Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-26 15:32 UTC
Azure / GPT-RAG
Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.
Azure/GPT-RAG має індекс здоров’я 76 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (95/100), найнижчий — AI Readiness (59/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
76
загалом / 100Індекс 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.
76
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
Профіль оцінок
Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.
Власність
Microsoft AzureОрганізація
15 084 підписники2 726 публічних репозиторіївз бер. 2014 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
95
Активність розробки
92Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 27.7/36 | Ритм комітів — 40/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 338 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 338 |
| human_commit_share | 0,97 |
| days_since_last_push | 0 |
| active_weeks_last_year | 40 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 90 релізів |
| 36/36 | Свіжість релізів — останній реліз 5 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~2,2 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 90 |
| latest_release_tag | v3.7.0 |
| releases_from_tags | ні |
| days_since_latest_release | 5 |
| mean_days_between_releases | 2,2 |
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?
85
Популярність і впровадження
78Добрий
Як обчислюється оцінка
| 49.7/60 | Зірки — 1 165 зірок |
| 20.8/25 | Форки — 313 форків |
| 7/15 | Спостерігачі — 19 спостерігачів |
Використані вхідні дані
| forks | 313 |
| stars | 1 165 |
| watchers | 19 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
92Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| has_pull_request_template | так |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
65
Стійкість мейнтейнерів (бас-фактор)
39У зоні ризику
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 6.8/22.5 | Розподіл комітів — головний контриб’ютор — автор 70% комітів |
| 13.5/13.5 | Широта контриб’юторів — 22 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 22 |
| top_contributor_share | 0,699 |
Реактивність на issue та PR
81Добрий
Як обчислюється оцінка
| 46.5/46.8 | Вирішення issue — закрито 99% issue |
| 34.7/38.3 | Прийняття PR — злито 321/354 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
Використані вхідні дані
| merged_prs | 321 |
| open_issues | 1 |
| closed_issues | 180 |
| issue_closed_ratio | 0,994 |
| closed_unmerged_prs | 33 |
Власність та опіка
80Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 25/25 | Охоплення власника — 15 084 підписників у Azure |
| 25/25 | Послужний список — 2 726 публічних репозиторіїв, вік облікового запису ~12 р. |
Використані вхідні дані
| followers | 15 084 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Azure |
| public_repos | 2 726 |
| account_age_days | 4 527 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
66
Інженерні практики
50Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 4 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 2/20 | OpenSSF Scorecard: CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://aka.ms/gpt-rag |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 5 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | azure, gpt-3, gpt-4, openai, azd-templates |
| has_wiki | ні |
| homepage | https://aka.ms/gpt-rag |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
67
Стан безпеки
59Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0.2/2.5 | CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — немає даних |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,9 |
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Сповіщення про залежності
100Відмінний
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 0/25 | Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 11 |
| unassessed_packages | 1 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 11 резолвлених залежностей із OSV. 1 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза межами звітованого переліку пакетів. 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.
59
Контекст і настанови для агентів
85Відмінний
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 82 з 97 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,845 |
| agent_instruction_files | .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| agent_instruction_max_bytes | 7 839 |
Цикл верифікації (збірка / тести / перевірка типів)
42У зоні ризику
Як обчислюється оцінка
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 0/10 | Відтворюване середовище |
| 10/10 | Підтверджена практика роботи з агентами — 69 з останніх 100 комітів створено агентом або з його зазначенням |
| 8/8 | Автоматизоване супроводження — 3 з останніх 100 комітів — автоматичні оновлення залежностей |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | — |
| agent_commit_share | 0,69 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,03 |
Читабельність коду для моделей
52Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 51.9/55 | Керовані розміри файлів — 1/18 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 87 828 |
| source_files_sampled | 18 |
| oversized_source_files | 1 |
Ключові факти
1 165зірок GitHub
22контриб'юторів
338комітів за останні 12 місяців
0днів від останнього пушу
90релізів
1бас-фактор
1відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Докладніше
Історія зірок і форків 0 ★ / 313 ⇿
0Зірки
313Форки
90Релізи
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.
Мажорні 3Мінорні 16Патчі 71
Кожна точка охоплює 3 днів.
OpenSSF Scorecard 5.9 / 10
5.9сукупно
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 1 | CI-Tests | 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/21 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| н/д | Packaging | packaging workflow not detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Усі залежності 12
Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 12 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | azure-appconfiguration | 1.9.0 | непряма |
| PyPI | azure-identity | 1.25.3 | непряма |
| PyPI | azure-keyvault-secrets | 4.11.0 | непряма |
| PyPI | azure-mgmt-appcontainers | 5.0.0 | непряма |
| PyPI | azure-mgmt-cognitiveservices | 13.6.0 | непряма |
| PyPI | azure-mgmt-cosmosdb | 9.8.0 | непряма |
| PyPI | azure-mgmt-resource | 24.0.0 | непряма |
| PyPI | click | 8.2.1 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | pyyaml | 6.0.3 | непряма |
| PyPI | requests | 2.34.2 | непряма |
| PyPI | tabulate | — | непряма |
Сповіщення про залежності 1
Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 11 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 1 мають відомі сповіщення, з них 0 прямі. 1 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.
| Пакет | Версія | Зв'язок | Критичність | Сповіщень | Виправлено в |
|---|---|---|---|---|---|
| click | 8.2.1 | непряма | висока | 1 | 8.3.3 |
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"azure",
"gpt-3",
"gpt-4",
"openai",
"azd-templates"
],
"is_fork": false,
"size_kb": 85260,
"has_wiki": false,
"homepage": "https://aka.ms/gpt-rag",
"languages": {
"Jinja": 34143,
"Shell": 20191,
"Python": 232224,
"PowerShell": 82813
},
"pushed_at": "2026-07-26T14:00:35Z",
"created_at": "2023-06-27T13:23:44Z",
"owner_type": "Organization",
"updated_at": "2026-07-26T14:00:43Z",
"description": "Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python",
"PowerShell"
]
},
"owner": {
"blog": "https://docs.microsoft.com/en-us/azure/",
"name": "Microsoft Azure",
"type": "Organization",
"login": "Azure",
"company": null,
"location": "United States of America",
"followers": 15084,
"avatar_url": "https://avatars.githubusercontent.com/u/6844498?v=4",
"created_at": "2014-03-03T22:17:42Z",
"is_verified": null,
"public_repos": 2726,
"account_age_days": 4527
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v3.7.0",
"kind": "minor",
"published_at": "2026-07-21T13:32:30Z"
},
{
"tag": "v3.6.0",
"kind": "minor",
"published_at": "2026-07-19T15:43:21Z"
},
{
"tag": "v3.5.1",
"kind": "patch",
"published_at": "2026-07-15T18:12:47Z"
},
{
"tag": "v3.5.0",
"kind": "minor",
"published_at": "2026-07-13T18:52:05Z"
},
{
"tag": "v3.4.3",
"kind": "patch",
"published_at": "2026-07-13T16:00:56Z"
},
{
"tag": "v3.4.1",
"kind": "patch",
"published_at": "2026-07-11T23:55:06Z"
},
{
"tag": "v3.4.0",
"kind": "minor",
"published_at": "2026-07-10T19:56:26Z"
},
{
"tag": "v3.3.0",
"kind": "minor",
"published_at": "2026-07-10T15:09:51Z"
},
{
"tag": "v3.2.0",
"kind": "minor",
"published_at": "2026-07-03T04:43:56Z"
},
{
"tag": "v3.1.0",
"kind": "minor",
"published_at": "2026-07-01T10:46:12Z"
},
{
"tag": "v3.0.8",
"kind": "patch",
"published_at": "2026-06-30T02:16:45Z"
},
{
"tag": "v3.0.7",
"kind": "patch",
"published_at": "2026-06-29T17:04:46Z"
},
{
"tag": "v3.0.6",
"kind": "patch",
"published_at": "2026-06-28T16:27:47Z"
},
{
"tag": "v3.0.5",
"kind": "patch",
"published_at": "2026-06-27T12:26:35Z"
},
{
"tag": "v3.0.4",
"kind": "patch",
"published_at": "2026-06-26T21:44:16Z"
},
{
"tag": "v3.0.3",
"kind": "patch",
"published_at": "2026-06-26T17:12:53Z"
},
{
"tag": "v3.0.2",
"kind": "patch",
"published_at": "2026-06-26T10:20:53Z"
},
{
"tag": "v3.0.1",
"kind": "patch",
"published_at": "2026-06-26T03:50:02Z"
