Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-23 22:06 UTC

ethanolivertroy / wilma

Wilma - AWS Bedrock Security Configuration Checker

PythonGPL-3.0★ 3 зірки⑂ 1 форкз трав. 2025 р.Переглянути на GitHub ↗

ethanolivertroy/wilma має індекс здоров’я 67 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (82/100), найнижчий — Community & Adoption (39/100). Останнє оновлення було 2 дні тому. Більшість нещодавньої роботи виконує один учасник.

67
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

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

67
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

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

Власність

Ethan TroyОсобистий обліковий запис
220 підписників198 публічних репозиторіївз квіт. 2020 р.Cursor

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIwilma-sec1.1.0-3259 днів томуawsbedrocksecuritygenaiaimlauditcompliancewilma

Метрики за категоріями

Життєздатність

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

82Добрий · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 2 дн. тому
7.6/36Ритм комітів — 11/52 тижнів із комітами
16.8/18Обсяг комітів — 74 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 11 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year74
human_commit_share0,865
days_since_last_push2
active_weeks_last_year11
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 2 релізів
36/36Свіжість релізів — останній реліз 2 дн. тому
27/27Ритм релізів — реліз кожні ~3,7 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count2
latest_release_tagv0.2.2
releases_from_tagsні
days_since_latest_release2
mean_days_between_releases3,7
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

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

39У зоні ризику · 18% загального індексу
Як обчислюється оцінка
4.9/60Зірки — 3 зірок
0/25Форки — 1 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks1
stars3
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (GPL-3.0)
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductні
has_pull_request_templateтак

Сталість та врядування

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

53Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
1.4/22.5Розподіл комітів — головний контриб’ютор — автор 94% комітів
2.7/13.5Широта контриб’юторів — 2 контриб’юторів
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Використані вхідні дані
bus_factor1
contributors_sampled2
top_contributor_share0,938
Як обчислюється оцінка
46/46.8Вирішення issue — закрито 98% issue
11.2/38.3Прийняття PR — злито 17/58 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/10 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs17
open_issues1
closed_issues62
issue_closed_ratio0,984
closed_unmerged_prs41
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
16.9/25Охоплення власника — 220 підписників у ethanolivertroy
25/25Послужний список — 198 публічних репозиторіїв, вік облікового запису ~6 р.
Використані вхідні дані
followers220
owner_typeUser
is_verified
owner_loginethanolivertroy
public_repos198
account_age_days2 287
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
26/35Свіжість публікацій — остання публікація 259 дн. тому
12/20Історія версій — 3 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packageswilma-sec
ecosystemspypi
any_deprecatedні
min_days_since_publish259

Інженерна якість

Чи наявні базові інженерні практики та документація?

80Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 4 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

60Помірний
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 5 тем
10/10Wiki
Використані вхідні дані
topicsaws, bedrock, genai, llm, security
has_wikiтак
homepage
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

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

81Добрий · 16% загального індексу
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2.5/2.5CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/10 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 11 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — немає даних
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate7,6
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
25/25Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages10
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:wilma-sec@1.1.0 — тим, що тягне за собою встановлення опублікованого пакета, — 10 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.

65Помірний · 0% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — CLAUDE.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 57 з 64 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,891
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes11 688
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
0/10Відтворюване середовище
10/10Підтверджена практика роботи з агентами — 20 з останніх 74 комітів створено агентом або з його зазначенням
8/8Автоматизоване супроводження — 10 з останніх 74 комітів — автоматичні оновлення залежностей
4/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0,27
toolchain_manifests
dependency_bot_commit_share0,135
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
50.9/55Керовані розміри файлів — 3/40 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes125 690
source_files_sampled40
oversized_source_files3

Ключові факти

3зірок GitHub
2контриб'юторів
74комітів за останні 12 місяців
2днів від останнього пушу
2релізів
1бас-фактор
1відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

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

Докладніше

OpenSSF Scorecard 7.6 / 10
7.6сукупно

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 · 2026-07-23 22:05 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/10 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained11 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
8Vulnerabilities2 existing vulnerabilities detected
Прямі залежності 4
РеєстрПакетОбмеження версіїМаніфест
PyPIboto3>=1.43.51,<2.0.0pyproject.toml
PyPIbotocore>=1.43.51,<2.0.0pyproject.toml
PyPIrich>=15.0.0,<16.0.0pyproject.toml
PyPIpyyaml>=6.0.3,<7.0.0pyproject.toml
Усі залежності 19

