llm-d-incubation/llm-d-fast-model-actuation має індекс здоров’я 78 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (98/100), найнижчий — Community & Adoption (56/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.
78
загалом / 100
Добрий
Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
78
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.
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.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
OpenSSF Scorecard did not return a usable result (2026/07/25 18:30:35 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
Докладніше
Історія зірок і форків 0 ★ / 20 ⇿
0Зірки
20Форки
18Релізи
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 0Мінорні 1Патчі 3
Прямі залежності 11
Реєстр
Пакет
Обмеження версії
Маніфест
Go
github.com/prometheus/client_golang
v1.23.2
go.mod
Go
github.com/spf13/pflag
v1.0.10
go.mod
Go
k8s.io/api
v0.34.9
go.mod
Go
k8s.io/apimachinery
v0.34.9
go.mod
Go
k8s.io/client-go
v0.34.9
go.mod
Go
k8s.io/component-base
v0.34.9
go.mod
Go
k8s.io/klog/v2
v2.130.1
go.mod
Go
k8s.io/utils
v0.0.0-20250604170112-4c0f3b243397
go.mod
Go
sigs.k8s.io/controller-runtime
v0.22.5
go.mod
Go
sigs.k8s.io/structured-merge-diff/v6
v6.4.2
go.mod
Go
sigs.k8s.io/yaml
v1.6.0
go.mod
Усі залежності не зібрано
Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"llm-d"
],
"is_fork": false,
"size_kb": 2355,
"has_wiki": true,
"homepage": null,
"languages": {
"Go": 377383,
"Shell": 166478,
"Python": 179041,
"Makefile": 5810,
"Go Template": 573
},
"pushed_at": "2026-07-25T10:12:40Z",
"created_at": "2025-08-21T15:42:59Z",
"owner_type": "Organization",
"updated_at": "2026-07-23T17:26:30Z",
"description": "Kubernetes controllers for fast model actuation using vLLM sleep/wake and launcher-based model swapping",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Go",
"significant_languages": [
"Go",
"Python",
"Shell"
]
},
"owner": {
"blog": null,
"name": "llm-d incubation",
"type": "Organization",
"login": "llm-d-incubation",
"company": null,
"location": null,
"followers": 54,
"avatar_url": "https://avatars.githubusercontent.com/u/211387470?v=4",
"created_at": "2025-05-12T17:33:49Z",
"is_verified": null,
"public_repos": 17,
"account_age_days": 439
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": null,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.6.2",
"kind": "patch",
"published_at": "2026-07-15T03:10:38Z"
},
{
"tag": "v0.6.1",
"kind": "patch",
"published_at": "2026-06-30T06:02:06Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2026-06-25T14:40:17Z"
},
{
"tag": "v0.6.0-alpha.14",
"kind": "prerelease",
"published_at": "2026-06-22T16:46:41Z"
},
{
"tag": "v0.6.0-alpha.13",
"kind": "prerelease",
"published_at": "2026-06-02T14:50:50Z"
},
{
"tag": "v0.6.0-alpha.12",
"kind": "prerelease",
"published_at": "2026-05-22T00:19:24Z"
},
{
"tag": "v0.6.0-alpha.11",
"kind": "prerelease",
"published_at": "2026-05-14T21:34:49Z"
},
{
"tag": "v0.6.0-alpha.10",
"kind": "prerelease",
"published_at": "2026-05-13T07:05:12Z"
},
{
"tag": "v0.6.0-alpha.9",
"kind": "prerelease",
"published_at": "2026-05-08T16:32:24Z"
},
{
"tag": "v0.6.0-alpha.8",
"kind": "prerelease",
"published_at": "2026-04-29T21:33:01Z"
},
{
"tag": "v0.5.1-alpha.7",
"kind": "prerelease",
"published_at": "2026-04-22T13:35:47Z"
},
{
"tag": "v0.5.1-alpha.6",
"kind": "prerelease",
"published_at": "2026-04-03T00:04:12Z"
},
{
"tag": "v0.5.1-alpha.5",
"kind": "prerelease",
"published_at": "2026-03-31T14:01:53Z"
},
{
"tag": "v0.5.1-alpha.4",
"kind": "prerelease",
"published_at": "2026-03-13T16:26:22Z"
},
{
"tag": "v0.5.1-alpha.3",
"kind": "prerelease",
"published_at": "2026-03-02T16:50:33Z"
},
{
"tag": "v0.5.1-alpha.2",
"kind": "prerelease",
"published_at": "2026-02-24T21:04:46Z"
},
{
"tag": "v0.5.1-alpha",
"kind": "prerelease",
"published_at": "2026-02-16T17:38:36Z"
},
{
"tag": "v0.0.1",
"kind": "patch",
"published_at": "2025-10-23T16:32:12Z"
}
],
"recent_commits": [
{
"oid": "b4247cd2b5dad30b40f0ffe2e6a4d5e1c254a90e",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Start updating docs/dual-pods.md for milestone 3 (#672)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-23T17:26:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9429bd100a35832619026c19fe7bfe80991a5e4d",
"body": "Bumps [actions/setup-go](https://github.com/actions/setup-go) from 6.5.0 to 7.0.0.\n- [Release notes](https://github.com/actions/setup-go/releases)\n- [Commits](https://github.com/actions/setup-go/compare/924ae3a1cded613372ab5595356fb5720e22ba16...b7ad1dad31e06c5925ef5d2fc7ad053ef454303e)\n\n---\nupdated\n[…]\nirect:production\n update-type: version-update:semver-major\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": "deps(actions): bump actions/setup-go from 6.5.0 to 7.0.0 (#663)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-23T17:25:57Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a4a56a20e90564a2372d559c1dd732d3507badde",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add reference to well-lit path doc in llm-d repo (#671)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-23T03:10:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4cc4e41a3d21b5dce1cd0633a65f7fa385561b65",