},
{
"tag": "v3.0.0",
"kind": "major",
"published_at": "2026-06-26T03:25:21Z"
},
{
"tag": "v2.9.17",
"kind": "patch",
"published_at": "2026-06-19T23:02:48Z"
},
{
"tag": "v2.9.16",
"kind": "patch",
"published_at": "2026-06-19T19:08:53Z"
},
{
"tag": "v2.9.15",
"kind": "patch",
"published_at": "2026-06-19T18:06:00Z"
},
{
"tag": "v2.9.14",
"kind": "patch",
"published_at": "2026-06-19T17:59:57Z"
},
{
"tag": "v2.9.13",
"kind": "patch",
"published_at": "2026-06-19T15:10:24Z"
},
{
"tag": "v2.9.12",
"kind": "patch",
"published_at": "2026-06-19T00:19:58Z"
},
{
"tag": "v2.9.11",
"kind": "patch",
"published_at": "2026-06-19T00:06:58Z"
},
{
"tag": "v2.9.10",
"kind": "patch",
"published_at": "2026-06-18T23:38:31Z"
},
{
"tag": "v2.9.9",
"kind": "patch",
"published_at": "2026-06-18T23:21:39Z"
},
{
"tag": "v2.9.8",
"kind": "patch",
"published_at": "2026-06-18T22:35:13Z"
},
{
"tag": "v2.9.7",
"kind": "patch",
"published_at": "2026-06-18T21:44:59Z"
},
{
"tag": "v2.9.6",
"kind": "patch",
"published_at": "2026-06-18T20:41:29Z"
},
{
"tag": "v2.9.5",
"kind": "patch",
"published_at": "2026-06-18T16:30:13Z"
},
{
"tag": "v2.9.4",
"kind": "patch",
"published_at": "2026-06-17T19:14:07Z"
},
{
"tag": "v2.9.3",
"kind": "patch",
"published_at": "2026-06-16T19:54:27Z"
},
{
"tag": "v2.9.2",
"kind": "patch",
"published_at": "2026-06-15T18:46:07Z"
},
{
"tag": "v2.9.1",
"kind": "patch",
"published_at": "2026-06-14T14:55:40Z"
},
{
"tag": "v2.9.0",
"kind": "minor",
"published_at": "2026-06-14T14:22:43Z"
},
{
"tag": "v2.8.3",
"kind": "patch",
"published_at": "2026-06-10T11:45:28Z"
},
{
"tag": "v2.8.2",
"kind": "patch",
"published_at": "2026-06-05T01:33:40Z"
},
{
"tag": "v2.8.1",
"kind": "patch",
"published_at": "2026-06-04T18:54:49Z"
},
{
"tag": "v2.8.0",
"kind": "minor",
"published_at": "2026-06-02T14:37:03Z"
},
{
"tag": "v2.7.14",
"kind": "patch",
"published_at": "2026-06-01T20:02:34Z"
},
{
"tag": "v2.7.13",
"kind": "patch",
"published_at": "2026-05-31T14:39:56Z"
},
{
"tag": "v2.7.12",
"kind": "patch",
"published_at": "2026-05-30T11:30:44Z"
},
{
"tag": "v2.7.11",
"kind": "patch",
"published_at": "2026-05-29T14:25:34Z"
},
{
"tag": "v2.7.10",
"kind": "patch",
"published_at": "2026-05-28T15:41:43Z"
},
{
"tag": "v2.7.9",
"kind": "patch",
"published_at": "2026-05-28T13:13:19Z"
},
{
"tag": "v2.7.8",
"kind": "patch",
"published_at": "2026-05-28T10:15:13Z"
},
{
"tag": "v2.7.7",
"kind": "patch",
"published_at": "2026-05-27T18:30:14Z"
},
{
"tag": "v2.7.6",
"kind": "patch",
"published_at": "2026-05-27T10:01:16Z"
},
{
"tag": "v2.7.5",
"kind": "patch",
"published_at": "2026-05-26T04:09:16Z"
},
{
"tag": "v2.7.4",
"kind": "patch",
"published_at": "2026-05-26T03:11:43Z"
},
{
"tag": "v2.7.3",
"kind": "patch",
"published_at": "2026-05-26T00:18:32Z"
},
{
"tag": "v2.7.2",
"kind": "patch",
"published_at": "2026-05-25T22:23:44Z"
},
{
"tag": "v2.7.1",
"kind": "patch",
"published_at": "2026-05-25T21:16:40Z"
},
{
"tag": "v2.7.0",
"kind": "minor",
"published_at": "2026-05-19T18:13:01Z"
},
{
"tag": "v2.6.7",
"kind": "patch",
"published_at": "2026-05-19T03:49:50Z"
},
{
"tag": "v2.6.6",
"kind": "patch",
"published_at": "2026-04-20T21:17:40Z"
},
{
"tag": "v2.6.5",
"kind": "patch",
"published_at": "2026-04-19T17:59:09Z"
},
{
"tag": "v2.6.4",
"kind": "patch",
"published_at": "2026-04-14T17:11:16Z"
},
{
"tag": "v2.6.3",
"kind": "patch",
"published_at": "2026-04-08T17:07:15Z"
},
{
"tag": "v2.6.2",
"kind": "patch",
"published_at": "2026-04-01T05:50:32Z"
},
{
"tag": "v2.6.1",
"kind": "patch",
"published_at": "2026-04-01T03:30:07Z"
},
{
"tag": "v2.6.0",
"kind": "minor",
"published_at": "2026-03-31T12:05:05Z"
},
{
"tag": "v2.5.3",
"kind": "patch",
"published_at": "2026-03-24T19:54:16Z"
},
{
"tag": "v2.5.2",
"kind": "patch",
"published_at": "2026-03-17T00:32:24Z"
},
{
"tag": "v2.5.1",
"kind": "patch",
"published_at": "2026-03-06T23:08:33Z"
},
{
"tag": "v2.5.0",
"kind": "minor",
"published_at": "2026-03-06T01:11:37Z"
},
{
"tag": "v2.4.2",
"kind": "patch",
"published_at": "2026-02-04T22:08:01Z"
},
{
"tag": "v2.4.1",
"kind": "patch",
"published_at": "2026-01-20T12:05:53Z"
},
{
"tag": "v2.4.0",
"kind": "minor",
"published_at": "2026-01-16T01:51:41Z"
},
{
"tag": "v2.3.0",
"kind": "minor",
"published_at": "2025-12-15T22:35:18Z"
},
{
"tag": "v2.2.6",
"kind": "patch",
"published_at": "2025-12-05T15:50:22Z"
},
{
"tag": "v2.2.5",
"kind": "patch",
"published_at": "2025-12-03T03:26:35Z"
},
{
"tag": "v2.2.4",
"kind": "patch",
"published_at": "2025-11-26T20:59:48Z"
},
{
"tag": "v2.2.3",
"kind": "patch",
"published_at": "2025-11-15T13:29:33Z"
},
{
"tag": "v2.2.2",
"kind": "patch",
"published_at": "2025-11-10T03:07:14Z"
},
{
"tag": "v2.2.1",
"kind": "patch",
"published_at": "2025-10-22T02:19:15Z"
},
{
"tag": "v2.2.0",
"kind": "minor",
"published_at": "2025-10-16T11:50:10Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2025-10-03T03:55:00Z"
},
{
"tag": "v2.1.2",
"kind": "patch",
"published_at": "2025-10-03T03:42:32Z"
},
{
"tag": "v2.1.1",
"kind": "patch",
"published_at": "2025-09-22T15:27:12Z"
},
{
"tag": "v2.1.0",
"kind": "minor",
"published_at": "2025-09-01T20:08:21Z"
},
{
"tag": "v2.0.5",
"kind": "patch",
"published_at": "2025-08-26T20:22:43Z"
},
{
"tag": "v2.0.4",
"kind": "patch",
"published_at": "2025-08-21T11:36:00Z"
},
{
"tag": "v2.0.3",
"kind": "patch",
"published_at": "2025-08-19T18:17:04Z"
},
{
"tag": "v2.0.1",
"kind": "patch",
"published_at": "2025-08-10T00:01:02Z"
},
{
"tag": "v2.0.2",
"kind": "patch",
"published_at": "2025-08-08T20:14:04Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2025-07-16T03:04:19Z"
},
{
"tag": "v2.0.0",
"kind": "major",
"published_at": "2025-07-16T03:02:22Z"
}
],
"recent_commits": [
{
"oid": "4a41117693edb04e16e0f16ba847ec4725f46853",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 0b86c0d4-1330-409b-8fcf-7a88a396085b",
"is_bot": false,
"headline": "Remove temporary OIDC write smoke workflow (#584)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T14:00:28Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "06cb425d128db879072930c46fe487f9698849b9",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 0b86c0d4-1330-409b-8fcf-7a88a396085b",
"is_bot": false,
"headline": "Add temporary OIDC write smoke workflow (#581)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T13:57:22Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "e30554c812d9e92d82d3cd846a396fc133d7c10a",
"body": "Confine Copilot deployments to the evaluation resource group",
"is_bot": false,
"headline": "Merge pull request #579 from Azure/placerda-feature-copilot-azure-oidc",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T13:48:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a99c7c6d245241dd42bf965e85bb344d4cae36f",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: 1d0ca8a2-8b81-469b-bff3-cf1fb506ea78",
"is_bot": false,
"headline": "Finalize confined Copilot setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T13:47:12Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "a4536b00552b62f0a076b8dafeeb95e0b44cbe59",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: 1d0ca8a2-8b81-469b-bff3-cf1fb506ea78",
"is_bot": false,
"headline": "Confine Copilot deployments to evaluation RG",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T13:45:01Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "9c82dd917a6a80854d3882cd0f826dbe019c8169",
"body": "Configure Copilot Azure access with OIDC",
"is_bot": false,
"headline": "Configure Copilot Azure access with OIDC (#578)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T13:18:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d85f97f7ae1ce423ed2abf3d6b0fb5fe4534ca26",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 1d0ca8a2-8b81-469b-bff3-cf1fb506ea78",
"is_bot": false,
"headline": "Remove temporary OIDC smoke workflow",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T13:17:53Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "ca064c32069a4fc10a0d0399ea21e19d0f8eee63",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 1d0ca8a2-8b81-469b-bff3-cf1fb506ea78",
"is_bot": false,
"headline": "Configure Copilot Azure OIDC",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-26T13:14:04Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "45c1ae8c81ea2c85ddbffb5df8850e62b6300053",
"body": "Reorganize repository guidance into a stable agent contract, scoped instructions, specialized engineering agents, and reusable GPT-RAG skills. Add validation for the declarative assets while preserving release, branching, and documentation policy.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: 5fb4d435-911e-4149-aef6-5f393697c46e",
"is_bot": false,
"headline": "feat: organize Copilot engineering agents (#577)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-25T19:12:38Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "4ee389d64e9fa3221be5c92fb0c5a2c95e2963b4",
"body": "Adds the architecture decision record for packaging the GPT-RAG orchestration\nas a Microsoft Foundry hosted agent (Option 1), with the orchestrator Container\nApps becoming optional behind a provisioning flag. Preserving native\ndocument-level security via Foundry IQ and Azure AI Search is a non-negotiable\nrequirement.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: 7a57381c-4bb7-4bc7-acf5-4cc7b56f5536",
"is_bot": false,
