Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-27 19:31 UTC

duynguyendang / manglekit

GoApache-2.0★ 5 зірок⑂ 1 форкз вер. 2025 р.Переглянути на GitHub ↗

duynguyendang/manglekit має індекс здоров’я 45 зі 100, що відповідає смузі «У зоні ризику». Найвищий показник — Vitality (82/100), найнижчий — Security (25/100). Останнє оновлення було 11 днів тому. Більшість нещодавньої роботи виконує один учасник.

45
загалом / 100
У зоні ризику

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.

45
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

duynguyendangОсобистий обліковий запис
1 підписник15 публічних репозиторіївз лип. 2024 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
Gogithub.com/duynguyendang/manglekitv0.4.0-211 днів тому

Метрики за категоріями

Життєздатність

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

82Добрий · 22% загального індексу
Як обчислюється оцінка
28.8/36Свіжість push — останній push 11 дн. тому
18.7/36Ритм комітів — 27/52 тижнів із комітами
18/18Обсяг комітів — 900 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year900
human_commit_share0,84
days_since_last_push11
active_weeks_last_year27
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 3 релізів
36/36Свіжість релізів — останній реліз 11 дн. тому
19.8/27Ритм релізів — реліз кожні ~53,1 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count3
latest_release_tagv0.4.0
releases_from_tagsні
days_since_latest_release11
mean_days_between_releases53,1
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?

38У зоні ризику · 18% загального індексу
Як обчислюється оцінка
9.8/60Зірки — 5 зірок
0/25Форки — 1 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks1
stars5
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

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

47У зоні ризику · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
1.4/13.5Широта контриб’юторів — 1 контриб’юторів
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Використані вхідні дані
bus_factor1
contributors_sampled1
top_contributor_share1
Як обчислюється оцінка
0/46.8Вирішення issue — немає issue або даних
38.2/38.3Прийняття PR — злито 29/29 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs29
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue. Залишкові ваги перенормовано.

Власність та опіка

31У зоні ризику
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
2.2/25Охоплення власника — 1 підписників у duynguyendang
12.9/25Послужний список — 15 публічних репозиторіїв, вік облікового запису ~2 р.
Використані вхідні дані
followers1
owner_typeUser
is_verified
owner_loginduynguyendang
public_repos15
account_age_days753
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у go
35/35Свіжість публікацій — остання публікація 11 дн. тому
12/20Історія версій — 2 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgithub.com/duynguyendang/manglekit
ecosystemsgo
any_deprecatedні
min_days_since_publish11

Інженерна якість

Чи наявні базові інженерні практики та документація?

26Критичний · 20% загального індексу
Як обчислюється оцінка
0/24Процеси CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
Використані вхідні дані
has_ciні
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні

Документація

30У зоні ризику
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
0/10Опис репозиторію
0/10Теми
0/10Wiki
Використані вхідні дані
topics
has_wikiні
homepage
has_readmeтак
has_docs_dirні
has_descriptionні

Безпека

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

25Критичний · 16% загального індексу

Стан безпеки

25Критичний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/29 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
0/10Dangerous-Workflow — немає даних
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0/5Pinned-Dependencies — немає даних
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — немає даних
0/7.5Vulnerabilities — 30 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate2,5
Виключено з оцінювання (немає даних або не застосовно): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Залишкові ваги перенормовано.

Готовність до ШІ

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

69Помірний · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 72 з 84 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,857
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — Go (статично типізована)
10/10Відтворюване середовище — lockfile
10/10Підтверджена практика роботи з агентами — 16 з останніх 100 комітів створено агентом або з його зазначенням
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — немає даних
Використані вхідні дані
has_nixні
has_testsтак
lockfilesgo.sum
has_dockerfileні
typed_languageтак
bootstrap_filesMakefile
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share0,16
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Pinned-Dependencies. Залишкові ваги перенормовано.
Як обчислюється оцінка
45/45Типізований код — Go (статично типізована)
55/55Керовані розміри файлів — 0/201 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageGo
largest_source_bytes43 903
source_files_sampled201
oversized_source_files0

Ключові факти

5зірок GitHub
1контриб'юторів
900комітів за останні 12 місяців
11днів від останнього пушу
3релізів
1бас-фактор
0відкритих issue
Goпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Докладніше