"body": "Be clearer about what \"model swapping\" really means.\n\nUpdate to current status of development.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Update README.md (#669)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-22T05:27:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e7c0f7e97c1df0b77229766d69e9dadb90eaec13",
"body": "* Publish an Event when unbinding on invalid routing metadata\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Add permissions for Events in events.k8s.io group\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Reword the Event content and the corresponding Error message\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Publish an Event when unbinding on invalid routing metadata (#661)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-07-20T18:30:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a791d8f27dcb6ef9ff34b7351f778420d24368c",
"body": "…#635)\n\n* Add Prometheus metrics fma_launcher_pod_count to launcher-populator\n\n* event-driven fma_launcher_pod_count\n\n* fix review comments\n\n* fix review comments\n\n* fix review comments",
"is_bot": false,
"headline": "Add Prometheus metrics fma_launcher_pod_count to launcher-populator (…",
"author_name": "Hang Yin",
"author_login": "delavet",
"committed_at": "2026-07-20T17:26:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "565072131dcd20abc418166ed02581eff33c20b8",
"body": "These changes are motivated by poor performance of Claude with the\nexisting instructions, and are based on suggestions from Claude about\nhow to improve it.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Fix skill frontmatter, emphasize rule markdown structure (#666)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-20T17:02:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d23447fb6289c081a20b6071fd79c745acafe2eb",
"body": "…664)\n\nBumps [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action) from 4.1.0 to 4.2.0.\n- [Release notes](https://github.com/docker/setup-buildx-action/releases)\n- [Commits](https://github.com/docker/setup-buildx-action/compare/d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5...bb05f3f\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": "deps(actions): bump docker/setup-buildx-action from 4.1.0 to 4.2.0 (#…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-20T14:57:34Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "33ad0df44cbf19a05673a3f06a6f8591bc816dce",
"body": "Assisted-By: Claude Code (Anthropic AI) <noreply@anthropic.com>\n\nSigned-off-by: Gloire Rubambiza <gloire@ibm.com>",
"is_bot": false,
"headline": "docs: align T_actuation baseline to container start (#599)",
"author_name": "Gloire Rubambiza",
"author_login": "rubambiza",
"committed_at": "2026-07-17T23:06:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4570ed275c80ceed07512fc36e938dbe0f10be2a",
"body": "More clearly acknowledge the other CI tests.\n\nCorrect examples of exceptions to DR-10.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Fix gaps in DESIGN_RULES.md (#659)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-16T21:09:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e105edc82a4d09fe7474468e2c5f78806b2acbe8",
"body": "* Establish design rules with automation and subjective tiers\n\nIssue #524 observed that the project accumulates cross-cutting design\nrules (e.g. logging the duration of every controller call-out to an\nexternal process) but has nowhere to write them down and nothing to\ncheck them.\n\nAdd DESIGN_RULES.m\n[…]\nrule numbering\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Establish design rules with automation and subjective tiers (#634)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-15T17:51:16Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8f1e1e81944e78c82a12259b2e667cce8927d694",
"body": "* Refactor probes server to expose listener start\n\nThe FuzzServer test in pkg/server/requester/probes flaked intermittently\nwith \"connection refused\": probes.Run created the listener and served in\na single ListenAndServe call, so a test starting Run in a goroutine had no\nsynchronization point tellin\n[…]\n@anthropic.com>\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Refactor probes server to expose listener start (#654)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-15T17:39:31Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "77d669a1c3e182b8a56a84ea2a7a36b5561a6061",
"body": "…(#626)\n\nSigned-off-by: Omer Aplatony <omerap12@gmail.com>",
"is_bot": false,
"headline": "Independent item scheduling in DPC, 5-second polling of /is_sleeping …",
"author_name": "Omer Aplatony",
"author_login": "omerap12",
"committed_at": "2026-07-15T13:41:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55295e17fdb2287739b577f5d99b51092a36c13e",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add 0.6.3 to release menu in bug template (#656)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-15T04:32:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "38b5f0c83e7c12c544d569e1be0d126c5481ffef",