"headline": "docs: add ADR-0001 on supporting Foundry hosted agents",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-24T20:51:35Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "dea72c7102b6b356e49b3862b0e0a6efee40b42a",
"body": "Publish the disabled-by-default governance baseline from #571 with Key Vault-backed HMAC pseudonymization and additive Search provenance migration. Pin orchestrator v3.8.0 and ingestion v2.5.0, and record the runtime validation limits without overclaiming.\\n\\nDocs PR #574 is merged. Close #571 only after the GitHub release is published.\\n\\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore(release): v3.7.0 (#575)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-21T13:31:17Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "a10b42ff158448a8821d42d04b48bd7a4aef1082",
"body": "Release generic approved preconfigured MCP Server knowledge sources as Preview and disabled by default. Pin orchestrator v3.7.0, preserve v3.5.1 history, and exclude unrelated dependency updates.\n\nCloses release preparation for #567; the issue is closed after publication and docs verification.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore(release): v3.6.0 (#570)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-19T15:42:36Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f0cc75396094767c5babd411b6631cc880bfa94c",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\nCopilot-Session: a95443c4-3b7b-49f4-95cc-486870e6de50",
"is_bot": false,
"headline": "chore: pin orchestrator v3.5.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-15T18:12:33Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "53e79614d82a9385aa2385967b15e3ab3e5cb900",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: 37105e3a-7d9e-4431-906c-586e1938220b",
"is_bot": false,
"headline": "chore: pin orchestrator v3.5.0 and update CHANGELOG for platform v3.5.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T18:51:24Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "51e0ea390176020f122e44c6944b09e28b54cfc4",
"body": "…ssthrough (#564)\n\nAdds the fifth Foundry IQ knowledge source kind, web, backed by Grounding with Bing.\n\n- postProvision.ps1: seed the four WEB_GROUNDING_* keys under label gpt-rag.\n\n- search.settings.j2: expose the same keys to the search config renderer.\n\n- search.j2: parse allowed/blocked domain \n[…]\nBRIC_IQ_ENABLED, FABRIC_DATA_AGENT_ENABLED) flow purely via azd env into App Config, and web grounding follows the same precedent.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(foundry-iq): add web grounding KS registration and App Config pa…",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T18:50:02Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "719a841b955cb056143eb5a41614d82c58f8699e",
"body": "…ew) (#562)\n\nAdds preview support for Foundry IQ's server-side SharePoint Indexed\nknowledge source (kind: indexedSharePoint, API 2026-05-01-preview) to\nthe search template pipeline and platform bootstrap seeds.\n\n- config/search/search.settings.j2: expose 5 SHAREPOINT_INDEXED_* keys\n- config/search/s\n[…]\ncted (or Sites.Read.All) remain documented\nmanual steps, per the plan.\n\n\nCopilot-Session: 37105e3a-7d9e-4431-906c-586e1938220b\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(search): add SharePoint Indexed knowledge source template (previ…",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T18:47:13Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "d6e669b7087b87c42901cb30b2f0cc71f8e7c6e3",
"body": "…(#559)\n\nAdds four opt-in OneLake knowledge source keys under the gpt-rag label\nso operators can flip the flag and target a Fabric workspace / lakehouse\nwithout knowing the exact key names. Defaults keep OneLake disabled.\n\n- ONELAKE_KS_ENABLED (default false)\n- ONELAKE_KNOWLEDGE_SOURCE_NAME (default\n[…]\nypically\ndoes not hold, and a silent 403 fallback would be misleading.\n\n\nCopilot-Session: 37105e3a-7d9e-4431-906c-586e1938220b\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: seed indexedOneLake KS App Configuration keys in postProvision …",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T18:46:06Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "9f678353a48c62161f4607bf8830e7629e989adb",
"body": "Add three new App Configuration keys (label 'gpt-rag') to accompany the\norchestrator's SharePoint remote (Copilot Retrieval API) knowledge source:\n\n- SHAREPOINT_REMOTE_ENABLED (default false)\n- SHAREPOINT_REMOTE_KNOWLEDGE_SOURCE_NAME (default empty)\n- SHAREPOINT_REMOTE_FILTER_EXPRESSION_ADD_ON (defa\n[…]\nrn so\nre-provisioning preserves any value already set by the operator.\n\n\nCopilot-Session: 37105e3a-7d9e-4431-906c-586e1938220b\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: seed SHAREPOINT_REMOTE_* app config keys (#558)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T18:44:49Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ecdb4a4590c136758e4aab6058205cb94816c205",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n# Conflicts:\n#\tCHANGELOG.md",
"is_bot": false,
"headline": "chore: sync main into develop after v3.4.3",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T16:01:16Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "baa876aec7b8391236bee26bbeefec6b65ad188e",
"body": "* fix(post-provision): seed WORK_IQ_* and FABRIC_IQ_* App Config keys (#552)\n\nscripts/postProvision.ps1::Set-GptRagAppConfiguration explicitly seeded\nevery FOUNDRY_IQ_* App Configuration key but left the WORK_IQ_* and\nFABRIC_IQ_* keys (added in v3.3.0 and v3.4.0) to be populated as a\nside-effect of \n[…]\nHANGELOG explaining the mismatch and the fix.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.3 (#557)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T16:00:21Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "33382452b1627d8d36a9f076782bb30a72242f65",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: merge main and reopen changelog after v3.4.2",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:53:42Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "9d41565c5f8272e4e9e3672ec0a827ad2f94f488",
"body": "* fix(post-provision): seed WORK_IQ_* and FABRIC_IQ_* App Config keys (#552)\n\nscripts/postProvision.ps1::Set-GptRagAppConfiguration explicitly seeded\nevery FOUNDRY_IQ_* App Configuration key but left the WORK_IQ_* and\nFABRIC_IQ_* keys (added in v3.3.0 and v3.4.0) to be populated as a\nside-effect of \n[…]\n@users.noreply.github.com>\n\n* release: v3.4.2\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.2 (#555)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:52:58Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "10554d1593bdcda68904bfae85d5b6a6eb669512",
"body": "Adds parallel Fabric Data Agent (fabricDataAgent) knowledge source\nsupport alongside Work IQ and Fabric ontology. Feature is opt-in via\nFABRIC_DATA_AGENT_ENABLED and defaults off.\n\n- search.j2: emit fabricDataAgent KS + KB reference when enabled.\n- search.settings.j2: expose four FABRIC_DATA_AGENT_*\n[…]\nsts, all 25 pass.\n- manifest.json: bump orchestrator pin to v3.4.0 for paired retrieve support.\n- CHANGELOG: Unreleased entry.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: fabric data agent knowledge source support (#554)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:51:59Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8b0f361d4a74a96286a266257bf4b81fd2284238",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: merge main into develop after v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:48:27Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f63c929415ba4442685fcecd0f17669163fd4d8d",
"body": "release: v3.4.1",
"is_bot": false,
"headline": "Merge pull request #553 from Azure/release/3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a94c1a02f3102a895aa7c091365da689629d4138",
"body": "Fixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:17Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3b9f0e3e4198cb2fdafb775725654ff6eb19531a",
"body": "…#552)\n\nscripts/postProvision.ps1::Set-GptRagAppConfiguration explicitly seeded\nevery FOUNDRY_IQ_* App Configuration key but left the WORK_IQ_* and\nFABRIC_IQ_* keys (added in v3.3.0 and v3.4.0) to be populated as a\nside-effect of config/search/setup.py rendering search.settings.j2.\n\nThat meant opera\n[…]\na fresh\nprovision registers the keys with their defaults and operators can flip\nthem from the App Configuration blade.\n\nFixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(post-provision): seed WORK_IQ_* and FABRIC_IQ_* App Config keys (…",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:12:29Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "397940a394869b89cca80d46daa41a53c76a3e07",
"body": "release: v3.4.0",
"is_bot": false,
"headline": "Merge pull request #550 from Azure/release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T19:56:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b7d712efa5c4d31fe8963d9862d4bb12676bfe3",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main' into release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:58:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f589f40e23f2c37a4d8fffe01d2815ed3cc4009d",
