Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-27 20:49 UTC

github / gh-aw-mcpg

Github Agentic Workflows MCP Gateway

Go · RustMIT★ 152 зірки⑂ 33 форкиз груд. 2025 р.Переглянути на GitHub ↗

github/gh-aw-mcpg має індекс здоров’я 74 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (88/100), найнижчий — Community & Adoption (65/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

74
загалом / 100
Добрий

Індекс здоров'я програмного забезпечення

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

74
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

GitHubОрганізація
80 903 підписники556 публічних репозиторіївз трав. 2008 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
Gogithub.com/github/gh-aw-mcpgv0.4.6-2140 днів тому

Метрики за категоріями

Життєздатність

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

88Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
22.8/36Ритм комітів — 33/52 тижнів із комітами
18/18Обсяг комітів — 6 653 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year6 653
human_commit_share0,4
days_since_last_push0
active_weeks_last_year33
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~3,2 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count100
latest_release_tagv0.4.6
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases3,2

Спільнота та впровадження

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

65Помірний · 18% загального індексу
Як обчислюється оцінка
35.3/60Зірки — 152 зірок
12.5/25Форки — 33 форків
0/15Спостерігачі — 2 спостерігачів
Використані вхідні дані
forks33
stars152
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateні

Сталість та врядування

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

69Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0.7/22.5Розподіл комітів — головний контриб’ютор — автор 97% комітів
10.8/13.5Широта контриб’юторів — 8 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Використані вхідні дані
bus_factor1
contributors_sampled8
top_contributor_share0,969
Як обчислюється оцінка
46.7/46.8Вирішення issue — закрито 100% issue
31.9/38.3Прийняття PR — злито 1 958/2 348 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/1 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs1 958
open_issues9
closed_issues7 611
issue_closed_ratio0,999
closed_unmerged_prs390
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
25/25Охоплення власника — 80 903 підписників у github
25/25Послужний список — 556 публічних репозиторіїв, вік облікового запису ~18 р.
Використані вхідні дані
followers80 903
owner_typeOrganization
is_verified
owner_logingithub
public_repos556
account_age_days6 651

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у go
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 214 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgithub.com/github/gh-aw-mcpg
ecosystemsgo
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

76Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 45 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .golangci.yml
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 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_configні

Документація

65Помірний
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
0/10Теми
0/10Wiki
Використані вхідні дані
topics
has_wikiні
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

69Помірний · 16% загального індексу

Стан безпеки

64Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 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 0/1 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 4 contributing companies or organizations
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 — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6,5
Як обчислюється оцінка
26.6/35Прямі залежності без відомих сповіщень — уражено 1: golang.org/x/text v0.37.0 (unknown)
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
40/40Немає задавнених сповіщень — жодне сповіщення не є публічним довше за 90 дн.
Використані вхідні дані
sourceosv
advisories2
affected_packages2
assessed_packages51
unassessed_packages0
affected_by_severityunknown 2
direct_affected_packages1
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 51 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

Готовність до ШІ

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

86Відмінний · 0% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — AGENTS.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 36 з 40 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,9
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes30 309
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile, guards/github-guard/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .golangci.yml
11/11Статична перевірка типів — Go (статично типізована)
10/10Відтворюване середовище — devcontainer, Dockerfile, lockfile
10/10Підтверджена практика роботи з агентами — 19 з останніх 100 комітів створено агентом або з його зазначенням
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Використані вхідні дані
has_nixні
has_testsтак
lockfilesCargo.lock, go.sum
has_dockerfileтак
typed_languageтак
bootstrap_filesMakefile, guards/github-guard/Makefile
has_devcontainerтак
has_linter_configтак
typecheck_configs
agent_commit_share0,19
toolchain_manifestsgo.mod, guards/github-guard/rust-guard/Cargo.toml, test/serena-mcp-tests/samples/go_project/go.mod
dependency_bot_commit_share0
Як обчислюється оцінка
45/45Типізований код — Go (статично типізована)
54.3/55Керовані розміри файлів — 6/473 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageGo
largest_source_bytes223 744
source_files_sampled473
oversized_source_files6
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
40/40Придатні до запуску приклади — samples
Використані вхідні дані
example_dirssamples
has_mcp_signalтак
api_schema_files

Ключові факти

152зірок GitHub
8контриб'юторів
6 653комітів за останні 12 місяців
0днів від останнього пушу
100релізів
1бас-фактор
9відкритих issue
Goпакетних екосистем

Попередження щодо збору даних

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

Докладніше

Історія зірок і форків 0 ★ / 33 ⇿
0Зірки
33Форки
100Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

01325383322026-012026-042026-07
Мажорні 0Мінорні 4Патчі 96
OpenSSF Scorecard 6.5 / 10
6.5сукупно