OpenSSF Scorecard 2.5 / 10
2.5сукупно

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 · 2026-07-27 19:31 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/29 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
н/дDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
н/дPinned-Dependenciesno dependencies found
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
н/дToken-PermissionsNo tokens found
0Vulnerabilities30 existing vulnerabilities detected
Прямі залежності 20
РеєстрПакетОбмеження версіїМаніфест
Gocodeberg.org/TauCeti/mangle-gov0.5.0go.mod
Gogithub.com/cayleygraph/quadv1.3.0go.mod
Gogithub.com/dgraph-io/badger/v4v4.9.1go.mod
Gogithub.com/firebase/genkit/gov1.7.0go.mod
Gogithub.com/google/generative-ai-gov0.20.1go.mod
Gogithub.com/google/jsonschema-gov0.4.2go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/joho/godotenvv1.5.1go.mod
Gogithub.com/knakk/rdfv0.0.0-20190304171630-8521bf4c5042go.mod
Gogithub.com/openai/openai-gov1.12.0go.mod
Gogithub.com/sashabaranov/go-openaiv1.41.2go.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogo.opentelemetry.io/otelv1.40.0go.mod
Gogo.opentelemetry.io/otel/exporters/stdout/stdouttracev1.40.0go.mod
Gogo.opentelemetry.io/otel/metricv1.40.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.40.0go.mod
Gogo.opentelemetry.io/otel/tracev1.40.0go.mod
Gogoogle.golang.org/apiv0.267.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Усі залежності не зібрано