"body": "* Postpone applying labels from ISC\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Handle ISC edits during startup\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Route to bound instance on ISC edit instead of tearing down\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Remove \n[…]\nun Duan <jun.duan.phd@outlook.com>\n\n* Minor improvements on launcher routing-metadata\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Postpone label application from ISC to launchers (#644)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-07-14T19:29:29Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "72603a74e6d6b76035f35aff7539848c6cf94686",
"body": "Bumps [docker/metadata-action](https://github.com/docker/metadata-action) from 6.1.0 to 6.2.0.\n- [Release notes](https://github.com/docker/metadata-action/releases)\n- [Commits](https://github.com/docker/metadata-action/compare/80c7e94dd9b9319bd5eb7a0e0fe9291e23a2a2e9...dc802804100637a589fabce1cb79ff\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": "deps(actions): bump docker/metadata-action from 6.1.0 to 6.2.0 (#639)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-14T06:44:14Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "79fb9a62d8cb2dd212185134d725b6c9c8854029",
"body": "Bumps [docker/build-push-action](https://github.com/docker/build-push-action) from 7.2.0 to 7.3.0.\n- [Release notes](https://github.com/docker/build-push-action/releases)\n- [Commits](https://github.com/docker/build-push-action/compare/f9f3042f7e2789586610d6e8b85c8f03e5195baf...53b7df96c91f9c12dcc8a0\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": "deps(actions): bump docker/build-push-action from 7.2.0 to 7.3.0 (#637)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-14T06:39:25Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c4b1a1094b9d40757a8b6a27b09adec63a2c7b80",
"body": "---\nupdated-dependencies:\n- dependency-name: sigs.k8s.io/structured-merge-diff/v6\n dependency-version: 6.4.2\n dependency-type: direct:production\n update-type: version-update:semver-patch\n dependency-group: kubernetes\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": "deps(go): bump sigs.k8s.io/structured-merge-diff/v6 (#650)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-14T04:29:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "87e1c4c37390f7d3124f0b9f6f858a367462baa0",
"body": "Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 4.1.0 to 4.2.0.\n- [Release notes](https://github.com/docker/setup-qemu-action/releases)\n- [Commits](https://github.com/docker/setup-qemu-action/compare/06116385d9baf250c9f4dcb4858b16962ea869c3...96fe6ef7f33517b61c61be\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": "deps(actions): bump docker/setup-qemu-action from 4.1.0 to 4.2.0 (#651)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-14T03:47:41Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "daee08ed335aa1db24a916e1fddb5b9d51bb0301",
"body": "* One workflow to rule them all\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Typos checking is duplicated so removed typos-check.yml\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Mike's comments\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "Workflow test consolidation (#647)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-07-14T03:33:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0749b0bdf1a53b1326d7eb07dc8186dfc25057dd",
"body": "Bumps [docker/login-action](https://github.com/docker/login-action) from 4.2.0 to 4.4.0.\n- [Release notes](https://github.com/docker/login-action/releases)\n- [Commits](https://github.com/docker/login-action/compare/650006c6eb7dba73a995cc03b0b2d7f5ca915bee...af1e73f918a031802d376d3c8bbc3fe56130a9b0)\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": "deps(actions): bump docker/login-action from 4.2.0 to 4.4.0 (#648)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-13T20:46:21Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fb0d4cef7fb06b4cdf2bd9ee87e1166ab3da9573",
"body": "* pass all files pre-commit\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* pre-commit as the only source\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* add pre-commit to CONTRIBUTING\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* fix(ci): don't pin Go in verify-idl workflow\n\n\n[…]\ncomments round 2\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "`pre-commit` alignment (#632)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-07-08T20:21:25Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "2b888b2ba5d0a7b561a0b2c3528d292bcf3fcdb1",
"body": "* Refactor requester to expose server start\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Make requester exit(10) if listen fails\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Refactor requester to expose server start (#642)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-08T12:56:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ed4e619b151549e361e6ce33745d979ae37a3b0",