"body": "Cut v3.4.0 release notes from Unreleased and bump manifest pins:\ntop-level tag v3.3.0 -> v3.4.0 and gpt-rag-orchestrator pin\nv3.2.0 -> v3.3.0.\n\nv3.4.0 adds Fabric IQ (Microsoft Fabric ontology) as an optional\nFoundry IQ knowledge source, gated by FABRIC_IQ_ENABLED and default\noff. Landing zone is a no-op for this release. Live Fabric query\nvalidation is deferred to a Fabric-capable tenant.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:26:48Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "4aff249f28353b605be9d849ef2fedc4ef7573f9",
"body": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"is_bot": false,
"headline": "Merge pull request #549 from Azure/feature/fabric-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:22:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a164f12944f2bb466fc24b46896b7abe7b952e0",
"body": "Adds a fabricOntology knowledge source to the Foundry IQ knowledge base\n\nwhen FABRIC_IQ_ENABLED is truthy and all three binding fields\n\n(FABRIC_IQ_KNOWLEDGE_SOURCE_NAME, FABRIC_IQ_WORKSPACE_ID, FABRIC_IQ_ONTOLOGY_ID)\n\nare set. Mirrors the Work IQ integration shape shipped in v3.3.0.\n\n- search.j2: em\n[…]\ntests mirroring the Work IQ suite.\n\nPairs with orchestrator v3.3.0 (retrieve-time Fabric IQ support).\n\nRefs: Azure/GPT-RAG#543\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:15:01Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5034b56a3b75c73d713542b015574a717561ef4d",
"body": "The docs page for retrieval backends was reorganized in Azure/GPT-RAG-docs\ninto a new Grounding sources subgroup. Point the README at the new\noverview page so first-time operators land on the entry point instead\nof the old dense retrieval backend page.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: update README link to new grounding overview page",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:02:56Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "41cdd0a8ebdf4c5551b08a768fe46144748ad37d",
"body": "Removes the Network-isolated deployments and Retrieval backend configuration\nsections from the README and replaces them with a short Getting started block\npointing to the documentation site. The README is meant to be a landing page,\nnot a manual.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: slim README, defer deployment and retrieval details to docs site",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:41:39Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fdf8f7da7cd69eb7ad70d411a123b0ba82d3c279",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: remove em-dashes from README intro paragraph",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "942db8e5128e626b6003e8529b3f7ce0198cd4c9",
"body": "Break the wall-of-text 'Network-isolated deployments' section into scannable\nsubsections (Preflight checks, Automated and unattended provisioning,\nContainer image builds) with bullets for the bypass flags.\n\nSimplify 'Retrieval backend configuration' to say plainly which backend is\nwhich and how to p\n[…]\ninto the README. The full operator guide (patterns, security modes,\nbilling, rollback, limitations) is linked out to the docs.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: reformat README network-isolated and retrieval sections",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:02Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f7f374969163c1f86a520f8e7b74f3ddd8752356",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: reopen changelog after v3.3.0 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:10:06Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "889a63e343c0b37654c4be44f1ddb1b16608e1d2",
"body": "release: v3.3.0",
"is_bot": false,
"headline": "Merge pull request #548 from Azure/release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "700b98535a8dde2236140973a033383528e9b4d1",
"body": "Keep the release/3.3.0 changes (Work IQ [v3.3.0] section, manifest tag\nv3.3.0 and orch pin v3.2.0). Let the [v3.0.7] retroactive entry from main\nflow through below.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge origin/main into release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:12Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "17b572f8b761081437d3713c4a0db2413b75f9e9",
"body": "Work IQ knowledge source support (opt-in)",
"is_bot": false,
"headline": "Merge pull request #547 from Azure/feature/work-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:07:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5cfff452ca5f8d3e33aebdea15e55e05c42739ac",
"body": "- manifest.json: gpt-rag tag v3.2.0 -> v3.3.0, orchestrator pin v3.1.1 -> v3.2.0\n- CHANGELOG: [v3.3.0] Unreleased -> [v3.3.0] - 2026-07-10, add Changed section\n documenting the orchestrator pin bump, add Component versions table per\n release convention.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator pin to v3.2.0 and cut v3.3.0 release notes",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:06:44Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2d3ddac10393630af4e3b337fed9d371d7933ec8",
"body": "Adds an optional Microsoft 365 Work IQ knowledge source to Foundry IQ deployments.\n\nRendered when RETRIEVAL_BACKEND=foundry_iq, WORK_IQ_ENABLED=true, and WORK_IQ_KNOWLEDGE_SOURCE_NAME is set. Includes a soft Microsoft Graph preflight for admin consent on the Work IQ service principal (appId fdcc1f02\n[…]\ntrator pin bump is deferred to a follow-up commit once the paired gpt-rag-orchestrator release is tagged.\n\nRefs: Azure/gpt-rag#543\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Work IQ knowledge source support (opt-in, default-off)",
"author_name": "placerda",
"author_login": null,
"committed_at": "2026-07-10T14:54:16Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "94b4bf39dd98e01be0005e0015ee46f3be8fe104",
"body": "chore: bump orchestrator to v3.1.1",
"is_bot": false,
"headline": "Merge pull request #545 from Azure/feature/bump-orchestrator-3-1-1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be6e9a44693c417e99e19bd8c5e37e0827f885a3",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator to v3.1.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:10Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "960faa67d9a8f88a85b8f56a67d657681dd7d9e0",
"body": "Add opt-in Foundry IQ conversational knowledge source support for chat-uploaded files in Pattern A deployments.\\n\\nValidated locally with python -m pytest config/search/tests.",
"is_bot": false,
"headline": "feat(foundry-iq): serve UI file uploads in Pattern A (v3.2.0)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-02T23:55:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8f0b81f3f51d0275d2b1d2b7e1d1bf71ad9403c4",
"body": "* Wire Foundry IQ defaults into deployment parameters\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Fix Foundry IQ standard extraction setup\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v3.0.7\n\nCo-authored-by: Copilot <223556219+Copilot\n[…]\nelog with postProvision CAF fix + full validation\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.1.0 - AI Landing Zone v2.2.0 (CAF naming default) (#541)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-01T10:45:27Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "dc0afd97a3eef64cea0a9a433394b680c6c79574",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.7",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-29T17:03:35Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6ee28d08b8fa6be3a2a3ef26f349ca90f5728e15",
"body": "Release GPT-RAG v3.0.6.",
"is_bot": false,
"headline": "v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:27:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec3818761b82a15e18553013d493f9500fae4876",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:25:56Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f4c756f7a28f666f22828a8b3ed0782e73031253",
"body": "Adds a regional preflight gate before long provisioning runs.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Add regional preflight gate",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:22:24Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "7568368fb98cedf316690aff6098e6dd99611eb8",
"body": "v3.0.5",
"is_bot": false,
"headline": "Merge pull request #534 from Azure/release/v3.0.5",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c84738cf28f35ab3e7e48127610f2f2343490f52",
"body": "Bumps AI Landing Zone pin to v2.1.4, which fixes capability host subnet\ndelegation casing (Microsoft.app -> Microsoft.App) and unblocks ZT +\nFoundry IQ provisioning. Closes bicep-ptn-aiml-landing-zone#110 from the\nGPT-RAG consumption side.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.5 - unblock Zero Trust + Foundry IQ",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:25Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "b09b7efd964b127526ce1fd4f48ece7897238256",
"body": "release: v3.0.4 - Foundry IQ pin alignment",
"is_bot": false,
"headline": "Merge pull request #533 from Azure/develop",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:43:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a701a43ae738d96b268b17ed12faba90b85c03bd",