Повний розв'язаний набір залежностей із графа залежностей GitHub: 4 прямих і 15 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIboto3пряма
PyPIbotocoreпряма
PyPIpyyamlпряма
PyPIrichпряма
PyPIbanditнепряма
PyPIboto3-stubsнепряма
PyPIbuildнепряма
PyPIipythonнепряма
PyPImotoнепряма
PyPImypyнепряма
PyPIpre-commitнепряма
PyPIpytestнепряма
PyPIpytest-covнепряма
PyPIpytest-mockнепряма
PyPIpytest-xdistнепряма
PyPIruffнепряма
PyPIsetuptoolsнепряма
PyPItwineнепряма
PyPItypes-pyyamlнепряма
Сповіщення про залежності 0

Встановлення pypi:wilma-sec@1.1.0 тягне 10 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
{
  "data": {
    "repo": {
      "topics": [
        "aws",
        "bedrock",
        "genai",
        "llm",
        "security"
      ],
      "is_fork": false,
      "size_kb": 979,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 738656
      },
      "pushed_at": "2026-07-21T17:33:11Z",
      "created_at": "2025-05-29T18:01:07Z",
      "owner_type": "User",
      "updated_at": "2026-07-21T13:30:57Z",
      "description": "Wilma - AWS Bedrock Security Configuration Checker",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "GPL-3.0",
      "default_branch": "main",
      "license_spdx_raw": "GPL-3.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://ethantroy.dev",
      "name": "Ethan Troy",
      "type": "User",
      "login": "ethanolivertroy",
      "company": "Cursor",
      "location": "Florida",
      "followers": 220,
      "avatar_url": "https://avatars.githubusercontent.com/u/63926014?v=4",
      "created_at": "2020-04-18T18:35:36Z",
      "is_verified": null,
      "public_repos": 198,
      "account_age_days": 2287
    },
    "license": {
      "state": "standard",
      "spdx_id": "GPL-3.0",
      "raw_spdx": "GPL-3.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2026-07-21T13:29:59Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2026-07-17T21:08:28Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "7cfc9e8591ef3bd31706f9666c4ded14d26f0c2d",
          "body": "….2.2 (#121)\n\n* Drop Python 3.9 support and apply deferred dependency updates\n\n- requires-python >=3.10, remove 3.9 classifier, CI matrix, docs\n- boto3/botocore >=1.43.51, pytest >=9.1.1, moto >=5.2.2,\n  types-PyYAML >=6.0.12.20260518, build >=1.5.0\n- ruff target-version py310, mypy python_version 3\n[…]\norted kwargs\n\nWilmaConfig.__init__ only accepts config_path; the fixture passed\nregion/checks_enabled/min_risk_level kwargs that would raise TypeError\nif any test used it. Flagged by CodeQL on PR 121.",
          "is_bot": false,
          "headline": "Drop Python 3.9 support, apply deferred dependency updates, release 0…",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2026-07-21T13:27:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ea5ba7b443e126b34a2a313846b35bbb52d749be",
          "body": "…, #116, #119) (#120)\n\n* Apply outstanding Dependabot dependency updates (#105-#112, #114, #116-#119)\n\n* Exclude moto 5.2.x bump (requires Python >=3.10)\n\n* Exclude types-PyYAML 2026 stubs bump (requires Python >=3.10)\n\n* Exclude build 1.5.0 bump (requires Python >=3.10)",
          "is_bot": false,
          "headline": "Consolidate Dependabot dependency updates (#105-#107, #110-#112, #114…",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2026-07-21T12:48:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "headline": "Merge pull request #74 from ethanolivertroy/dependabot/github_actions…",
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          "headline": "Merge pull request #70 from ethanolivertroy/dependabot/github_actions…",
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          "body": "- Add missing methods to check classes to resolve AttributeError issues\n- Fix S3 encryption exception handling for moto compatibility\n- Update test assertions to match actual finding field names\n- Create mock AWS managed policies for IAM tests\n- Change expected risk levels to match implementation",
          "is_bot": false,
          "headline": "Fix failing tests - add missing check methods and fix test assertions",
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          "headline": "Merge pull request #51 from ethanolivertroy/dependabot/github_actions…",
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          "headline": "Merge pull request #52 from ethanolivertroy/dependabot/github_actions…",
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          "oid": "08819252c0e7ebe6177d8400d4e5a74231c9bd62",
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          "headline": "Merge pull request #53 from ethanolivertroy/dependabot/github_actions…",
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          "headline": "Merge pull request #54 from ethanolivertroy/dependabot/github_actions…",
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          "is_bot": false,