"body": "Bumps [ko-build/setup-ko](https://github.com/ko-build/setup-ko) from 0.9 to 0.10.\n- [Release notes](https://github.com/ko-build/setup-ko/releases)\n- [Commits](https://github.com/ko-build/setup-ko/compare/d006021bd0c28d1ce33a07e7943d48b079944c8d...61b4d1d396f5b2e7d6bb6fefdce3dc38d1a13445)\n\n---\nupdate\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": "deps(actions): bump ko-build/setup-ko from 0.9 to 0.10 (#603)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-07T19:16:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "faddddc605f1e848a6a11250c8b1d2a9fc336281",
"body": "Bumps [actions/cache](https://github.com/actions/cache) from 5.0.5 to 6.1.0.\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/actions/cache/compare/27d5ce7f107fe9357f9df03efb73ab90386fcca\n[…]\nirect:production\n update-type: version-update:semver-major\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": "deps(actions): bump actions/cache from 5.0.5 to 6.1.0 (#605)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-07T19:12:12Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b7e7763f0f1a6b719b2932c67652e18eb5e86a91",
"body": "Signed-off-by: aavarghese <avarghese@us.ibm.com>",
"is_bot": false,
"headline": "Update vllm to version 0.23.0 to match WVA/benchmarking etc (#631)",
"author_name": "Ansu Varghese",
"author_login": "aavarghese",
"committed_at": "2026-07-07T18:57:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0faa4223d9f13d30a35bb98325a93cf620da816f",
"body": "Signed-off-by: Omer Aplatony <omerap12@gmail.com>",
"is_bot": false,
"headline": "Adds make test to Makefile (#627)",
"author_name": "Omer Aplatony",
"author_login": "omerap12",
"committed_at": "2026-07-02T17:24:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "90c6e0fc8656fdbb6009ec428e11711c43decfc3",
"body": "The Claude Code harness has been observed not to read this repo's\nAGENTS.md or the skill definitions under .agents/, so an agent can begin\nsubstantive work without picking up the repo's documented workflow\ninstructions. Add a minimal CLAUDE.md that directs agents to read\nAGENTS.md and .agents/** before doing substantive work in the repo.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add CLAUDE.md pointing agents to AGENTS.md and .agents/ (#628)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-01T21:42:21Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "dc7c817eb1c54fedcc6d1e1d407b668e2acaeec2",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Make all action references include tag in a comment (#633)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-01T20:19:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1e4aca859271cd30f50828cb419c92da9201f1b5",
"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6.2.0 to 6.3.0.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/a309ff8b426b58ec0e2a45f0f869d46889d02405...ece7cb06caefa5fff74198d8649806c4678c61\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": "deps(actions): bump actions/setup-python from 6.2.0 to 6.3.0 (#606)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-01T17:26:51Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "428374588cbea903b0ce33cd4233e4fdd4ef446c",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add some dquotes to shut up shellcheck (#630)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-01T17:15:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c1de8356e44c350d2796dfe1dfce118d2fa5da7",
"body": "* Care for ephemeral storage, spare GPU memory\n\nMake E2E probe Pod test for ephemeral storage capacity.\n\nMake E2E LauncherConfigs specify ephemeral storage usage.\n\nMake E2E InferenceServerConfigs specify --gpu-memory-utilization .\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* More care about needs in E2E test suite\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Care for ephemeral storage, spare GPU memory (#624)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-01T16:04:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac7184c871ccfd9d1b59f7599edaad0c6c1227ec",
"body": ".. so that they appear in log messages.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Make fields of funcItem public (#625)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-01T15:31:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eed8b7a631a5bbd905409d5d9c478afcd6aa4dd9",
"body": "Bumps [actions/setup-go](https://github.com/actions/setup-go) from 6.4.0 to 6.5.0.\n- [Release notes](https://github.com/actions/setup-go/releases)\n- [Commits](https://github.com/actions/setup-go/compare/4a3601121dd01d1626a1e23e37211e3254c1c06c...924ae3a1cded613372ab5595356fb5720e22ba16)\n\n---\nupdated\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": "deps(actions): bump actions/setup-go from 6.4.0 to 6.5.0 (#607)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-01T14:26:50Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "47e66257d1287f68d0f6203413a5d49bbbe497bf",
"body": ".. because I expect there will be another patch release.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add 0.6.2 to release menu in bug template (#622)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-07-01T14:23:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2102520fcf122fd62fa5c7b06af8ece23d3c5249",