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 20:49 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 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 0/1 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
Прямі залежності 13
РеєстрПакетОбмеження версіїМаніфест
Gogithub.com/BurntSushi/tomlv1.6.0go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1go.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogolang.org/x/termv0.43.0go.mod
Gogithub.com/itchyny/gojqv0.12.19go.mod
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/tetratelabs/wazerov1.12.0go.mod
Gogo.opentelemetry.io/otelv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.44.0go.mod
Gogo.opentelemetry.io/otel/tracev1.44.0go.mod
Gogolang.org/x/textv0.37.0go.mod
Усі залежності 51

Повний розв'язаний набір залежностей із графа залежностей GitHub: 13 прямих і 38 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
Gogithub.com/burntsushi/tomlv1.6.0пряма
Gogithub.com/itchyny/gojqv0.12.19пряма
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1пряма
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2пряма
Gogithub.com/spf13/cobrav1.10.2пряма
Gogithub.com/stretchr/testifyv1.11.1пряма
Gogithub.com/tetratelabs/wazerov1.12.0пряма
Gogo.opentelemetry.io/otelv1.44.0пряма
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0пряма
Gogo.opentelemetry.io/otel/sdkv1.44.0пряма
Gogo.opentelemetry.io/otel/tracev1.44.0пряма
Gogolang.org/x/termv0.43.0пряма
Gogolang.org/x/textv0.37.0пряма
crates.ioitoa1.0.17непряма
crates.iomemchr2.7.6непряма
crates.ioproc-macro21.0.106непряма
crates.ioquote1.0.44непряма
crates.ioserde1.0.228непряма
crates.ioserde_core1.0.228непряма
crates.ioserde_derive1.0.228непряма
crates.ioserde_json1.0.149непряма
crates.iosyn2.0.114непряма
crates.iounicode-ident1.0.22непряма
crates.iozmij1.0.17непряма
Gogithub.com/cenkalti/backoff/v5v5.0.3непряма
Gogithub.com/cespare/xxhash/v2v2.3.0непряма
Gogithub.com/davecgh/go-spewv1.1.1непряма
Gogithub.com/go-logr/logrv1.4.3непряма
Gogithub.com/go-logr/stdrv1.2.2непряма
Gogithub.com/google/jsonschema-gov0.4.3непряма
Gogithub.com/google/uuidv1.6.0непряма
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.29.0непряма
Gogithub.com/inconshreveable/mousetrapv1.1.0непряма
Gogithub.com/itchyny/timefmt-gov0.1.8непряма
Gogithub.com/pmezard/go-difflibv1.0.0непряма
Gogithub.com/segmentio/asmv1.1.3непряма
Gogithub.com/segmentio/encodingv0.5.4непряма
Gogithub.com/spf13/pflagv1.0.9непряма
Gogithub.com/yosida95/uritemplate/v3v3.0.2непряма
Gogo.opentelemetry.io/auto/sdkv1.2.1непряма
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.44.0непряма
Gogo.opentelemetry.io/otel/metricv1.44.0непряма
Gogo.opentelemetry.io/proto/otlpv1.10.0непряма
Gogolang.org/x/netv0.55.0непряма
Gogolang.org/x/oauth2v0.36.0непряма
Gogolang.org/x/sysv0.45.0непряма
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20260526163538-3dc84a4a5aaaнепряма
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260526163538-3dc84a4a5aaaнепряма
Gogoogle.golang.org/grpcv1.82.1непряма
Gogoogle.golang.org/protobufv1.36.11непряма
Gogopkg.in/yaml.v3v3.0.1непряма
Сповіщення про залежності 2

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 51 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 2 мають відомі сповіщення, з них 1 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
golang.org/x/textv0.37.0пряманевідома10.39.0
golang.org/x/netv0.55.0непряманевідома10.56.0