          "headline": "Merge pull request #68 from ethanolivertroy/dependabot/pip/rich-gte-1…",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
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          "body": "Updates the requirements on [rich](https://github.com/Textualize/rich) to permit the latest version.\n- [Release notes](https://github.com/Textualize/rich/releases)\n- [Changelog](https://github.com/Textualize/rich/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Textualize/rich/compare/v13.7.0...v14.2.0)\n\n---\nupdated-dependencies:\n- dependency-name: rich\n  dependency-version: 14.2.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "deps(deps): update rich requirement",
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          "body": "…0% COMPLETE 🎉\n\nImplemented comprehensive Fine-Tuning security module with all 11 security checks:\n\n**fine_tuning.py** - Complete rewrite (243 → 1,169 lines, +926 insertions):\n1. Training Data Bucket Security (266 lines) - Public access, encryption, versioning\n2. Training Data PII Detection (107 lin\n[…]\nnged: 5\nInsertions: ~1,000 lines\nModule: Fine-Tuning Security (100% complete)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement AWS Bedrock Fine-Tuning Security Module - PRIORITY 1 NOW 10…",
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          "body": "Added comprehensive entry for AWS Bedrock Knowledge Bases (RAG) Security Module:\n- All 12 security checks documented\n- OWASP LLM01, LLM03, LLM06, LLM07 coverage\n- MITRE ATLAS AML.T0020 (Poison Training Data) coverage\n- Compliance: HIPAA, PCI-DSS, SOC 2, ISO 27001, GDPR Art. 32\n- 2,237 lines of code,\n[…]\nlines, 25 tests (80% passing)\n\nTotal: 33 security checks, 5,271 lines of code\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add Knowledge Bases module to CHANGELOG",
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          "body": "Updated ROADMAP.md to accurately reflect project status:\n- Knowledge Bases (RAG): Marked as 100% complete (12 of 12 checks)\n- Detailed all 12 implemented security checks with line counts\n- Updated coverage statistics: OWASP 70%, MITRE ATLAS 50%, Bedrock 75%\n- Corrected outdated module completion per\n[…]\necurity checks\n\nTotal: 5,271 lines of security checking code across 33 checks\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Document Knowledge Bases module completion and fix test structure",
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          "body": "Added comprehensive documentation for AWS Bedrock Guardrails Security Module\nacross all three documentation files:\n\n**README.md:**\n- Added \"Guardrails Security\" section with all 11 security checks\n- Highlighted key features: strength configuration, automated reasoning,\n  PROMPT_ATTACK filter, PII fi\n[…]\nes documenting 11 security checks\nModule: Guardrails Security (100% complete)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
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          "headline": "Update documentation for Guardrails module completion",
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          "is_bot": false,
          "headline": "Integrate Agents and Guardrails modules into main security checker",
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          "headline": "Implement AWS Bedrock Guardrails Security Module (11 of 11 checks)",
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          "body": "Resolved test failures caused by outdated method names:\n- check_data_source_encryption() → check_s3_bucket_encryption()\n- check_chunking_configuration() → check_knowledge_base_chunking_config()\n- check_iam_permissions() → check_knowledge_base_access_patterns()\n- check_pii_exposure() → check_pii_in_e\n[…]\nsults:\n- Before: 14/25 passing (56%)\n- After: 19/25 passing (76%)\n- Remaining 6 failures are test setup issues, not implementation bugs\n\nAll 12 KB security checks are fully implemented and functional.",
          "is_bot": false,
          "headline": "Fix Knowledge Bases test suite method name mismatches",
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          "body": "Bumps [github/codeql-action](https://github.com/github/codeql-action) from 3.31.9 to 4.31.9.\n- [Release notes](https://github.com/github/codeql-action/releases)\n- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/github/codeql-action/compare/4\n[…]\nendency-name: github/codeql-action\n  dependency-version: 4.31.9\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "ci(deps): bump github/codeql-action from 3.31.9 to 4.31.9",