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

Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 78949,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Go": 875540,
        "Makefile": 1413
      },
      "pushed_at": "2026-07-16T07:16:45Z",
      "created_at": "2025-09-24T06:47:54Z",
      "owner_type": "User",
      "updated_at": "2026-07-16T07:15:48Z",
      "description": null,
      "is_archived": false,
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      "profile_has_license": true
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      "releases": [
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          "kind": "minor",
          "published_at": "2026-07-16T07:17:42Z"
        },
        {
          "tag": "0.2",
          "kind": "other",
          "published_at": "2026-05-29T01:45:49Z"
        },
        {
          "tag": "0.1",
          "kind": "other",
          "published_at": "2026-04-01T02:42:17Z"
        }
      ],
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        {
          "oid": "18992bce7ff7bb9c046a0bda45af730cd79b0b40",
          "body": "- Remove stale Jules context-sync workflow\n- Export EscapeString from reflection package\n- Add atomToDatalog with predicate validation to prevent Datalog injection\n- Add failureMode field to SupervisedAction (open/closed)\n- Update context-refresh Makefile target",
          "is_bot": false,
          "headline": "fix: harden Datalog output safety and add gatekeeper failure mode",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-07-16T07:14:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "103617792639bb22dc5041624e161ad796ad6433",
          "body": "- New `scenario` package: dependency-free, BDD-style policy test harness\n  with WantBlocked/WantAllowed expectations and CI-friendly RunMain exit.\n- sdk.Client: support external Datalog predicates via\n  RegisterExternalPredicate, plus LoadPolicy and LoadFromSource (auto-emits\n  Decl external() from the predicate registry).\n- manglekit: add MustReadFile, MustNewClient, and NewRequestEnv helpers for\n  example/demo setup and policy-gated request envelopes.",
          "is_bot": false,
          "headline": "feat: add scenario harness and client convenience/extension APIs",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-07-08T08:30:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88d65a9ed2ad4f89a8b3d509919db95b2c761f0c",
          "body": "…eying bug\n\nGovernance engine availability & correctness fixes from the open-ledger\nremediation, plus a latent key-mismatch bug surfaced by new tests.\n\nRobustness / cancellation\n- internal/engine/runtime.go: add evalStratifiedWithContext, a context-aware\n  guard that runs EvalStratifiedProgramWithSt\n[…]\n,\n  agents (session-store round-trip + agent lifecycle).\n\nDeferred: sdk/ooda Run-entry-point consolidation (public API, divergent\nmechanics, high regression risk) — needs its own test-backed refactor.",
          "is_bot": false,
          "headline": "fix: cancellable Datalog eval, ctx-threaded init, and session-store k…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-07-08T07:19:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eec665992a5187b9b614fcb7efb91dc543e2dcb5",
          "body": "    Wire Reflect (post-check) into the supervised execution path so output\n    is validated against halt(\"Output\", ...) rules after the inner action\n    completes. Thread entityID through preCheckContext so VerifyAtoms\n    constructs action_operation(\"Output\", ...) for post-check and\n    action_oper\n[…]\nhardening: regex works fine for controlled stdlib,\n      pinned by TestStdLibShape\n    - Load-time reachability lint: Mangle analyzer already rejects\n      undeclared predicates at parse/analysis time",
          "is_bot": false,
          "headline": " enforcement contract — post-check parity, SDK tests, PII steering",
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          "body": "  so metadata and action name flow through to the pre-check.\n- ExecuteInternal injects action_operation(\"Req\", intent) and\n  meta(K, V) from envelope metadata into the atoms passed to\n  VerifyAtoms.\n- supervisedActionV2.Execute passes the full input envelope and uses\n  the action's real name instead of hardcoded \"default\".",
          "is_bot": false,
          "headline": "- ExecuteInternal now accepts core.Envelope instead of bare payload,",
          "author_name": "Duy Nguyen",
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          "oid": "421d639539892270c7fcba2423a983744e45e366",
          "body": "…ollision\n\n- Remove LoadFromSource from core.Evaluator interface. The three\n  partial mocks (statemanager, supervisor, sdk/di_test) now satisfy\n  the interface without changes. Concrete callers (gen/logic.go,\n  PolicyEngine) are unaffected since they use the concrete type.\n- Keep LoadFromSource on *\n[…]\nxternal-predicate auto-Decl, and base-fact\n  preservation across reloads are unchanged — they stay as opt-in\n  behavior on the concrete engine.\n\nCo-authored-by: CommandCodeBot <noreply@commandcode.ai>",
          "is_bot": false,
          "headline": "fix: remove LoadFromSource from core.Evaluator, fix external/std.dl c…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-06-11T03:38:40Z",
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          "oid": "623dbfe6886a62547b3d4cf3531ea9ef2d0de0bf",
          "body": "The file was an empty or stub kernel client that had no callers and\nwas never wired into the SDK. Removing it keeps the sdk/ surface clean.\n\nCo-authored-by: CommandCodeBot <noreply@commandcode.ai>",
          "is_bot": false,
          "headline": "remove: sdk/kernel_client.go (dead code, never used)",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-06-11T03:38:21Z",
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          "oid": "1f923eccb0bd7833fd2dd739541311de4c7c9313",
          "body": "… Assess, capturing the *AuditTrail and assigning it to decision.AuditTrail.",
          "is_bot": false,
          "headline": "fix solver.go AssessPlan now calls assessInternal directly instead of…",