"body": "main was at v2.9.17 and had never received the v3.0.x line that landed\non develop. Merging main forward into develop so the develop -> main PR\nfor v3.0.4 fast-forwards cleanly and preserves the v2.9.16 CHANGELOG\nentry that only existed on main.\n\nConflict resolution:\n- manifest.json: kept develop's v\n[…]\ne auto-merge\n collapsed, and inserted main's v2.9.16 entry between v3.0.1 and\n v2.9.15 so no released changelog history is lost.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge main into develop for v3.0.4 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:41:56Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "fb78629ec8b25f8aba1b63cfbbdca56e72be25c0",
"body": "Cuts GPT-RAG v3.0.4. Aligns the Foundry IQ release train end to end so\nmanifest.json, the infra submodule, and the runtime defaults all match what\nthe v3.0.x changelog entries and GitHub Release notes have been advertising.\n\n- manifest.json: bump tag to v3.0.4 and gpt-rag-orchestrator pin to v3.0.2\n\n[…]\nce ID used by query-time RBAC\n filtering.\n- CHANGELOG.md: add v3.0.4 entry summarizing the pin alignment and the\n search.j2 fix.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.4 - Foundry IQ pin alignment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:38:28Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "02d8f9b211d77ef45d975b823ab3b70be89c6887",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Pin AILZ v2.1.3 for Zero Trust deployment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:34:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bc4263853120bf7d084b83fefa02af085ff32bbe",
"body": "Switch the native Foundry IQ Blob Knowledge Source default content extraction mode from minimal to standard so scanned and image-only PDFs are ingested with OCR by default. Under minimal, such PDFs ingested with empty content and were silently unsearchable.\n\nDocument the prereqs, limits, billing, and immutability of the new default in CHANGELOG, and point operators with text-only PDFs at the FOUNDRY_IQ_CONTENT_EXTRACTION_MODE=minimal opt-down.",
"is_bot": false,
"headline": "Default FOUNDRY_IQ_CONTENT_EXTRACTION_MODE to standard (#532)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T17:08:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca365cf162c77259fec2f2338ecff883ffbe3129",
"body": "Fix native Foundry IQ Blob setup",
"is_bot": false,
"headline": "Merge pull request #531 from Azure/fix-foundry-iq-blob-setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:20:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35893512e74e444d87b14b6e77a8c25b5d648e17",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix native Foundry IQ Blob setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:19:01Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d17b2e149a0e3c9f25f957470165320ec5e37032",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Prepare GPT-RAG v3.0.1 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:49:21Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "1f79827800ce8ef967008d9c4364de766832ecde",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Default Foundry IQ to native blob ingestion",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:48:30Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "edf1a62615c8f2850bd1968317495353ab66c0bf",
"body": "Adds GPT-RAG v3.0.0 configuration and pins for Foundry IQ retrieval support.\\n\\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add Foundry IQ retrieval configuration",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:25:01Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bd80e390ce60a9acdb4e73bd7f3461ad0a82f3a5",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator to v2.8.13 (v2.9.17)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T23:02:33Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2e481a7e02aa0e638253f35ce58756d33571fe1e",
"body": "* release: v2.9.14 - bump orchestrator pin to v2.8.11 (#521)\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v2.9.15 - bump ingestion pin to v2.4.13 (#523)\n\nCo-authored-by: Paulo Lacerda <paulolacerda@micr\n[…]\n\n---------\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: Paulo Lacerda <paulolacerda@microsoft.com>",
"is_bot": false,
"headline": "release: v2.9.16 (#525)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T19:08:30Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f9c3a2270c4953efeab84365a1e826dd9ee8bf51",
"body": null,
"is_bot": false,
"headline": "Merge tag v2.9.15 into develop",
"author_name": "Paulo Lacerda",
"author_login": null,
"committed_at": "2026-06-19T18:06:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33a5e95f98f7fef3e204d3f34ccd95f046db7dda",
"body": "* release: v2.9.14 - bump orchestrator pin to v2.8.11 (#521)\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v2.9.15 - bump ingestion pin to v2.4.13 (#523)\n\nCo-authored-by: Paulo Lacerda <paulolacerda@micr\n[…]\n\n---------\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: Paulo Lacerda <paulolacerda@microsoft.com>",
"is_bot": false,
"headline": "release: v2.9.15 - bump ingestion pin to v2.4.13 (#524)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T18:05:40Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3583fb046838b4e8fd24b4c40b0c6093d46926d5",
"body": "Co-authored-by: Paulo Lacerda <paulolacerda@microsoft.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.15 - bump ingestion pin to v2.4.13 (#523)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T18:05:14Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "ae677e626eb0f1598b6efac59a91077f21ded0aa",
"body": null,
"is_bot": false,
"headline": "chore: merge main back into develop after v2.9.14",
"author_name": "placerda",
"author_login": "placerda",
"committed_at": "2026-06-19T18:00:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19cd1aa93af9c90d3adf613c975a0fe914926f90",
"body": "Co-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.14 - bump orchestrator pin to v2.8.11 (#521) (#522)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T17:59:29Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "90207ac598854236293f7544420c678618d7fa5d",
"body": "Co-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.14 - bump orchestrator pin to v2.8.11 (#521)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T17:59:04Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "cf73ee77df4e535a2aa2738672d0cc104e365e3f",
"body": "Bump orchestrator pin to v2.8.10 (dashboard P1 patch #241).\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.13 (#520)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T15:09:37Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "a4ab9d1929f05965dd63595f731a9c0afbd95027",
"body": "Operator-reported follow-up patch. Bumps the ingestion pin from v2.4.11 to v2.4.12, which fixes misleading placeholders on the Configuration tab. 15 inputs updated; placeholders now describe what an empty field means at runtime (Not configured / Default: <value>) instead of duplicating the example shown in the helper text.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.12 - bump ingestion pin to v2.4.12 (#519)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T00:19:30Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3737ee92fedb7fd4b36c54f4e7db0c7d1d6c4f62",
"body": "Patch release bundling five operator-reported polish fixes against the\nv2.9.10 Queue panel (Azure/gpt-rag-ingestion#247):\n- Run-now toast says \"Started\" / \"is already running\" (was \"Queued\")\n- /api/jobs/queue cron field now reads from the live trigger\n- Panel bursts to 1s poll for 15s after each Run\n[…]\n(default collapsed, localStorage)\n- New \"Last run\" column sourced from /api/jobs/queue last_run field\n\nNo other component changed.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore(release): v2.9.11 — bump ingestion pin to v2.4.11 (#518)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T00:06:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "1fd70bca3d760875466258ab059732a2ffc5833c",
"body": "release/2.9.10",
"is_bot": false,
"headline": "Merge pull request #517 from Azure/release/2.9.10",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T23:38:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1bc2955a8dd4e51504508190d001bd6a0bb768c",
"body": "Bumps the ingestion component pin to v2.4.10, which adds the operator\ndashboard queue and next-run ETA panel (Azure/gpt-rag-ingestion#247).\nNo other component changed.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.10 — bump ingestion pin to v2.4.10 (#247)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T23:37:38Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f7cb5753ac35101718f22565daa8b50e91c3e338",
"body": "release: v2.9.9",
"is_bot": false,
"headline": "Merge pull request #516 from Azure/release/2.9.9",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T23:21:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "39dcf7d8126ff0f4ce7be0593b9b089326a1489e",
"body": "…low-up)\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.9 - bump ingestion to v2.4.9 (Configuration tab fix fol…",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T23:20:55Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fcd720fc785a1103ffe01f8317c34fe55d48b226",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: merge main back into develop after v2.9.8",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T22:35:28Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "9a6fb63ba69feeff733050e28ca3a5a6277df317",