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          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4.6.2 to 6.0.0.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/ea165f8d65b6e75b540449e92b4886f43607fa02...b7c566a772e6b6bfb58ed0dc25\n[…]\ndency-name: actions/upload-artifact\n  dependency-version: 6.0.0\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "ci(deps): bump actions/upload-artifact from 4.6.2 to 6.0.0",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4.3.1 to 6.0.1.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/34e114876b0b11c390a5638\n[…]\n- dependency-name: actions/checkout\n  dependency-version: 6.0.1\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "ci(deps): bump actions/checkout from 4.3.1 to 6.0.1",
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          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5.6.0 to 6.1.0.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/a26af69be951a213d495a4c3e4e4022e16d87065...83679a892e2d95755f2dac6acb0bfd1e9ac5d5\n[…]\npendency-name: actions/setup-python\n  dependency-version: 6.1.0\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "ci(deps): bump actions/setup-python from 5.6.0 to 6.1.0",
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          "oid": "84523dc64658a585196180220d7a5d8065f7b9b3",
          "body": "- Updated README.md with Agents Security section (10 checks)\n- Updated CHANGELOG.md with full feature list and compliance mappings\n- Updated ROADMAP.md to show 100% completion with detailed statistics\n- Closed all GitHub issues: #4, #29-#38\n\nDocumentation changes reflect:\n- 1,838 lines of production\n[…]\nAMP, SOC 2, ISO 27001, GDPR\n- Addresses #1 attack vector for 2025 per ROADMAP\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update documentation for Agents module completion",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
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        {
          "oid": "4eefd04fa7964aded360bdd9aa8738e328891f58",
          "body": "- Implemented check_agent_memory_encryption() (Issue #33, Risk 7/10)\n  * Validates memory configuration and encryption\n  * Flags agents with memory enabled for manual KMS verification\n  * Compliance: HIPAA, PCI-DSS, FedRAMP\n\n- Implemented check_agent_tags() (Issue #35, Risk 5/10)\n  * Validates prese\n[…]\ntation: 1,838 lines\n\nPhase 3 complete! All agent security checks implemented.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement final 4 agent security checks (Issues #33, #35, #36, #38)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-30T19:44:45Z",
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        {
          "oid": "889985807a1f28db47f4ab94141ec8603b4ff2c4",
          "body": "- Added check_agent_knowledge_base_access() to validate KB security\n- Implemented security checks:\n  * Cross-account knowledge base access (MEDIUM finding)\n  * Missing/non-existent KB references (MEDIUM finding)\n  * Same-account KB access (good practice, no finding)\n- Added 5 comprehensive test case\n[…]\nEDIUM)\nOWASP: LLM08 (Excessive Agency)\nLines: +185 implementation, +180 tests\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement agent KB access check (Issue #34)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-30T18:56:58Z",
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        {
          "oid": "a4d28cb0152933001e4a8e9901e4b7ba0bc8e702",
          "body": "- Added check_agent_lambda_permissions() to validate Lambda security\n- Added helper method _analyze_lambda_security() for detailed analysis\n- Added Lambda client initialization in AgentSecurityChecks.__init__()\n- Implemented security checks:\n  * Public Lambda invocation access (CRITICAL finding)\n  *\n[…]\n(HIGH)\nOWASP: LLM08 (Excessive Agency)\nLines: +425 implementation, +320 tests\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement agent Lambda permissions check (Issue #32)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-30T18:17:28Z",
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        {
          "oid": "31148cdb92275a1ef47a7775126198322fcb1983",
          "body": "Implement the fourth HIGH-priority security check for AWS Bedrock Agents:\ncheck_agent_service_roles() validates agent service role IAM permissions\nfollow least privilege principles.\n\nWHY CRITICAL: Agents with overly permissive service roles (e.g.,\nAdministratorAccess) can access AWS resources beyond\n[…]\nn + tests)\n\nAgents Module Progress: 40% complete (4 of 10 checks implemented)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement agent service roles check (Issue #31)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-30T16:51:42Z",
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        {
          "oid": "d0ecb26c27dc01421840f6cc182fac902399662f",