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

Звіт у форматі JSON машиночитний
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          "body": "Replace all uses of the verbose interface{} type alias with the\nidiomatic any alias introduced in Go 1.18. The two are identical\nat runtime; this is a readability-only change.\n\nFiles updated:\n- internal/util/util.go: GetStringFromMap, DeepCloneJSON, InterfaceToIntString\n- internal/util/collections.g\n[…]\ninternal/util/collections_test.go: test assertions\n\nAll callers remain compatible because any and interface{} are\ninterchangeable.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "refactor(util): replace interface{} with any in util package",
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        {
          "oid": "9fbd020366be98b2de532b3ad4ec46861f8a0fe8",
          "body": "…n forwardAndReadBody, propagate session ID to tool call spans",
          "is_bot": true,
          "headline": "otel: add IsRecording guard to RecordSpanError, fix SpanFromContext i…",
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        {
          "oid": "e3c411dbc3a8d579101a69673fbf6ad8d06a859a",
          "body": "…t, and projects_write",
          "is_bot": true,
          "headline": "Add apply_tool_labels tests for create/fork_repository, enable_toolse…",
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          "author_login": "Copilot",
          "committed_at": "2026-07-27T13:33:06Z",
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        {
          "oid": "adb868cb2bfaa8b9a44f9489effb8044b656a209",
          "body": null,
          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
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          "headline": "Initial plan",
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        {
          "oid": "09c143b66a2bc08f0199f3762d37e403c83feab4",
          "body": "…s (#10152)",
          "is_bot": false,
          "headline": "Upgrade gh-aw extension to v0.83.3 pre-release and recompile workflow…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-27T04:30:36Z",
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          "headline": "Fix maintenance workflow gh-aw pins to v0.83.3",
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          "committed_at": "2026-07-27T04:15:23Z",
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          "oid": "f3b0f1b8cd60f0943fd000773ab834704e71b618",
          "body": "…10140)\n\n## File analyzed\n`internal/proxy/handler_difc_test.go`\n\n## Improvements made\n\nAdded two tests that use the recording tracer\n(`newRecordingProxyHandler`) to cover the previously untested\n`difcSpan.IsRecording()` branches in `handleWithDIFC` (`handler.go`):\n\n### `TestHandleWithDIFC_AccessDeni\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30226493939 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
          "is_bot": false,
          "headline": "[test-improver] Improve tests for proxy handleWithDIFC span events (#…",
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          "author_login": "lpcox",
          "committed_at": "2026-07-27T04:07:49Z",
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        },
        {
          "oid": "fb50e37888df9d2bfb81b7b6224598771045620e",
          "body": "- Upgraded github/gh-aw-actions/setup-cli from v0.83.2 to v0.83.3\n- Upgraded github/gh-aw-actions/setup from v0.83.2 to v0.83.3\n- Upgraded docker/login-action from v4.5.0 to v4.5.1\n- Updated actions-lock.json\n- Recompiled all workflows\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Upgrade gh-aw extension to v0.83.3 pre-release and recompile workflows",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-27T02:48:52Z",
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        },
        {
          "oid": "a049c16219ef5cfe79a33a828804e8e929152241",
          "body": null,
          "is_bot": true,
          "headline": "fix(proxy): fix gofmt formatting in handler_difc_test.go",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-27T02:43:21Z",
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          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-27T02:37:55Z",
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          "oid": "8a8f0884e8a9551c25f97430c12b0928a4914db8",
          "body": "…d rate limit\n\nAdd two tests to handler_difc_test.go that use the recording tracer\n(newRecordingProxyHandler) to verify the difcSpan.IsRecording() branches:\n\n- TestHandleWithDIFC_AccessDenied_RecordsSpanEvent: verifies that a DIFC\n  coarse-check block emits a 'difc.access_denied' span event with a r\n[…]\nin handleWithDIFC. Coverage for\nhandleWithDIFC improved from 90.0% to 95.0%, and total proxy package\ncoverage from 94.4% to 95.0%.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(proxy): add span event recording tests for DIFC access denied an…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-27T00:17:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7e7f4c561e40dd74b230e999f949fe537dfa4725",
          "body": "## Test Coverage Improvement: logger fallback init helpers\n\n### Functions Analyzed\n\n- **Package**: `internal/logger`\n- **Functions**:\n  - `logFallbackWarnings`\n  - `fallbackLoggerOnInitError`\n  - `silentFallbackLoggerOnInitError`\n  - `strictLoggerOnInitError`\n- **Previous Coverage**: 0% (no direct t\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30210904844 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
          "is_bot": false,
          "headline": "[test] Add tests for logger fallback init helper functions (#10122)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T23:27:40Z",
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          "oid": "d79500320423bbc6e3e4e28b47a70bcdb9c81dc2",
          "body": null,
          "is_bot": false,
          "headline": "ci: upgrade GitHub Actions to latest versions (#10127)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T22:57:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e02e9ae061d4840193cceff648064a1c5d4d19f",
          "body": "…_test.go",
          "is_bot": true,
          "headline": "fix: correct indentation on assert.Same line in fallback_init_helpers…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:30:30Z",
          "body_truncated": false,
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        },
        {
          "oid": "7806cbbdaca5323993d8869e70dd877b0f2b1176",
          "body": "- actions/checkout: v5 (93cb6ef) → v7.0.1 (3d3c42e5aac5ba805825da76410c181273ba90b1)\n- actions/setup-go: v6 (4dc6199) → v7.0.0 (b7ad1dad31e06c5925ef5d2fc7ad053ef454303e)\n- actions/upload-artifact: v4 (ea165f8) → v7.0.1 (043fb46d1a93c77aae656e7c1c64a875d1fc6a0a)\n- actions-rust-lang/setup-rust-toolchain: v1.15.3 (a0b538f) → v1.17.0 (166cdcfd11aee3cb47222f9ddb555ce30ddb9659)\n\nCloses #10112",
