyrightconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "76/2376 source files over 60KB",
                "points": 53.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 2376,
                      "oversized": 76
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "example",
                "examples",
                "samples"
              ],
              "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": "example, examples, samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example, examples, samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T18:45:53.913357Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/awslabs/mcp.svg",
  "full_name": "awslabs/mcp",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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.

60/60	Зірки — 9 510 зірок
25/25	Форки — 1 665 форків
10.4/15	Спостерігачі — 74 спостерігачів

forks	1 665
stars	9 510
watchers	74
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Індекс здоров'я програмного забезпечення

Профіль оцінок

Власність

Пакетні екосистеми

Метрики за категоріями

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