"body": "Except in the golangci-lint workflow, because the latest release of\nits action is not baked enough yet.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Update Go tools used to 1.26 (#620)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-29T22:28:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8e7520ae0dd2e9c5f521d7f32c1038fd222e4214",
"body": "* test using a Git commit ID as rev\n\n* Extend and use slice helper functions\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Correct SliceIndexFeature to get indended efficiency\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Extend and use slice helper functions (#616)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-29T21:51:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e45b6b6aa11453f256fb65c8a9b58caad2fd7d90",
"body": "To track recent developments.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Update docs/upstream-versions.md (#618)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-29T20:52:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29f1802edad0557ee4bb3209761e6caf1425db57",
"body": "* pre-commit hooks frozen\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* fix SHA's\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* SHA for commits, not tags\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "`pre-commit` hooks frozen (#615)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-06-29T20:32:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ceb581cc0eb20681b37b2272132d0091fbc06870",
"body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Add Go unit test workflow (#614)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-29T19:30:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7581571b74370c2a583708abdb821bbef23eed92",
"body": "Signed-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "typo in pre-coomit config file (#613)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-06-29T19:16:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "baf8fcabc0a5ce3e4d94872000ca586ff8947fac",
"body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Fix launcher hash order test (#612)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-29T18:43:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e66de54c8c4272b00ea07a9721513498b124acc8",
"body": "* Relay readiness only when it is news\n\nAnd observe actuation only when it is news.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Fix baseline for actuation\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Move actuation baseline to requester container start\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Relay readiness only when it is news (#599)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-29T18:35:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79ef43eadbb77ae75bd0328f59ab7c353a34af6a",
"body": "* Add typos cli into workflow and pre-commit\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* remove typo pre-commit\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "Add typos cli into workflow and pre-commit (#609)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-06-29T18:31:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f3b71433b23ebc677db11dcc55259eef086f2c93",
"body": "Bumps the go-dependencies group with 1 update: [github.com/prometheus/client_golang](https://github.com/prometheus/client_golang).\n\n\nUpdates `github.com/prometheus/client_golang` from 1.22.0 to 1.23.2\n- [Release notes](https://github.com/prometheus/client_golang/releases)\n- [Changelog](https://githu\n[…]\nion-update:semver-minor\n dependency-group: go-dependencies\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": "deps(go): bump github.com/prometheus/client_golang (#604)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-27T17:42:41Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "877a89f03fedca301b947b702cbdb3b672d15b46",
"body": "sleeping = NOT awake;\nawake = there exists an awake child.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Fix sleeping label value for empty launcher (#602)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-27T17:37:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0c37d628ee8fe0edf02b2d2d74e12a6330881e3",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6.0.3 to 7.0.0.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/df4cb1c069e1874edd31b43\n[…]\nirect:production\n update-type: version-update:semver-major\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": "deps(actions): bump actions/checkout from 6.0.3 to 7.0.0 (#582)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-26T20:32:45Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "cbf28e0e9d830d35fd0f871a7a34d9821db6e5c3",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add release 0.6.1 to menu in bug template (#600)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-26T19:08:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "840b6e4e941fb5ac6c3abe2d8a26dcb8f1181f4f",
"body": "* Remove envar setting VLLM_USE_V1=1\n\n.. because that is so obsolete that it causes a warning message.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Corrected a language tag in launcher.md\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Remove envar setting VLLM_USE_V1=1 (#598)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-26T18:06:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ad36c71a9350e00f2e39f98c95b4ff3325030cd",