          "is_bot": true,
          "headline": "ci: upgrade GitHub Actions to latest versions",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:19:28Z",
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        {
          "oid": "6540287f6935aaf5f85248b7bf0b5850bcdc4d70",
          "body": null,
          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:16:41Z",
          "body_truncated": false,
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        },
        {
          "oid": "653c850ab42d860e1530dabef8585006f4115702",
          "body": "…tics (#10086)\n\nSemantic clustering flagged low-effort cleanup opportunities: thin\npersistence wrappers in logger internals and potential confusion between\ntwo env-expansion paths with different failure semantics. This PR\napplies those targeted refactors without changing behavior.\n\n- **Logger intern\n[…]\nSON(...)` directly after\nremoving `writeToFile()`.\n\n```go\n// Before\nreturn tl.writeToFile()\n\n// After\nreturn tl.writeJSON(tl.data, 0644)\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10083",
          "is_bot": false,
          "headline": "Refactor logger persistence wrappers and document env expansion seman…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T21:15:42Z",
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        {
          "oid": "57a9e20b26ed2446632d3d227bbbffd8b6ffb832",
          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T21:15:06Z",
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        {
          "oid": "fa866725c2acea57af9813d19dda94f79ba587c6",
          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T21:14:50Z",
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        {
          "oid": "58e9557e16ff38e652cb81ed27b1468ded4b93fa",
          "body": "## Summary\n\nImproved test coverage for `internal/launcher` package from **96.8% →\n97.3%**.\n\n## File Analyzed\n\n`internal/launcher/getorlaunchforsession_test.go` and\n`internal/launcher/launcher_runtime_test.go`\n\n## Improvements Made\n\n### New tests in `getorlaunchforsession_test.go`\n\n- **`TestGetOrLaun\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30180448413 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
          "is_bot": false,
          "headline": "[test-improver] Improve tests for launcher package (#10089)",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-26T21:14:23Z",
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        {
          "oid": "1863c403c28da848871ed0cf8474fdee3c9914e3",
          "body": "Add direct unit tests for four package-private helpers in\ninternal/logger/global_helpers.go that had no direct test coverage:\n\n- logFallbackWarnings: verify two WARNING lines are printed with the\n  expected error message and fallback description\n- fallbackLoggerOnInitError: verify warnings are emitt\n[…]\nenario-based, use captureStdLog for\nstderr capture, and follow the testify patterns established by the\nrest of the logger package.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for logger fallback init helper functions",
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        {
          "oid": "9ceea93df2c169be67e8abc136b7f4ff8441acbd",
          "body": null,
          "is_bot": true,
          "headline": "test(launcher): remove invalid double-check lock pool test",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T16:39:02Z",
          "body_truncated": false,
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        {
          "oid": "30d3e489ca050b4b08af06e93787eef73d709bd0",
          "body": null,
          "is_bot": true,
          "headline": "Align logger docs and test names with writeJSON refactor",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T16:36:17Z",
          "body_truncated": false,
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        {
          "oid": "2d8ba00b9e1e7069e96d2f8d31e6277e0b857597",
          "body": "…NTS.md (#10085)",
          "is_bot": false,
          "headline": "doc: add MCP_GATEWAY_API_KEY and MCP_GATEWAY_CONTAINER_RUNTIME to AGE…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T16:33:41Z",
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        },
        {
          "oid": "4b7bcc8c484702dc611503aa84ce096e76a2306a",
          "body": "…ctStdioCommand\n\n- Add TestGetOrLaunchForSession_ServerNotFound to cover ErrServerNotFound path\n- Add TestGetOrLaunchForSession_HTTPBackendRecordsStart to cover HTTP backend\n  recordStart path and verify server state tracking\n- Add TestGetOrLaunchForSession_DoubleCheckLockPoolHit to exercise pool ca\n[…]\ntable\n- Add TestNew_RunningInContainer to cover container detection log branch in New()\n\nCoverage: internal/launcher 96.8% → 97.3%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(launcher): improve coverage for GetOrLaunchForSession and isDire…",
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          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-26T00:13:35Z",
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        {
          "oid": "339923fd3041111fd542355d0a2e6681630d1b67",
          "body": null,
          "is_bot": true,
          "headline": "refactor(logger): inline thin file-write wrappers",
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          "committed_at": "2026-07-25T23:15:43Z",
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          "body": "…NTS.md",
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          "headline": "Initial plan",
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          "oid": "e53395eac55c939fee47bc2fc214a503eb7c320e",
          "body": "…ch (#10081)",
          "is_bot": false,
          "headline": "[test] Add tests for util.RandomBigInt zero-result normalization bran…",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-25T23:12:42Z",
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        },
        {
          "oid": "e224e89ca90d061ffa5466c9d2ea0873d87e37e8",
          "body": "Extract randomBigIntFromRandFunc internal helper to make the\nastronomically-rare zero-result defensive branch testable via\ndependency injection. Add TestRandomBigIntFromRandFunc covering:\n- zero bits error path\n- rand function error wrapping\n- normal positive result passthrough\n- zero result normalized to 1 (previously untestable branch)\n\nCoverage improvement: internal/util 97.8% → 99.3%\nRandomBigInt: 77.8% → 100%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for util.RandomBigInt zero-result normalization branch",
          "author_name": "github-actions[bot]",