          "author_name": "Duy Nguyen",
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          "committed_at": "2026-06-06T04:04:23Z",
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          "oid": "1607f0a4e8b2c04546506227bd481c0dd10e6ea4",
          "body": "…iability improvements",
          "is_bot": false,
          "headline": "fix: tier-aware governance, audit trail persistence, and critical rel…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-06-05T16:28:17Z",
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          "oid": "52f8c5d65d7b616eb5426c31083d97e83db36d30",
          "body": "…cution steering\n\nThree bugs prevented supervised actions from enforcing Datalog policies:\n\n1. VerifyAtoms (sdk_adapter.go:30-35) wrapped input atoms into\nPayload: map[string]any{\"atoms\": atoms}. The engine's evaluateGate\nwould call toMangleFacts on this map, producing garbage facts instead\nof the s\n[…]\nothing called EvaluateSteering, so\nroute/1 rules in blueprints never triggered multi-step routing.\nFixed by calling EvaluateSteering on the result and injecting\nrouting decisions into result.Metadata.",
          "is_bot": false,
          "headline": "fix(supervisor): reflect input facts into the engine and add post-exe…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-06-02T15:43:00Z",
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        },
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          "oid": "9dd8f177ed9be9d21c81108a9d9b3a0f595d51f7",
          "body": "The previous WaitGroup-only approach had a documented violation of\nsync.WaitGroup's contract: Add(1) in asyncMemorize could race with\nWait() in Shutdown, orphaning goroutines when Shutdown observed a zero\ncounter and returned before a concurrent Add completed.\n\nFix: introduce memMu + shuttingDown fl\n[…]\nbsequent Wait.\n- Shutdown is now idempotent (second call returns nil immediately).\n- Five new tests cover the critical paths under -race.\n\nFixes: goroutine leak on concurrent Shutdown + asyncMemorize.",
          "is_bot": false,
          "headline": "fix(sdk): harden Shutdown vs asyncMemorize race with mutex-guarded flag",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-06-02T06:58:23Z",
          "body_truncated": true,
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        },
        {
          "oid": "2396f0e2b8dcd4fff8c048d28385a013a3381bd5",
          "body": "… coverage\n\nF1: MangleRuntime.ExecuteQuery and QueryWithSolutions now accept\n    context.Context. Solver passes timeout ctx to runtime; runtime\n    checks ctx.Err() before and after expensive Datalog evaluation.\n    WithQueryTimeout(d) on PolicyEngine now actually enforces the\n    deadline. All 14 s\n[…]\n uses builder pattern (WithAutoShave) instead\nof direct field access.\nPre-existing failures in internal/engine/ (TestExternalPredicate,\nTestPolicyEngine_Query_AllFeatures) are unrelated and unchanged.",
          "is_bot": false,
          "headline": "feat(F1,C2,C3,F3,Q1): query timeout, OTel meter, stdlib cleanup, test…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-05-28T02:06:40Z",
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          "oid": "b7ce5d12b23b55a2e8b4bd1127e8689668915b92",
          "body": "…or propagation, teacher-student feedback\n\nB1: Remove dead _ = prompt and misleading comment in orchestrator/loop.go\nB2: Fix feedback key mismatch - adapter checked 'mangle_feedback' instead of\n    core.KeyFeedback ('manglekit.feedback'), breaking teacher-student loop\nB3: Fail-closed when policy eng\n[…]\neam returns <-chan StreamChunk\n- adapters/ai/adapter_test.go: mockTextGenerator.Stream returns <-chan StreamChunk\n- cmd/mkit/commands/gen/logic_test.go: MockGenerator.Stream returns <-chan StreamChunk",
          "is_bot": false,
          "headline": "fix(B1-B6): critical bugs - fail-closed security, race condition, err…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-05-27T05:33:49Z",
          "body_truncated": true,
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        },
        {
          "oid": "88ef1943c44bfd4f9754ac2009fb07539f80adc9",
          "body": "- Streaming support: DefineStreamingFlow for SSE responses\n- Flow registry: Manage multiple named flows\n- Middleware compatibility: All Genkit 1.7 middleware works with OODA flows",
          "is_bot": false,
          "headline": "- Traced phases: Each OODA phase shows up in Genkit Dev UI",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-05-06T06:17:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8ace5feb26da2b65684d2541c00f995f97b308a",
          "body": "The knowledge base files in the `kb/` directory have been removed and their contents embedded directly into the kernel files (`internal/kernel/embedded/`). This includes agent definitions, OODA phases, patterns, and validation rules. The `sdk/kernel_client.go` has been updated to ensure dependencies\n[…]\nexternal file dependencies.\n\nBREAKING CHANGE: The `kb/` directory and its files are no longer present. Any external references to these files will break and must be updated to use the embedded kernel.",
          "is_bot": false,
          "headline": "refactor(kernel): embed knowledge base into kernel for zero-config setup",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-04-13T10:57:27Z",
          "body_truncated": true,
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          "oid": "942498eb2b170f77a97ce4510d91f6640663aefb",
          "body": null,
          "is_bot": false,
          "headline": "Kernel Isolation, Profile-Based Loading, Zero-Config OODA",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-04-13T02:45:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86a2a7559b72676c41516d3a96abf32ff22f9274",
          "body": null,
          "is_bot": false,
          "headline": "add planner step",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-04-02T06:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81e7572ffb3198530333060426a1bd4d9c20fc9a",
          "body": null,
          "is_bot": false,