"body": "v2.9.8",
"is_bot": false,
"headline": "Merge pull request #515 from Azure/release/2.9.8",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T22:34:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d7942e7f4ea0fb3de353f8715d2477035b5a6cf",
"body": "Bump ingestion pin from v2.4.7 to v2.4.8 to pick up the Configuration\ntab fix (Azure/gpt-rag-ingestion#242). No other component changed.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: prepare release v2.9.8",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T22:34:25Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d2e44e5b7a0b30b76c0fa36b799cd4a1b5a36808",
"body": "Prepare release v2.9.7",
"is_bot": false,
"headline": "Merge pull request #514 from Azure/release/2.9.7",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T21:44:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dd475176a071a612d1078eee109dbd5c36f85292",
"body": "Bump AI Landing Zone pin v2.0.19 -> v2.0.20 (preflight quota fix #103).\n\nNo component code changes; orchestrator/ingestion/UI pins unchanged from v2.9.6.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: prepare release v2.9.7",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T21:44:08Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "29bdde406bea61eab273bba5c56c523aa4ee153a",
"body": "chore: release v2.9.6",
"is_bot": false,
"headline": "Merge pull request #513 from Azure/release/2.9.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T20:41:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be19f6a46059e1341dfd826f95696751db1b241d",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: prepare release v2.9.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T20:40:58Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d20482b96469c0d1588e4329050c4ec8c5d459fa",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Prepare v2.9.5 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-18T16:29:20Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fbf50c4dac0d0e2fc0f49f239008c660bc0b394a",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Improve historical GPT-RAG release notes",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-17T19:41:22Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "ca27c16ca31b28c830a33dc1a5ae993deb092607",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Clarify v2.9.4 release notes",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-17T19:33:26Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f7c92c56342e4c9ab43959ade2b31ebb72a71e17",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Prepare v2.9.4 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-17T19:11:48Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "87277fa2d14dae48fc58e11860c6ccb7801418f2",
"body": null,
"is_bot": false,
"headline": "Merge main into develop after v2.9.3 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-17T19:10:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d388014764b1c5d2846a3ac68ad9e90505b1fb9",
"body": "v2.9.3",
"is_bot": false,
"headline": "Merge pull request #504 from Azure/release/2.9.3",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-16T19:54:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6b4de847b957c37a7065159e698e2da2306c13ab",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Prepare v2.9.3 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-16T19:52:46Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fdfe0bc437428007486878a31f4b1e124ce25584",
"body": "Bump AI Landing Zone to v2.0.18",
"is_bot": false,
"headline": "Merge pull request #503 from Azure/feature/update-ailz-v2.0.18",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-16T19:49:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d43fc4d5fce633a4c81681bddfc40be92c3fcb32",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Bump AI Landing Zone to v2.0.18",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-16T19:46:02Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "11f2d81c7f48afcad828afc6bd9fe48af5a19d65",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main' into develop",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-15T18:46:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8d25ff101170fda7f60e5632376df34b6628dd32",
"body": "* feat(preflight): defer to landing zone v2.0.3 regional checks (#473)\n\nBumps infra submodule and manifest ailz_tag to v2.0.3, which extends\nInvoke-PreflightChecks.ps1 with the regional readiness block (subscription\ndrift, provider/location per resource, AI Search & Cosmos capacity\nwarnings, jumpbox\n[…]\ned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v2.9.2 (#501)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-15T18:45:04Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a60fc3d2fc288d49a722ad3af3bc73e466240c04",
"body": "Bumps [azure-identity](https://github.com/Azure/azure-sdk-for-python) from 1.21.0 to 1.25.3.\n- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)\n- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-identity_1.21.0...azure-identity_1.25.3)\n\n---\nupdated-depende\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump azure-identity from 1.21.0 to 1.25.3 in /config (#497)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-15T15:25:20Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "3ac6698edfcace0b42e8d317dc32207a83034cfa",
"body": "Bumps [requests](https://github.com/psf/requests) from 2.33.0 to 2.34.2.\n- [Release notes](https://github.com/psf/requests/releases)\n- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)\n- [Commits](https://github.com/psf/requests/compare/v2.33.0...v2.34.2)\n\n---\nupdated-dependencies:\n-\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump requests from 2.33.0 to 2.34.2 in /config (#499)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-15T15:25:06Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "12612f02247244cd79c38d03543ecdd132844fe7",
"body": "…ig (#500)\n\nBumps [azure-appconfiguration](https://github.com/Azure/azure-sdk-for-python) from 1.7.1 to 1.8.1.\n- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)\n- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-appconfiguration_1.7.1...azure-appconfigura\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump azure-appconfiguration from 1.7.1 to 1.8.1 in /conf…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-15T15:13:06Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ae3eed7ee4e13521bef5a5463d5c8e5664692fbe",
"body": null,
"is_bot": false,
"headline": "ci(dependabot): target develop branch",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-15T14:11:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae6c6124c1468d73b9687dc9f6230321df91956f",
"body": "# Conflicts:\n#\tCHANGELOG.md",
"is_bot": false,
"headline": "chore: sync develop with main after v2.9.1 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-14T14:56:04Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 90,
"commits_last_year": 338,
"latest_release_at": "2026-07-21T13:32:30Z",
"latest_release_tag": "v3.7.0",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 40,
"days_since_latest_release": 5,
"mean_days_between_releases": 2.2
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 100,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": []
},
"popularity": {
"forks": 313,
"stars": 1165,
"watchers": 19,
"fork_history": {
"days": [
{
"date": "2023-06-30",
"count": 2
},
{
"date": "2023-07-10",
"count": 1
},
{
"date": "2023-07-11",
"count": 1
},
{
"date": "2023-08-16",
"count": 1
},
{
"date": "2023-08-18",
"count": 3
},
{
"date": "2023-08-25",
"count": 1
},
{
"date": "2023-09-26",
"count": 1
},
{
"date": "2023-10-04",
"count": 1
},
{
"date": "2023-10-06",
"count": 1
},
{
"date": "2023-10-16",
"count": 1
},
{
"date": "2023-11-11",
"count": 1
},
{
"date": "2023-11-15",
"count": 2
},
{
"date": "2023-11-21",
"count": 1
},
{
"date": "2023-11-23",
"count": 1
},
{
"date": "2023-11-24",
"count": 1
},
{
"date": "2023-11-28",
"count": 1
},
{
"date": "2023-11-29",
"count": 1
},
{
"date": "2023-12-05",
"count": 1
},
{
"date": "2023-12-08",
"count": 1
},
{
"date": "2023-12-15",
"count": 1
},
{
"date": "2023-12-17",
"count": 1
},
{
"date": "2023-12-18",
"count": 1
},
{
"date": "2023-12-19",
"count": 2
},
{
"date": "2023-12-20",
"count": 6
},
{
"date": "2023-12-21",
"count": 1
},
{
"date": "2023-12-22",
"count": 1
},
{
"date": "2023-12-23",
"count": 1
},
{
"date": "2023-12-24",
"count": 1
},
{
"date": "2023-12-25",
"count": 3
},
{
"date": "2023-12-27",
"count": 2
},
{
"date": "2024-01-04",
"count": 1
},
{
"date": "2024-01-05",
"count": 1
},
{
"date": "2024-01-08",
"count": 3
},
{
"date": "2024-01-09",
"count": 1
},
{
"date": "2024-01-11",
"count": 1
},
{
"date": "2024-01-13",
"count": 1
},
{
"date": "2024-01-14",
"count": 1
},
{
"date": "2024-01-17",
"count": 3
},
{
"date": "2024-01-18",
"count": 2
},
{
"date": "2024-01-19",
"count": 3
},
{
"date": "2024-01-23",
"count": 1
},
{
"date": "2024-01-26",
"count": 1
},
{
"date": "2024-01-27",
"count": 1
},
{
"date": "2024-02-01",
"count": 1
},
{
"date": "2024-02-02",
"count": 1
},
{
"date": "2024-02-03",
"count": 1
},
{
"date": "2024-02-19",
"count": 1
},
{
"date": "2024-02-20",
"count": 1
},
{
"date": "2024-02-22",
"count": 1
},
{
"date": "2024-02-23",
"count": 1
},
{