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          "committed_at": "2026-07-25T16:47:54Z",
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        },
        {
          "oid": "880f8dc35533084ff71daded793413ce142af294",
          "body": "…eport (#10062)\n\nSix doc/code mismatches identified by the nightly reconciliation\nworkflow — operators could misconfigure or misread guarantees based on\nthe existing text.\n\n## README.md\n\n- **`--otlp-sample-rate` has no env-var fallback** — unlike\n`--otlp-endpoint` (`OTEL_EXPORTER_OTLP_ENDPOINT`) and\n[…]\nid\"},\n\"mcpServers\": {\"github\": {\"type\": \"stdio\", \"container\":\n\"ghcr.io/github/github-mcp-server:latest\"}}\n  }' | ./awmg --config-stdin\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10028",
          "is_bot": false,
          "headline": "docs: fix 6 documentation discrepancies from nightly reconciliation r…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:04:04Z",
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        {
          "oid": "e81dde58c57a1eaa8eca49de55b8182b2c97f632",
          "body": "… security policy (#10061)\n\nAddresses 9 of the 16 findings from the semantic function clustering\nanalysis: outlier functions in wrong packages, unnecessary thin\nwrappers, and scattered helpers that violate the import/responsibility\nhierarchy.\n\n## Outlier functions relocated\n\n- **A1** `WriteSimpleHea\n[…]\nh-remapping logic; no clean fit in `logger/fileutil.go` |\n| B5 `generateRandomSpanID` | Already uses `util.RandomBytes` — no\naction needed |\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10019",
          "is_bot": false,
          "headline": "refactor: move outlier functions, eliminate thin wrappers, centralize…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:03:50Z",
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        },
        {
          "oid": "4bb58d17ded1b58958b12bfe1eb3280a664e7d03",
          "body": "…uard boilerplate (#10059)\n\nThe config validation code repeated the same\nnil-check-before-dereference pattern ~5 times across\n`validation_gateway.go` and `validation_server.go`, with no shared\nabstraction — increasing bug risk (forgetting the nil guard on new\nfields) and making the validation functi\n[…]\nrn err\n}\n```\n\nAdding a new optional `*int` field now requires a single\n`validateOptionalInt` call rather than a copy-pasted nil-guard block.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10044",
          "is_bot": false,
          "headline": "refactor(config): add validateOptionalInt to eliminate repeated nil-g…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:03:40Z",
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          "oid": "a8f617407024337b8025ac57ef864386e8467d3e",
          "body": null,
          "is_bot": true,
          "headline": "docs: clarify otlp sample-rate config support",
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          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:51:53Z",
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          "oid": "caa5f16630755faa43fa32fc7b02da6f8aefb8cc",
          "body": "The `/health` endpoint was advertising spec version `1.14.0` despite the\nimplementation already being fully compliant with spec 1.15.0 (which\nadded `forcePublicRepos`, Write-Sink Guard Policy, and Cross-Visibility\nOpt-Out — all already shipped).\n\n## Change\n\n- **`internal/server/unified.go`**: bump t\n[…]\nn = \"1.15.0\"\n```\n\nThe existing `health_test.go` assertion references the constant\ndirectly, so it automatically validates the correct value.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10020",
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          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0 (#10060)",
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          "headline": "refactor: semantic function clustering - move outlier functions, remo…",
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          "committed_at": "2026-07-25T14:43:10Z",
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          "oid": "68464af0e1fa8625c9b78a1b9ab16f59ac22da6f",
          "body": "…rd duplication\n\nAdds a generic `validateOptionalInt(ptr *int, logMsg string, validateFn func(int) *ValidationError) error` helper to `internal/config/validation_rules.go` that consolidates the repeated nil-check-before-dereference pattern for optional `*int` fields in config validation.\n\n- Correctl\n[…]\n is handled inline in the closure, preserving existing semantics.\n- Adds `TestValidateOptionalInt` covering nil pointer, valid value, invalid value, and the zero-sentinel guard pattern.\n\nCloses #10044",
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          "headline": "refactor(config): add validateOptionalInt helper to eliminate nil-gua…",
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          "body": "## Summary\n\nAdds a missing test case to `internal/util/truncate_test.go` that covers\nthe stage-2 early-return branch in `TruncateRunes`.\n\n## File Analyzed\n\n`internal/util/truncate_test.go` / `internal/util/truncate.go`\n\n## Improvement Made\n\n`TruncateRunes` has three stages:\n1. **Fast path**: `len(s)\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30135335670 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
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          "headline": "[test-improver] Improve tests for util (TruncateRunes) (#10032)",
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          "committed_at": "2026-07-25T14:33:27Z",
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          "oid": "53cf7851fa7a64ba6048b8fb60d847723acbb415",
          "body": "- README.md: clarify `--otlp-sample-rate` has no env-var fallback (#1)\n- README.md: state CLI enforces --config or --config-stdin via MarkFlagsOneRequired (#3)\n- README.md: improve schema-required fields phrasing to be more precise (#4)\n- CONTRIBUTING.md: change 'Go 1.26.4 or later' to 'Go 1.26.4' (#5)\n- CONTRIBUTING.md: qualify container port-mapping validation as conditional (#2)\n- CONTRIBUTING.md: update JSON stdin example to include required gateway fields (#6)\n\nCloses #10028",
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          "headline": "docs: fix 6 documentation discrepancies found in nightly reconciliation",
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          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0",
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          "headline": "Initial plan",
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          "headline": "Initial plan",
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          "headline": "Initial plan",