          "headline": "implement external predicates",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-30T15:07:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f207a23a13fc072ea8e625008e34cff3ebcdfa5",
          "body": "Introduce SteerKB method for Datalog-backed routing decisions using the ReasoningPort, with fallback to in-memory steering. Add ExecutionObject struct to unify ORIENT phase outputs, including attention sink, context, active rules, and EAST state. Extend CognitiveFrame with knowledge scope fields (GraphID, KBVersion) and builder methods. Update OODA flow to use SteerKB when ReasoningPort is available.",
          "is_bot": false,
          "headline": "feat(sdk/ooda): add knowledge base integration for EAST steering",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-28T08:10:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "294b37b50db49bb817e4c88e610c8156e8e75fa2",
          "body": null,
          "is_bot": false,
          "headline": "clean up folders",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-27T03:03:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a243407274863c742fe92f9553a14f4ee339174d",
          "body": "Introduce the EAST (Entropy, Activity, Saliency, Trust) framework for\ncognitive steering in the OODA loop. This includes:\n\n- New `RunOODA` function for deterministic tool execution (without EAST)\n- New `RunOODAEAST` function for generation tasks with EAST steering,\n  including fast-path routing and \n[…]\nsteering, including\n     fast-path and retry with feedback\n\nThis also includes a dual memory architecture (AttentionSink for axioms\nand Context for soft facts) and validation functions for both modes.",
          "is_bot": false,
          "headline": "feat(sdk): add EAST framework and dual OODA loop modes",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-26T08:42:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "07d502b9dccae5730832bc2382d0216a8f9408df",
          "body": "…tion, and aggregation",
          "is_bot": false,
          "headline": "feat: add Datalog engine capabilities and tests for comparisons, nega…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-25T05:24:45Z",
          "body_truncated": false,
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        },
        {
          "oid": "b23ac2a07b070efda5c5ad78513b29ee69b7c38b",
          "body": "…ain-Specific Architect Agent\n\n- Added INDEX.md to outline the structure and purpose of the knowledge base.\n- Created architect.dl defining the architect agent role, capabilities, tasks, and governance rules.\n- Established ooda-phases.dl to define core OODA phases, capabilities, actions, transitions\n[…]\nished validation/rules.dl for generic quality validation rules and severity levels.\n- Created workflows/ooda_workflow.dl to define the generic OODA loop pipeline with nodes, edges, and configurations.",
          "is_bot": false,
          "headline": "feat: Initialize Manglekit Knowledge Base with OODA Framework and Dom…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-20T02:41:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "948eb1b2bcf45f8efaf04bd376e11615d9ae8bce",
          "body": "… workflow",
          "is_bot": false,
          "headline": "feat: implement Architect Agent with dual memory architecture and CSD…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-17T04:57:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afbe2e60e3cd22cbd54c3af6f5bf01961492d339",
          "body": "…for OODA loop",
          "is_bot": false,
          "headline": "feat: implement transient session store and dual memory architecture …",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-17T04:23:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7159ba67b717a1a3f61013283de86574ef43c48d",
          "body": "…aces\n\n- Added `frame.go` to define the OODA loop structure and its phases: Observe, Orient, Decide, Act, and Verify.\n- Introduced interfaces for Memory, Brain, and Executor to handle context storage, decision-making, and action execution.\n- Implemented retry logic in the Act phase to handle transie\n[…]\n`interfaces.go` and `session_store.go` to define and implement session state management and workflow execution state storage.\n- Implemented an in-memory session store for transient workflow instances.",
          "is_bot": false,
          "headline": "Implement OODA Loop Framework with Memory, Brain, and Executor Interf…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-17T03:56:43Z",
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        {
          "oid": "4854f1aa2450a67e6084250fe0949d7d28732938",
          "body": null,
          "is_bot": false,
          "headline": "comprehensive OODA building guide",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-16T10:24:03Z",
          "body_truncated": false,
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          "oid": "b3fe787b3ac7d3d96bbdcb07e5f31ad55259e05d",
          "body": null,
          "is_bot": false,
          "headline": "support temporal features from mangle 0.5",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-13T08:34:36Z",
          "body_truncated": false,
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        },
        {
          "oid": "093f36a816614a7e0a7a806f6aacb3c354d2615f",
          "body": "merge latest code",
          "is_bot": false,
          "headline": "Merge pull request #28 from duynguyendang/dev",
          "author_name": "duynguyendang",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-10T02:26:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0104401756604cfe8b99c5fafcf135880172636",
          "body": "…ator, domain types, and system ports.",
          "is_bot": false,
          "headline": "feat: implement OODA loop architecture with core interfaces, orchestr…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-08T03:02:50Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "a0f8a8f7dd067775cec36095d8c02fbe974197d6",
          "body": null,
          "is_bot": false,
          "headline": "refactor: update Go import paths from -wip to the main repository name.",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-03T08:07:43Z",