"date": "2024-02-25",
"count": 1
},
{
"date": "2024-03-06",
"count": 1
},
{
"date": "2024-03-07",
"count": 3
},
{
"date": "2024-03-11",
"count": 1
},
{
"date": "2024-03-19",
"count": 1
},
{
"date": "2024-03-21",
"count": 1
},
{
"date": "2024-03-23",
"count": 1
},
{
"date": "2024-03-27",
"count": 1
},
{
"date": "2024-03-28",
"count": 2
},
{
"date": "2024-04-08",
"count": 1
},
{
"date": "2024-04-09",
"count": 1
},
{
"date": "2024-04-12",
"count": 1
},
{
"date": "2024-04-18",
"count": 1
},
{
"date": "2024-04-20",
"count": 1
},
{
"date": "2024-04-23",
"count": 1
},
{
"date": "2024-04-27",
"count": 1
},
{
"date": "2024-04-29",
"count": 1
},
{
"date": "2024-05-02",
"count": 1
},
{
"date": "2024-05-06",
"count": 1
},
{
"date": "2024-05-07",
"count": 3
},
{
"date": "2024-05-09",
"count": 1
},
{
"date": "2024-05-10",
"count": 1
},
{
"date": "2024-05-13",
"count": 1
},
{
"date": "2024-05-17",
"count": 1
},
{
"date": "2024-05-24",
"count": 1
},
{
"date": "2024-05-25",
"count": 1
},
{
"date": "2024-05-28",
"count": 1
},
{
"date": "2024-05-31",
"count": 1
},
{
"date": "2024-06-04",
"count": 1
},
{
"date": "2024-06-07",
"count": 1
},
{
"date": "2024-06-12",
"count": 1
},
{
"date": "2024-06-18",
"count": 1
},
{
"date": "2024-06-19",
"count": 1
},
{
"date": "2024-06-26",
"count": 2
},
{
"date": "2024-07-02",
"count": 1
},
{
"date": "2024-07-04",
"count": 1
},
{
"date": "2024-07-16",
"count": 1
},
{
"date": "2024-07-18",
"count": 1
},
{
"date": "2024-07-19",
"count": 2
},
{
"date": "2024-07-21",
"count": 1
},
{
"date": "2024-07-22",
"count": 2
},
{
"date": "2024-07-24",
"count": 1
},
{
"date": "2024-07-25",
"count": 2
},
{
"date": "2024-07-27",
"count": 1
},
{
"date": "2024-07-29",
"count": 1
},
{
"date": "2024-07-30",
"count": 1
},
{
"date": "2024-07-31",
"count": 1
},
{
"date": "2024-08-03",
"count": 1
},
{
"date": "2024-08-05",
"count": 1
},
{
"date": "2024-08-09",
"count": 1
},
{
"date": "2024-08-16",
"count": 1
},
{
"date": "2024-08-21",
"count": 1
},
{
"date": "2024-08-22",
"count": 1
},
{
"date": "2024-08-27",
"count": 1
},
{
"date": "2024-08-28",
"count": 1
},
{
"date": "2024-09-02",
"count": 1
},
{
"date": "2024-09-03",
"count": 1
},
{
"date": "2024-09-09",
"count": 1
},
{
"date": "2024-09-10",
"count": 1
},
{
"date": "2024-09-12",
"count": 1
},
{
"date": "2024-09-13",
"count": 3
},
{
"date": "2024-09-18",
"count": 2
},
{
"date": "2024-10-03",
"count": 1
},
{
"date": "2024-10-04",
"count": 1
},
{
"date": "2024-10-11",
"count": 1
},
{
"date": "2024-10-19",
"count": 1
},
{
"date": "2024-10-21",
"count": 2
},
{
"date": "2024-10-23",
"count": 2
},
{
"date": "2024-10-24",
"count": 1
},
{
"date": "2024-10-25",
"count": 1
},
{
"date": "2024-10-27",
"count": 1
},
{
"date": "2024-11-02",
"count": 1
},
{
"date": "2024-11-12",
"count": 1
},
{
"date": "2024-11-18",
"count": 1
},
{
"date": "2024-11-27",
"count": 1
},
{
"date": "2024-11-29",
"count": 1
},
{
"date": "2024-12-10",
"count": 1
},
{
"date": "2024-12-13",
"count": 1
},
{
"date": "2024-12-14",
"count": 1
},
{
"date": "2024-12-20",
"count": 1
},
{
"date": "2024-12-24",
"count": 1
},
{
"date": "2024-12-27",
"count": 1
},
{
"date": "2024-12-28",
"count": 1
},
{
"date": "2025-01-15",
"count": 1
},
{
"date": "2025-01-20",
"count": 1
},
{
"date": "2025-01-23",
"count": 1
},
{
"date": "2025-01-31",
"count": 1
},
{
"date": "2025-02-04",
"count": 1
},
{
"date": "2025-02-05",
"count": 1
},
{
"date": "2025-02-12",
"count": 1
},
{
"date": "2025-02-13",
"count": 1
},
{
"date": "2025-02-14",
"count": 2
},
{
"date": "2025-02-15",
"count": 1
},
{
"date": "2025-02-17",
"count": 1
},
{
"date": "2025-02-20",
"count": 1
},
{
"date": "2025-02-21",
"count": 2
},
{
"date": "2025-02-26",
"count": 1
},
{
"date": "2025-03-03",
"count": 1
},
{
"date": "2025-03-05",
"count": 2
},
{
"date": "2025-03-09",
"count": 1
},
{
"date": "2025-03-10",
"count": 1
},
{
"date": "2025-03-11",
"count": 2
},
{
"date": "2025-03-12",
"count": 1
},
{
"date": "2025-03-14",
"count": 1
},
{
"date": "2025-03-24",
"count": 1
},
{
"date": "2025-03-27",
"count": 1
},
{
"date": "2025-04-08",
"count": 1
},
{
"date": "2025-04-10",
"count": 1
},
{
"date": "2025-04-11",
"count": 1
},
{
"date": "2025-04-14",
"count": 2
},
{
"date": "2025-04-15",
"count": 1
},
{
"date": "2025-04-17",
"count": 1
},
{
"date": "2025-04-25",
"count": 2
},
{
"date": "2025-05-01",
"count": 1
},
{
"date": "2025-05-07",
"count": 1
},
{
"date": "2025-05-08",
"count": 1
},
{
"date": "2025-05-26",
"count": 1
},
{
"date": "2025-05-31",
"count": 1
},
{
"date": "2025-06-04",
"count": 2
},
{
"date": "2025-06-09",
"count": 1
},
{
"date": "2025-06-10",
"count": 1
},
{
"date": "2025-06-17",
"count": 1
},
{
"date": "2025-06-28",
"count": 1
},
{
"date": "2025-06-29",
"count": 2
},
{
"date": "2025-06-30",
"count": 2
},
{
"date": "2025-07-02",
"count": 1
},
{
"date": "2025-07-03",
"count": 2
},
{
"date": "2025-07-07",
"count": 1
},
{
"date": "2025-07-11",
"count": 1
},
{
"date": "2025-07-12",
"count": 1
},
{
"date": "2025-07-16",
"count": 1
},
{
"date": "2025-07-17",
"count": 1
},
{
"date": "2025-07-21",
"count": 1
},
{
"date": "2025-07-23",
"count": 1
},
{
"date": "2025-07-24",
"count": 1
},
{
"date": "2025-07-29",
"count": 1
},
{
"date": "2025-07-30",
"count": 1
},
{
"date": "2025-07-31",
"count": 1
},
{
"date": "2025-08-06",
"count": 2
},
{
"date": "2025-08-08",
"count": 1
},
{
"date": "2025-08-15",
"count": 1
},
{
"date": "2025-08-19",
"count": 1
},
{
"date": "2025-08-24",
"count": 1
},
{
"date": "2025-08-26",
"count": 1
},
{
"date": "2025-08-27",
"count": 1
},
{
"date": "2025-08-29",
"count": 1
},
{
"date": "2025-09-03",
"count": 1
},
{
"date": "2025-09-05",
"count": 1
},
{
"date": "2025-09-06",
"count": 1
},
{
"date": "2025-09-11",
"count": 1
},
{
"date": "2025-09-12",
"count": 1
},
{
"date": "2025-09-19",
"count": 1
},
{
"date": "2025-09-22",
"count": 1
},
{
"date": "2025-09-24",
"count": 1
},
{
"date": "2025-09-30",
"count": 1
},
{
"date": "2025-10-04",
"count": 1
},
{
"date": "2025-10-12",
"count": 1
},
{
"date": "2025-10-13",
"count": 1
},
{
"date": "2025-10-15",
"count": 1
},
{
"date": "2025-10-17",
"count": 1
},
{
"date": "2025-10-18",
"count": 1
},
{
"date": "2025-10-20",
"count": 1
},
{
"date": "2025-10-22",
"count": 1
},
{
"date": "2025-10-23",
"count": 1
},
{
"date": "2025-10-28",
"count": 2
},
{
"date": "2025-11-13",
"count": 1
},
{
"date": "2025-11-17",
"count": 1
},
{
"date": "2025-11-18",
"count": 1
},
{
"date": "2025-11-20",
"count": 1
},
{
"date": "2025-11-25",
"count": 1
},
{
"date": "2025-12-03",
"count": 1
},
{
"date": "2025-12-05",
"count": 1
},
{
"date": "2025-12-09",
"count": 2
},
{
"date": "2025-12-10",
"count": 2
},
{
"date": "2025-12-30",
"count": 1
},
{
"date": "2026-01-05",
"count": 1
},
{
"date": "2026-01-06",
"count": 1
},
{
"date": "2026-01-13",
"count": 1
},
{
"date": "2026-01-14",
"count": 1
},
{
"date": "2026-01-20",
"count": 1
},
{
"date": "2026-01-27",
"count": 1
},
{
"date": "2026-01-30",
"count": 2
},
{
"date": "2026-02-05",
"count": 1
},
{
"date": "2026-03-03",
"count": 1
},
{
"date": "2026-03-09",
"count": 1
},
{
"date": "2026-04-09",
"count": 1
},
{
"date": "2026-04-15",
"count": 1
},
{
"date": "2026-04-20",
"count": 1
},
{
"date": "2026-04-30",
"count": 1
},
{
"date": "2026-05-03",
"count": 1
},
{
"date": "2026-05-21",
"count": 1
},
{
"date": "2026-05-28",
"count": 1
},
{
"date": "2026-05-31",
"count": 1
},
{
"date": "2026-06-05",
"count": 1
},
{
"date": "2026-06-08",
"count": 1
},
{
"date": "2026-06-10",
"count": 1
},
{
"date": "2026-06-25",
"count": 1
},
{
"date": "2026-07-02",
"count": 2
},
{
"date": "2026-07-09",
"count": 1
},
{
"date": "2026-07-10",
"count": 2
},
{
"date": "2026-07-12",
"count": 1
},
{
"date": "2026-07-20",
"count": 1
},
{
"date": "2026-07-24",
"count": 1
}
],
"complete": true,
"collected": 304,
"total_forks": 313
},
"star_history": null,
"open_issues_and_prs": 1
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 87828,
"source_files_sampled": 18,
"oversized_source_files": 1,
"agent_instruction_files": [
".github/copilot-instructions.md",
".github/instructions/config-python.instructions.md",
".github/instructions/contracts.instructions.md",
".github/instructions/lifecycle-hooks.instructions.md",
".github/instructions/release.instructions.md",
"AGENTS.md"
],
"agent_instruction_max_bytes": 7839
},
"dependencies": {
"manifests": [
"config/requirements.txt",
"util/requirements.txt"
],
"advisories": {
"error": null,
"scope": "repository_graph",
"source": "osv",
"findings": [
{
"name": "click",
"direct": false,
"version": "8.2.1",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.2,
"advisory_ids": [
"PYSEC-2026-2132"
],
"fixed_version": "8.3.3",
"advisory_count": 1,
"oldest_advisory_days": 87
}
],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {
"high": 1
},
"advisory_count": 1,
"affected_count": 1,
"assessed_count": 11,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 1,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "azure-appconfiguration",
"direct": false,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "azure-identity",
"direct": false,
"version": "1.25.3",
"ecosystem": "pypi"
},
{
"name": "azure-keyvault-secrets",
"direct": false,
"version": "4.11.0",
"ecosystem": "pypi"
},
{
"name": "azure-mgmt-appcontainers",
"direct": false,
"version": "5.0.0",
"ecosystem": "pypi"
},
{
"name": "azure-mgmt-cognitiveservices",