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          "committed_at": "2026-07-25T14:25:51Z",
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          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T14:22:59Z",
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          "oid": "db16ff3b7d6526a39abdec5d01d7172385eace67",
          "body": "…registry.go (#10029)\n\nAdds 3 targeted debug logging calls to\n`internal/server/tool_registry.go` using the existing `logUnified`\nlogger:\n\n- **`registerSysTool`**: logs the tool name when each sys tool is\nregistered, making startup traces easier to follow when debugging which\nsys tools were added.\n- \n[…]\n4763, workflow_id:\ngo-logger, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30134314763 -->\n\n<!-- gh-aw-workflow-id: go-logger -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/go-logger -->",
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          "headline": "[log] Add debug logging to registerSysTool and callSysServer in tool_…",
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          "committed_at": "2026-07-25T14:22:44Z",
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          "oid": "7c23a4d18f18689be5080ae0b88433bcadd24768",
          "body": "Add a table-driven test case that covers the stage-2 early return in\nTruncateRunes: when len(s) > maxRunes (fast-path fails) but\nutf8.RuneCountInString(s) <= maxRunes (actual rune count fits), the\nfunction should return the string unchanged.\n\nExample: \"日本語\" (9 bytes, 3 runes) with maxRunes=4 — byte count\nexceeds the limit so the fast path is skipped, but the rune count (3)\nis within the limit so the string is returned as-is.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(util): add coverage for TruncateRunes multibyte early-return path",
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          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-25T00:18:57Z",
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          "oid": "499289913d46665c445c90ea34b28af443e6140a",
          "body": "…kage (#9998)\n\n🤖 *This is an automated PR from Repo Assist.*\n\nAddresses the duplication pattern reported in #9966: two callers were\nindependently asserting `m[\"isError\"].(bool)` from raw MCP result maps.\nThis extracts that into a shared `mcpresult.IsErrorResult` helper so the\nkey name `\"isError\"` is\n[…]\nworkflow_id:\nrepo-assist, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30095480391 -->\n\n<!-- gh-aw-workflow-id: repo-assist -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/repo-assist -->",
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          "headline": "[Repo Assist] refactor: extract IsErrorResult helper to mcpresult pac…",
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          "committed_at": "2026-07-24T23:55:35Z",
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          "oid": "2f937bff6e4756cd697aee21fab134efc4fabb68",
          "body": "…ry.go\n\nLog sys tool registration by name and log dispatch of sys tool calls,\nincluding a warning path for unknown tool names. These debug points help\ntrace sys tool lifecycle during startup and request handling.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add debug logging to registerSysTool and callSysServer in tool_regist…",
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          "committed_at": "2026-07-24T23:52:14Z",
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          "oid": "9b5d4e5a1504bd5b6f30795c4a7f2143913719c2",
          "body": "main added its own mcpresult.IsErrorResult; remove this branch's\nduplicate function and test file to fix the redeclaration build error.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: fcad8d0a-2218-4fa2-9f67-19f8b2f59dc7",
          "is_bot": false,
          "headline": "Resolve IsErrorResult duplication after merging main",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:44:58Z",
          "body_truncated": false,
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        {
          "oid": "1083f784147f1c5c8ce1421b9fa592fd0ec7ca79",
          "body": "…s-error-helper-1e6397c06bff2b18",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/main' into repo-assist/improve-i…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:40:17Z",
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        },
        {
          "oid": "12eb41cb38931e9f6e14c09f0e47e26d8bf9e7f9",
          "body": "…ases (#9973)\n\nGuard coverage reported unresolved DIFC labeling gaps where newly\nintroduced `*_ff_fields_param` and issue-dependency feature-flag tool\nnames could fall through default labeling instead of inheriting\ncanonical repo/resource-scoped labels. This change aligns those aliases\nwith their ca\n[…]\ndency_write\"\n| \"issue_dependency_write_ff_issue_dependencies\"\n| \"pin_issue\" | \"transfer_issue\" | \"unpin_issue\" => { /* existing body */ }\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9963",
          "is_bot": false,
          "headline": "Close github-guard DIFC labeling gaps for GitHub MCP feature-flag ali…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:35:19Z",
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        {
          "oid": "d11b36bc3782db1cf70b13cae08a4bfe51c01a15",
          "body": "… command overrides (#10003)\n\nThis change removes the hard Docker-daemon assumption for stdio MCP\nserver launches by introducing runtime selection (`docker`/`podman`) and\nruntime-command overrides, while preserving the existing stdio\nparent/child transport model. Default behavior remains Docker-comp\n[…]\n]\n  },\n  \"mcpServers\": {\n    \"github\": {\n      \"type\": \"stdio\",\n      \"container\": \"ghcr.io/github/github-mcp-server:latest\"\n    }\n  }\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10002",
          "is_bot": false,
          "headline": "Add configurable stdio container runtime (Docker/Podman) with runtime…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:34:29Z",
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        {
          "oid": "b780922eb7ed33076f2f724cec17b55a470c38a7",
          "body": "This updates the CLI’s Cobra integration in a few low-risk places called\nout by the module review: completion registration now handles errors\nconsistently, the proxy listen default is named instead of inlined, and\n`awmg proxy --policy` now provides shell ActiveHelp guidance for JSON\ninput.\n\n- **Comp\n[…]\n}}'\"),\n\t\tcobra.ShellCompDirectiveNoFileComp\n}); err != nil {\n\tlogProxyCmd.Printf(\"Failed to register completion for --policy: %v\", err)\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9980",
          "is_bot": false,