          "body": "Implement the third HIGH-priority security check for AWS Bedrock Agents:\ncheck_agent_prompt_injection_patterns() scans agent instructions for\nknown prompt injection vulnerabilities and missing security guidance.\n\nWHY CRITICAL: Agent instructions containing vulnerable patterns or\nlacking security bou\n[…]\n% complete (3 of 10 checks implemented)\nPhase 1 (Critical checks): COMPLETE ✅\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement agent prompt injection patterns check (Issue #37)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-30T14:49:21Z",
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        {
          "oid": "73d470d31a54795055acdec2ddfb1a27e77a72d9",
          "body": "Implement the second CRITICAL security check for AWS Bedrock Agents module:\ncheck_agent_guardrails() validates that agents have guardrails configured\nto protect against prompt injection attacks.\n\nWHY CRITICAL: 70% of agents in production are deployed without guardrails,\nmaking them vulnerable to ind\n[…]\nn + tests)\n\nAgents Module Progress: 20% complete (2 of 10 checks implemented)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement agent guardrails check (Issue #30)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-30T14:44:29Z",
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          "oid": "b4d1d0d0bbe78015dd54ae4acc0c4cb1f34b630d",
          "body": "Implement the first CRITICAL security check for AWS Bedrock Agents module:\ncheck_agent_action_confirmation() validates that agents require human\nconfirmation before executing mutating operations.\n\nWHY CRITICAL: 60% of agents in production lack action confirmation,\nallowing autonomous execution of da\n[…]\nn + tests)\n\nAgents Module Progress: 10% complete (1 of 10 checks implemented)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement agent action confirmation check (Issue #29)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-30T14:41:00Z",
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        {
          "oid": "68fdac8ae4c83ce9ce58250586ae700c74eb78b2",
          "body": "…ve code quality\n\nBREAKING CHANGE: Minimum Python version raised from 3.8 to 3.9\n- Aligns with AWS CloudShell default (Python 3.9.16)\n- Python 3.8 reached EOL October 2024\n\nCritical Fixes:\n- Fix version triple-mismatch: unified to 1.2.0 across __init__.py, setup.py, pyproject.toml\n- Delete requireme\n[…]\nts\n- requirements.txt - DELETED\n\nNet Result: -16 lines (78 added, 94 removed)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Repository cleanup: fix version mismatches, update Python 3.9+, impro…",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-29T15:16:12Z",
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        {
          "oid": "2815c5fe7039ad6b2a66021454a9610a361a4ac0",
          "body": "Remove problematic SARIF artifact upload step that used\nrelative pathing '../results/python.sarif' which is not\nallowed by GitHub Actions.\n\nThe codeql-action/analyze already uploads SARIF results\nto GitHub Security tab, so separate artifact upload is\nredundant.\n\nError fixed:\n  ##[error]Invalid pattern '../results/python.sarif'.\n  Relative pathing '.' and '..' is not allowed.",
          "is_bot": false,
          "headline": "Fix CodeQL workflow artifact upload path",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T19:33:06Z",
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          "oid": "3cd21cfac0ee2ba276afe8cccfb99ff6f1595e55",
          "body": "Static Application Security Testing:\n- Add CodeQL workflow for automated code scanning\n- Scans Python code for security vulnerabilities\n- Runs on push, pull requests, weekly schedule, and manual trigger\n\nConfiguration:\n- Language: Python\n- Queries: security-extended + security-and-quality\n- Schedule\n[…]\nact:\n- SAST: 0/10 → 10/10 (+10 points)\n- Overall OSSF Score: 6.4/10 → ~6.9/10\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CodeQL security analysis workflow (SAST)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T13:47:45Z",
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        {
          "oid": "aa5cefd3ddca016735182d0fded5f3b6aee41886",
          "body": "Security Policy:\n- Add SECURITY.md with comprehensive vulnerability reporting process\n- Document security best practices for AWS credential handling\n- List known limitations and security tooling\n- Establish coordinated disclosure timeline\n\nDependency Management:\n- Add Dependabot configuration for au\n[…]\nection (requires repo admin)\n- Code review enforcement (requires PR workflow)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement OSSF Scorecard security improvements (4/10 → 7+/10)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T12:53:29Z",
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          "oid": "76d5b12c07cb71c543d50dc8741e63027bd9de51",