"body": "* Remove corrupt vLLM instance that doesn't report its port\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Drop redundant HTTP timing\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Remove corrupt vLLM instance that doesn't report its port (#592)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-26T17:15:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a8faf3af2be68a8e3d8abbd8cd9434b14411ac59",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add recent releases to bug template (#596)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-26T16:58:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83e51ed89c11ba64291b50dd3990a95f4b30e21f",
"body": "Instance absence is as good as deletion.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Make maybeDeleteObsoleteInstance take the W (#594)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-26T13:39:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c94381613ca8ed080d7dd8d2fde132b5f9db69dc",
"body": "Adjust V level to 5.\n\nDocument the logging in metrics.md (in lieu of a better place).\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Adjust and document logging of HTTP calls (#591)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-25T13:27:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "296ccf896744a06db70ca8d9f4c563243bb59421",
"body": "* Centralize HTTP call logging and metrics\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Tweaks in response to review\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Centralize HTTP call logging and metrics (#586)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-25T04:42:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "11e75bd49c6a93bc2651063be16c160d3d136b9b",
"body": "…589)\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Make .github/workflows/ci-e2e-openshift.yaml list irrelevant paths (#…",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-24T19:08:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8ec753452fc9476029c6da3a563f8b9540cf6dc7",
"body": "* Fix typo\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Fix `on` in .github/workflows/launcher-based-e2e-test.yml\n\nFix the Dockerfile mentioned in the list of relevant paths.\n\nMake the `on.pull_request` case also limited by paths.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Fix typo in metrics.md (#588)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-24T17:51:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "901d3941e9df0142ce8c85b3873c98d069352b1a",
"body": "… (#561)\n\nBumps the kubernetes group with 3 updates in the / directory: [k8s.io/api](https://github.com/kubernetes/api), [k8s.io/client-go](https://github.com/kubernetes/client-go) and [k8s.io/component-base](https://github.com/kubernetes/component-base).\n\n\nUpdates `k8s.io/api` from 0.34.8 to 0.34.9\n[…]\n version-update:semver-patch\n dependency-group: kubernetes\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": "deps(go): bump the kubernetes group across 1 directory with 4 updates…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-22T14:20:35Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7150ac2f73cb2eee1c146854d9ebe2ba4655a7d3",
"body": "* Add more Prometheus metrics\n\n- fma_requester_count\n- fma_isc_count\n- fma_actuation_seconds\n- fma_wake_seconds\n- fma_launcher_create_seconds\n- fma_instance_create_seconds\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Add documentation of the fma_duality metric\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Tweaks in response to reviews\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add more Prometheus metrics (#571)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-20T03:59:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a7578b2264fc181488fe43f9488adeeabff630e",
"body": "* Align launcher image ENTRYPOINT with deployment command\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Remove unused ENTRYPOINT from launcher Dockerfiles\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Clear ENTRYPOINT for launcher images\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Align launcher image ENTRYPOINT with deployment command (#570)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-19T15:44:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b3baeb85aa0e52110fc13a0a7ab956fefa1eb45",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add duality indicator metric (#569)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-18T18:12:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "36f45cfb7d248de79db635999eb2c271ed71e6ad",
"body": "Also, Don't fear the ValidatingAdmissionPolicy.\nIt went GA long ago.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add easy metrics about DPC's inner work queues (#556)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-18T14:14:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae47a0665fc100f4cc5956ec7ff257cb891c1df9",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Fix inconsistency wrt ctl.gpuMap holding nil (#574)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-17T20:36:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d5c44b9ac075e17fe627f3f9b5091b86525dba68",