          "headline": "Tighten Cobra completion registration and proxy flag UX (#9985)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:01:40Z",
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        {
          "oid": "bb52e6c42504096d098b3b764233bd3467999bc4",
          "body": "…tIntegrityLevel, formatSecrecyLevel (#10004)\n\n## Test Coverage Improvement: `difc/violations.go`\n\n### Function Analyzed\n\n- **Package**: `internal/difc`\n- **File**: `violations.go`\n- **Previous Coverage**: 0% (no test file existed)\n- **Functions covered**: `ViolationError.Error`,\n`ViolationError.Det\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30111060325 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
          "is_bot": false,
          "headline": "[test] Add tests for difc.ViolationError, FormatViolationError, forma…",
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          "author_login": "lpcox",
          "committed_at": "2026-07-24T20:17:42Z",
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        {
          "oid": "903c812c670a607298aacfdcf24efdf1757b5683",
          "body": null,
          "is_bot": true,
          "headline": "Refactor runtime whitespace helper naming",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-24T19:44:04Z",
          "body_truncated": false,
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          "oid": "0760959d789d55793c0f07c5ad72eeb53e193eb7",
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          "is_bot": true,
          "headline": "Tidy runtime validation helpers and test naming",
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          "committed_at": "2026-07-24T19:42:08Z",
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          "headline": "Polish runtime helpers per validation feedback",
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          "headline": "Address validation review follow-ups",
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          "headline": "Refine runtime command detection and defaulting",
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          "is_bot": true,
          "headline": "Fix response-level DIFC alias dispatch parity",
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          "is_bot": true,
          "headline": "Fix runtime validation and launcher containerized detection",
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          "committed_at": "2026-07-24T19:32:16Z",
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          "oid": "6c592bcedbe764bc2f2e36b0c2df66e4e30dacc5",
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          "is_bot": true,
          "headline": "refactor: use mcpresult.IsErrorResult in tool result conversion",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-24T19:28:44Z",
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          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:32Z",
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        {
          "oid": "a42172c439e8dc8699be9585de62adf0cc8c9038",
          "body": "… (#9984)\n\nThe Rust guard had no direct unit coverage for three security-sensitive\n`apply_tool_labels` policy arms: private user metadata, public\nGitHub-controlled metadata, and repository security advisories. This\nalso trims an internal backend helper that was exposed more broadly than\nits call sit\n[…]\n], String::new(),\n&ctx);\n\n      assert_eq!(secrecy, private_user_label());\n      assert_eq!(integrity, project_github_label(&ctx));\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9981",
          "is_bot": false,
          "headline": "Add Rust guard coverage for GitHub-controlled/advisory label policies…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fbd2e99d93037d503c6322be9513d9296af063be",
          "body": "Visibility-related code paths were normalizing strings inline in\nmultiple packages using the same trim+lowercase pattern. This refactor\ncentralizes that logic so sink visibility and related policy fields\nnormalize consistently from one helper.\n\n- **What changed**\n  - Added a shared helper:\n    ```go\n[…]\nrmalizeStringCI(configuredVisibility)\n  if actual == RepoVisibilityPublic && configured != \"public\" {\n  \treturn \"public\", true, nil\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9965",
          "is_bot": false,
          "headline": "Extract shared case-insensitive visibility normalizer (#9972)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:24:37Z",
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        {
          "oid": "2283933559fc891dc80d35e4a341464c9c51be2f",
          "body": null,
          "is_bot": true,
          "headline": "test: resolve difc lint failures from duplicate test names",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-24T18:33:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "0462d70c7dfe37dc4dec5313cd87bc9a387e83f9",
          "body": "… (#9971)\n\nThe raw MCP tool-result `isError` bool assertion was duplicated in tool\nresult conversion and rate-limit detection. This change centralizes that\ncheck in `internal/mcpresult` so raw-result handling has a single source\nof truth.\n\n- **Shared raw-result helper**\n- Add `mcpresult.IsErrorResul\n[…]\n maps\n\nExample:\n\n```go\nfunc IsErrorResult(result map[string]interface{}) bool {\n\tisError, _ := result[\"isError\"].(bool)\n\treturn isError\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9966",
          "is_bot": false,
          "headline": "Refactor raw MCP tool-result `isError` detection into a shared helper…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T18:27:17Z",
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        {
          "oid": "fb1001e2a0fee69cf18ae5d979535347029fe083",
          "body": "## Schema URL Update\n\nUpdates the MCP Gateway JSON schema validation URL from the previous\nversion to `v0.83.1`.\n\n### Files Changed\n\n- `internal/config/validation_errors.go` — `SchemaURL` constant updated\nto `v0.83.1`\n- `internal/config/validation_schema_test.go` — hardcoded schema URL\nupdated to `v\n[…]\npg/actions/runs/30065166553 -->\n\n<!-- gh-aw-expires-type: pull-request -->\n\n<!-- gh-aw-workflow-id: nightly-schema-updater -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/nightly-schema-updater\n-->",
          "is_bot": false,
          "headline": "🔄 chore: update gh-aw schema URL to v0.83.1 (#9967)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T18:27:04Z",
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                "key": "openssf_scorecard_contributors",
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          {
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                "key": "pr_acceptance",