          "body": "Workflow Fixes:\n- Remove non-existent develop branch from test.yml and publish.yml\n- Update mypy comments to clarify intentional continue-on-error behavior\n- Update coverage comments to match PR template requirements (50%)\n- Add tomli fallback comment in publish.yml version check\n- Add tomli to pypr\n[…]\nekly security health checks\n- README.md: Added OSSF Scorecard badge (line 10)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix GitHub workflows and add OSSF Scorecard security assessment",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T04:11:42Z",
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        },
        {
          "oid": "f7d29e22a4f14cc03dcc8cd4815aca862638bf5d",
          "body": "Removed:\n- ISSUE_STATUS.md - Moved tracking to GitHub Issues\n- GITHUB_ISSUES_ARCHIVED.md - Archived and obsolete\n- IMPROVEMENTS.md - Preparing for project reset\n\nRationale:\n- GitHub Issues provides better tracking for active work\n- Completed work already documented in CHANGELOG.md\n- Reduces redundant tracking files in repository\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Clean up obsolete markdown tracking files",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T03:01:29Z",
          "body_truncated": false,
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        {
          "oid": "a3f69369edfc2f03ec952fae5d5da89757eca118",
          "body": "ENHANCEMENT: Added comprehensive IAM policy analysis to embedding model\naccess control check. Now detects overly permissive IAM policies on\nKnowledge Base execution roles.\n\nImplementation Changes:\n- Added _analyze_iam_policies_for_embedding_model() method (lines 2055-2204)\n  * Analyzes attached mana\n[…]\n checks\n- Provides actionable remediation guidance with specific ARNs\n- No breaking changes - additive enhancement only\n\nRelated commits:\n- 5453fdd: Add comprehensive unit tests for KB security checks",
          "is_bot": false,
          "headline": "Enhance embedding model check with deep IAM policy analysis",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T01:57:00Z",
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        {
          "oid": "5453fddca238d4fba3ab80bf629dc6ace4eed21d",
          "body": "Added 9 unit tests covering the 3 remaining Knowledge Bases checks:\n\nS3 Public Access Tests (3 tests):\n- test_s3_bucket_fully_blocked: Validates buckets with all 4 BPA settings\n- test_s3_bucket_partially_blocked: Detects missing BPA settings\n- test_s3_bucket_no_bpa_config: Handles buckets without BP\n[…]\nlly overriding kb_checks.bedrock_agent with mocked client\n- Moto exception handling limitation documented in test_s3_bucket_no_bpa_config\n\nRelated: ISSUE_STATUS.md update (KB module now 100% complete)",
          "is_bot": false,
          "headline": "Add comprehensive unit tests for KB security checks",
          "author_name": "Ethan Troy",
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          "committed_at": "2025-12-28T01:43:38Z",
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        {
          "oid": "0cf66e1fa4c13e8080b4853dd99d3cb0914d14e5",
          "body": "CRITICAL DISCOVERY: The 3 'missing' Knowledge Bases checks were already\nfully implemented! This was a documentation issue, not a code issue.\n\nChanges:\n- README.md: Use local wilma-logo.jpg instead of GitHub assets URL\n- ISSUE_STATUS.md: Update KB module completion from 67% to 100%\n- Move checks #10-\n[…]\n2053) - COMPLETE (basic)\n\nNext: Add comprehensive unit tests for all 3 checks\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update docs: KB module is 100% complete, fix README image",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T00:59:20Z",
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          "oid": "834ca1d63356119e24a9476467f93d03099710d8",
          "body": null,
          "is_bot": false,
          "headline": "Add Rich UI demo script - showcase beautiful terminal output",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T00:42:59Z",
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          "is_bot": false,
          "headline": "Update CHANGELOG for v1.2.0 - Rich UI and Wiki",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T00:33:21Z",
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          "oid": "b4ad8e0ce7d3add267cdb3dd18a936f792f7d596",
          "body": "Replaced colorama + tabulate with rich for Charmbracelet-quality output:\n- Beautiful tables with borders and colors\n- Summary panels with proper formatting\n- Risk-based color coding (red/yellow/blue)\n- Blinking critical alerts\n- Clean grid layouts for info\n- Enhanced learning mode with styled tables\n[…]\nes both)\n\nVersion bump: 1.1.0 → 1.2.0\n\nThe terminal output is now gorgeous! 🎨\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add rich library for beautiful terminal UI (v1.2.0)",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T00:32:08Z",
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          "is_coding_agent": true
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        {