"direct": false,
"version": "13.6.0",
"ecosystem": "pypi"
},
{
"name": "azure-mgmt-cosmosdb",
"direct": false,
"version": "9.8.0",
"ecosystem": "pypi"
},
{
"name": "azure-mgmt-resource",
"direct": false,
"version": "24.0.0",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.2.1",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "tabulate",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 12,
"direct_count": 0,
"indirect_count": 12
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 321,
"open_issues": 1,
"closed_ratio": 0.994,
"closed_issues": 180,
"closed_unmerged_prs": 33
},
"bus_factor": 1,
"bot_contributors": 4,
"top_contributors": [
{
"type": "User",
"login": "placerda",
"commits": 807,
"avatar_url": "https://avatars.githubusercontent.com/u/6265211?v=4"
},
{
"type": "User",
"login": "gbecerra1982",
"commits": 168,
"avatar_url": "https://avatars.githubusercontent.com/u/6539041?v=4"
},
{
"type": "User",
"login": "Martin-Sciarrillo",
"commits": 43,
"avatar_url": "https://avatars.githubusercontent.com/u/46355540?v=4"
},
{
"type": "User",
"login": "vladborys",
"commits": 26,
"avatar_url": "https://avatars.githubusercontent.com/u/156124776?v=4"
},
{
"type": "User",
"login": "givenscj",
"commits": 24,
"avatar_url": "https://avatars.githubusercontent.com/u/7343252?v=4"
},
{
"type": "User",
"login": "vhvb1989",
"commits": 19,
"avatar_url": "https://avatars.githubusercontent.com/u/24213737?v=4"
},
{
"type": "User",
"login": "v-cgivens",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/203342247?v=4"
},
{
"type": "User",
"login": "misantibanez",
"commits": 12,
"avatar_url": "https://avatars.githubusercontent.com/u/92458075?v=4"
},
{
"type": "User",
"login": "ryanpfalz",
"commits": 8,
"avatar_url": "https://avatars.githubusercontent.com/u/19982322?v=4"
},
{
"type": "User",
"login": "mateoperezrivera",
"commits": 6,
"avatar_url": "https://avatars.githubusercontent.com/u/75545749?v=4"
}
],
"contributors_sampled": 22,
"top_contributor_share": 0.699
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"block-pr-to-main.yml",
"copilot-setup-steps.yml",
"deploy-docs.yml",
"validate-agentic-assets.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 5,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 1,
"reason": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/21 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 6 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 2,
"reason": "dependency not pinned by hash detected -- score normalized to 2",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 9,
"reason": "1 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "4a41117693edb04e16e0f16ba847ec4725f46853",
"ran_at": "2026-07-26T15:31:44Z",
"aggregate_score": 5.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-26T14:00:30Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-26T14:00:28Z",
"ci_last_conclusion": null,
"oldest_open_issues": [
{
"number": 576,
"created_at": "2026-07-24T20:53:11Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/Azure/GPT-RAG",
"host": "github.com",
"name": "GPT-RAG",
"owner": "Azure"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 76,
"inputs": {
"security": 67,
"vitality": 95,
"community": 85,
"governance": 65,
"engineering": 66
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 95,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"commits_last_year": 338,
"human_commit_share": 0.97,
"days_since_last_push": 0,
"active_weeks_last_year": 40
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "40/52 weeks with commits",
"points": 27.7,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 40
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "338 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 338
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 90,
"latest_release_tag": "v3.7.0",
"releases_from_tags": false,
"days_since_latest_release": 5,
"mean_days_between_releases": 2.2
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "90 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 90
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 5 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 5
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~2.2 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 2.2
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "excellent",
"name": "Community & Adoption",
"value": 85,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"forks": 313,
"stars": 1165,
"watchers": 19,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,165 stars",
"points": 49.7,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1165
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "313 forks",
"points": 20.8,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 313
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "19 watchers",
"points": 7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 19
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 65,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 39,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 22,
"top_contributor_share": 0.699
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 70% of commits",
"points": 6.8,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 70
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "22 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 22
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 6 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"merged_prs": 321,
"open_issues": 1,
"closed_issues": 180,
"issue_closed_ratio": 0.994,
"closed_unmerged_prs": 33
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "99% of issues closed",
"points": 46.5,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 99
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "321/354 decided PRs merged",
"points": 34.7,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 321,
"decided": 354
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/21 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 15084,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "Azure",
"public_repos": 2726,
"account_age_days": 4527
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "15,084 followers of Azure",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 15084,
"login": "Azure"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "2726 public repos, account ~12 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 2726
}
},
{
"code": "account_age_years",
"params": {
"years": 12
}
}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 66,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
"points": 2,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"azure",
"gpt-3",
"gpt-4",
"openai",
"azd-templates"
],
"has_wiki": false,
"homepage": "https://aka.ms/gpt-rag",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://aka.ms/gpt-rag",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 67,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 59,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
"points": 0.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/21 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 6 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 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": "dependency not pinned by hash detected -- score normalized to 2",
"points": 1,
"status": "partial",
"details": [],
"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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 11 resolved dependencies against OSV; 1 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 11
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 1
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 11,
"unassessed_packages": 1,
"affected_by_severity": "high 1",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 11,
"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": 11
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 59,
"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": 0.845,
"agent_instruction_files": [
".github/copilot-instructions.md",
".github/instructions/config-python.instructions.md",
".github/instructions/contracts.instructions.md",
".github/instructions/lifecycle-hooks.instructions.md",
".github/instructions/release.instructions.md",
"AGENTS.md"
],
"agent_instruction_max_bytes": 7839
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, 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": "82 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 82,
"sampled": 97
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.69,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.03
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "69 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 69,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "3 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 2,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 87828,
"source_files_sampled": 18,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/18 source files over 60KB",
"points": 51.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 18,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T15:32:08.947843Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/Azure/GPT-RAG.svg",
"full_name": "Azure/GPT-RAG",
"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 статистика.