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              {
                "key": "openssf_scorecard_code_review",
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          {
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              "followers": 80903,
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              {
                "key": "ownership_backing",
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
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                ],
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              {
                "key": "track_record",
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                      "count": 556
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          },
          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
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              "packages": [
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              "ecosystems": "go",
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                "key": "published_resolvable",
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                "key": "publish_recency",
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              {
                "key": "version_history",
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                "detail": "214 published versions",
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        ],
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          }
        ],
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              {
                "key": "contributors",
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              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
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              },
              {
                "key": "dependency_update_tool",
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              {
                "key": "fuzzing",
                "name": "Fuzzing",
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              {
                "key": "license",
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                "key": "maintained",
                "name": "Maintained",
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                "details": [],
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                "key": "packaging",
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                "key": "pinned_dependencies",
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                "key": "sast",
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              {
                "key": "security_policy",
                "name": "Security-Policy",
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                "details": [],
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              {
                "key": "signed_releases",
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                "status": "missed",
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              {
                "key": "token_permissions",
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
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            ]
          },
          {
            "key": "dependency_advisories",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              {
                "code": "weights_renormalized",
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              {
                "code": "advisories_scope_repository",
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              {
                "code": "advisories_repo_graph_caveat",
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              {
                "code": "advisories_reachability",
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            "value": 89,
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            "components": [
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                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: golang.org/x/text v0.37.0 (unknown)",
                "points": 26.6,
                "status": "partial",
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                  {
                    "code": "advisories_affected",
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                ],
                "max_points": 35
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              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
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                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "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": 51,
              "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": 10
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 86,
        "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": 0.9,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 30309
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "36 of 40 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 36,
                      "sampled": 40
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "guards/github-guard/Makefile"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.19,
              "toolchain_manifests": [
                "go.mod",
                "guards/github-guard/rust-guard/Cargo.toml",
                "test/serena-mcp-tests/samples/go_project/go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, guards/github-guard/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, guards/github-guard/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": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "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": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "19 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 19,
                      "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": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 223744,
              "source_files_sampled": 473,
              "oversized_source_files": 6
            },
            "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": "6/473 source files over 60KB",
                "points": 54.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 473,
                      "oversized": 6
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "samples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T20:49:49.333490Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/github/gh-aw-mcpg.svg",
  "full_name": "github/gh-aw-mcpg",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.

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