          "body_truncated": false,
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        },
        {
          "oid": "46f51475acf66b51e6c75779626d688d10818f36",
          "body": null,
          "is_bot": false,
          "headline": "chore: update module name to github.com/duynguyendang/manglekit",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-03T03:47:44Z",
          "body_truncated": false,
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        },
        {
          "oid": "60757c048267696866a9269c70433a493363e3f7",
          "body": "- Add Quad, Atom, ViolationRule types to core/types.go\n- Add ContextFacts and Violations to core.Envelope\n- Update domain package to use core types via aliases\n- Add custom error types: PolicyViolationError, SupervisorError\n- Improve reflection in structToFacts for nested types, maps, slices\n- Fix constants duplication (OutcomeProceed -> DecisionProceed)\n- Update README with accurate documentation",
          "is_bot": false,
          "headline": "refactor: consolidate domain models and improve error handling",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-03-03T03:45:25Z",
          "body_truncated": false,
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        },
        {
          "oid": "090bcc9fc49f3630e04a1eecbd07c7bddea5bd6c",
          "body": "…internal components, and clean up numerous examples.",
          "is_bot": false,
          "headline": "feat: Introduce core domain, logic, and adapter structures, refactor …",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-02-26T02:02:17Z",
          "body_truncated": false,
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        },
        {
          "oid": "ff16aedb2034329bb89cbf9fa3fa92a5e76d1705",
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          "is_bot": false,
          "headline": "update openai",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-01-15T15:36:48Z",
          "body_truncated": false,
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        },
        {
          "oid": "5bedbb5ac6458bef84bfa74b76dbdc75e05521e1",
          "body": "Updated environment variables to use separate keys for different purposes:\n- .env.example: Added OPENAI_LLM_API_KEY and OPENAI_EMBEDDING_API_KEY\n- examples/hybrid_rag/main.go: Changed to use OPENAI_EMBEDDING_API_KEY for embedder",
          "is_bot": false,
          "headline": "feat: Separate API keys for embedding and LLM",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-01-02T07:43:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2697d38c148a76b4fbfcec75ac01c6e197f26666",
          "body": "Added OpenAI embedder implementation and updated hybrid_rag example to use OpenAI-compatible APIs:\n- providers/openai/embedder.go: New OpenAI embedder implementing core.Embedder\n- examples/hybrid_rag/main.go: Migrated from Google to OpenAI embedder\n- docs/CONTEXT.md: Updated with new component documentation and changelog",
          "is_bot": false,
          "headline": "chore(context): auto-sync CONTEXT.md after code change",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-01-02T07:22:07Z",
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        },
        {
          "oid": "51c194c34e939eda1f392ba53bc8f2a4dce7c69f",
          "body": "…eatures\n\n- Added Manglekit Context Engine (MCE) specification document outlining a proactive and autonomous context management system.\n- Implemented a Tiered Cognitive Memory (TCM) architecture to address memory decay and token budget issues.\n- Developed a Neuro-Symbolic Pipeline for enhanced retri\n[…]\nControl with transitive relationships and security labels.\n  - Multi-file Policy Loading for modular policy organization.\n- Updated documentation and examples to reflect new features and improvements.",
          "is_bot": false,
          "headline": "feat: Introduce Manglekit Context Engine (MCE) architecture and new f…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-01-02T06:21:18Z",
          "body_truncated": true,
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        },
        {
          "oid": "51a744ad40a2bd69c87bc5c0c03abda245515381",
          "body": "…ty labels\n\n- Updated access_graph.nq to define user-group relationships, project ownership, document nesting, and security levels.\n- Expanded knowledge.json to include detailed descriptions for new documents.\n- Modified main.go to implement security label propagation and added PII detection scenarios.\n- Enhanced policy.dl to support complex transitive access control rules and refined access control logic.",
          "is_bot": false,
          "headline": "feat: Enhance access control with transitive relationships and securi…",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2026-01-01T07:41:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b7d0946edb52b52eccf0b9d12fadf0f3b3480f8",
          "body": "- Added Gherkin parser and compiler to convert Gherkin feature files into Datalog.\n- Created step definitions for Gherkin steps, enabling mapping to Datalog templates.\n- Developed unit tests for Gherkin parsing, step matching, and Datalog generation.\n- Implemented integration tests for the policy en\n[…]\nne to validate Gherkin policy loading and assessment.\n- Enhanced error handling for invalid Gherkin syntax and missing steps.\n- Updated Datalog resources to include new predicates for Gherkin actions.",
          "is_bot": false,
          "headline": "feat: Implement Gherkin-based policy engine with comprehensive tests",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2025-12-31T08:38:31Z",
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        },
        {
          "oid": "4afe6fd4d24d30c3c9c0eb3d6dae3ee2ebf65f33",
          "body": "…and `DurableStateManager` for checkpointing and hydration.",
          "is_bot": false,
          "headline": "feat: Introduce durable session state management with `SessionState` …",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
          "committed_at": "2025-12-31T07:06:03Z",
          "body_truncated": false,
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        },