          "oid": "455eff73b8a734b5718faaf76cab8691d3550831",
          "body": "Created wiki pages teaching AWS Bedrock security threats:\n- Home: Overview and navigation\n- GenAI Security Fundamentals: 7 pillars of GenAI security\n- OWASP LLM Top 10: Industry standard threat taxonomy\n- Knowledge Bases (RAG) Security: Deep dive into 12 security checks\n- Installation Guide: Get sta\n[…]\nx.\nEach page includes real-world examples, attack scenarios, and remediation.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add comprehensive educational wiki content for GenAI security",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-12-28T00:15:49Z",
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        {
          "oid": "0ea7a64b8da0b763485bb1133b3cfc5e32c1f926",
          "body": "- Rewrote ALL 41 remaining tests to use hybrid approach\n- test_logging_checks.py: 11 tests - S3 buckets and CloudWatch logs with Moto\n- test_kb_checks.py: 10 tests - Knowledge bases with Bedrock Agent mocks + S3/IAM via Moto\n- test_network_checks.py: 8 tests - VPC endpoints and security groups with \n[…]\ning checks\n\nTotal tests rewritten: 49 (8 GenAI/IAM + 41 remaining)\nAll tests now use real AWS resource creation via Moto where supported\nBedrock operations use MagicMock due to incomplete Moto support",
          "is_bot": false,
          "headline": "Complete test suite rewrite with Moto + MagicMock hybrid approach",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-11-06T17:53:30Z",
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        {
          "oid": "a40264b2fce087d0510598141b4e5ba430b28f50",
          "body": "- Rewrite GenAI tests to create real S3/CloudWatch resources\n- Rewrite IAM tests to create real IAM policies and roles\n- Remove patching in favor of Moto integration testing\n- All 10 tests now use hybrid Moto + MagicMock approach",
          "is_bot": false,
          "headline": "Fix GenAI and IAM tests to use Moto properly",
          "author_name": "Ethan Troy",
          "author_login": "ethanolivertroy",
          "committed_at": "2025-11-06T17:14:25Z",
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        {
          "oid": "3c10cead07741f3c70895ca5af76007fd82c1b90",
          "body": "- Rewrite conftest.py to use MagicMock for Bedrock (incomplete Moto support)\n- Keep Moto for S3, IAM, EC2, CloudWatch (fully supported)\n- Add helper functions for common Bedrock mock setups\n- Skip unsupported Bedrock contract tests\n- Lower coverage threshold to 50% temporarily\n- Fix linting issues in test files",
          "is_bot": false,
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "11 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 4",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "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:wilma-sec@1.1.0 runtime dependency closure — what installing the published package pulls in — 10 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:wilma-sec@1.1.0",
                  "assessed": 10
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 10,
              "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": 10,
              "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": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 65,
        "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": 0.891,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 11688
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.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": "57 of 64 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 57,
                      "sampled": 64
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.27,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.135
            },
            "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": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "20 of the last 74 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 20,
                      "sampled": 74
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "10 of the last 74 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "sampled": 74
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 4",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 125690,
              "source_files_sampled": 40,
              "oversized_source_files": 3
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/40 source files over 60KB",
                "points": 50.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 40,
                      "oversized": 3
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T22:06:01.563839Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/ethanolivertroy/wilma.svg",
  "full_name": "ethanolivertroy/wilma",
  "license_state": "standard",
  "license_spdx": "GPL-3.0"
}

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 статистикаPyPI.