        {
          "oid": "fb8aba5ef7a97520e4aa44233f28bfab4e5b9a13",
          "body": null,
          "is_bot": false,
          "headline": "feat: Add high-level design documentation for Durable State Manager v2.0",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
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          "headline": "Merge pull request #334 from duynguyendang/multi-file-policy-loading-…",
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          "is_bot": true,
          "headline": "feat: Enable multi-file policy loading in SDK and CLI",
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          "author_login": "google-labs-jules[bot]",
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          "is_bot": false,
          "headline": "feat: Load environment variables from .env using godotenv and rename …",
          "author_name": "Duy Nguyen",
          "author_login": "duynguyendang",
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          "headline": "Merge pull request #332 from duynguyendang/jules-from-facts-153416082…",
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          "headline": "Merge pull request #331 from duynguyendang/hybrid-rag-example-1621857…",
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          "headline": "Merge pull request #328 from duynguyendang/hybrid-memory-adapter-4676…",
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          "headline": "feat: Pass full raw RFP and playbook content to the LLM for more deta…",
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          "headline": "feat: Add new solution design playbooks, update their selection rules…",
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          "headline": "feat: Implement TransferAgent with LLM integration using Genkit adapt…",
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          "headline": "feat: Add system prompt support to LLM action, update Gemini model, a…",
          "author_name": "Duy Nguyen",
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          "headline": "Merge branch 'dev' of https://github.com/duynguyendang/manglekit-wip …",
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          "headline": "build: stop ignoring `apps/` and `v1/` directories",
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          "headline": "Merge pull request #327 from duynguyendang/examples/golden-demo-cross…",
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          "body": "This commit introduces a complete runnable example in `examples/cross_border/` that demonstrates Neuro-Symbolic Governance using Manglekit.\n\nKey Features:\n- **Domain Models:** Defined strictly typed `TransferRequest` and `TransferResponse` with Mangle tags for reflection.\n- **Policy Logic:** Impleme\n[…]\nng the `Client`, `SupervisedAction`, and `ExecuteByName` loop.\n\nThis demo validates the architecture's ability to perform Pre-Check (Halt), Post-Check (Retry), and Dynamic Steering (Route) seamlessly.",
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          "headline": "Implement Golden Demo for Cross-Border Transfer Governance",
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          "headline": "refactor: rename \"Guarded\" to \"Supervised\" across actions, tracing, a…",
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          "headline": "Merge pull request #326 from duynguyendang/semantic-thrashing-detecti…",
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          "body": "- Added `normalizeString` helper to `sdk/loop.go` for efficient string normalization (stripping punctuation, lowercasing, collapsing spaces).\n- Added `isSemanticallySimilar` helper to check for exact match, normalized match, or containment, with guards against empty string false positives.\n- Updated\n[…]\n`handleRetryDecision` to check the new feedback against `FeedbackHistory`. If similarity is detected, the loop halts immediately with a \"Semantic Thrashing detected\" error.\n- Verified with unit tests.",
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          "headline": "Implement Semantic Thrashing Detection (Anti-Loop)",
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          "body": "…ervisor-13330954653116927864\n\nImplement Redaction-by-Policy in Supervisor",
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          "headline": "Merge pull request #325 from duynguyendang/jules/redaction-policy-sup…",
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          "body": "- Added `isSensitive` helper to check for sensitive labels.\n- Updated `SupervisedAction.Execute` to redact `manglekit.feedback` attribute if sensitive labels are present.\n- Added `mangle.redacted` attribute to indicate redaction.\n- Verified with unit tests.",
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          "headline": "Implement Redaction-by-Policy in Supervisor",
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          "headline": "fix: Prevent outcome overwriting in supervisor, add compile-time inte…",
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                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "30 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 69,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.857,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "72 of 84 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 72,
                      "sampled": 84
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 79,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.16,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "16 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 43903,
              "source_files_sampled": 201,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/201 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 201,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T19:31:09.052641Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/duynguyendang/manglekit.svg",
  "full_name": "duynguyendang/manglekit",
  "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 статистикаGo.