"body": "Signed-off-by: Omer Aplatony <omerap12@gmail.com>",
"is_bot": false,
"headline": "fixed gpu indices race bug (#572)",
"author_name": "Omer Aplatony",
"author_login": "omerap12",
"committed_at": "2026-06-17T17:29:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0feabab5b2adc06b5daa854b4c34f1d82400364b",
"body": "Remove the clear of `ctl.policy.digest[node.Name]`\nat https://github.com/llm-d-incubation/llm-d-fast-model-actuation/blob/c844356bfd9d19929f78bb2e96da3113569800da/pkg/controller/launcher-populator/digest-updater.go#L212 .\n\nChange `ctl.applyLPPToDigestForNode` so that it does not take\nthe previous lc\n[…]\nl.policy.digest`.\n\nAdd a bit more explanation on the `digestedPolicy` type,\nhoping to emphasize some points to facilitate clear\nreasoning about it.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Remove confusing wipe from recomputeDigestForNode (#567)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-16T12:47:46Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c844356bfd9d19929f78bb2e96da3113569800da",
"body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Remove a stale TODO item (#563)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-15T21:18:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7dca36dafa432f126664da74285af7f85034a2f3",
"body": "* Use spawn for vLLM child processes to avoid fd inheritance\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Switch to fork+manual socket-fd close in vLLM children\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Close uvicorn-side sockets in forked vLLM children (#560)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-15T17:10:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9f28d261c1d53bfa0952010e3d6bb58a6fcf7fe",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Refactor digestion of LauncherPopulationPolicy (#533)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-12T05:37:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2fb1b15a59924ec0ac85128334ccfb6f818517bf",
"body": "Order matters, because one may be referenced in the value of another.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Do not reorder ENV of a container (#558)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-11T21:08:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f9bf99a430bfe67f095fab2ac3e1d04d31473f7",
"body": "The two that test-cases.sh takes, one for each run of the\ndual-pods-controller.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Make the launcher, E2E, OpenShift workflow log two scrapes (#547)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-11T16:26:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5f6a5a66f4877c87437d36ecc0c98ce5f5ea6f70",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Simplify digestion of LauncherConfig's PodTemplate (#531)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-11T13:57:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a72215fee759feeb8db94480682f5c11271f3d5",
"body": "Also dump the two final scrapes.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add PodMonitor for FMA to E2E-on-OpenShift workflow (#554)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-09T21:16:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1a771eaaa10f8eb91bf164e0a1eca563d5bdd29",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6.0.2 to 6.0.3.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/de0fac2e4500dabe0009e67\n[…]\nirect:production\n update-type: version-update:semver-patch\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": "deps(actions): bump actions/checkout from 6.0.2 to 6.0.3 (#549)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-09T19:59:33Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "81f26a0992e692d0ad9cf74dfa53abcc4365bdb6",
"body": "Also introduce a script to tell the Prometheus server to take a\nsnapshot.\n\nAlso make test/e2e/run-launcher-based.sh take a Prometheus snapshot at\nthe end.\n\nAlso make test-cases.sh a little more verbose about time.\n\nAlso add Prometheus snap as launcher test workflow artifact\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Install Prometheus Operator in E2E kind cluster (#548)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-09T15:56:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1fe9fa8e3a9dc409e1fb8956343f44286c0a11f3",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Remove erroneous requeue, debug requeues, work rate (#546)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-05T13:56:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2aa295c298f0fb93e7ae8f98b151a54ff119bb4c",
"body": "* Wire up /debug/pprof and k8s client metrics in dpctlr\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Add scraping to the E2E test\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Regularize and simplify metrics,debug serving\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Remove commented out old code\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Wire up /debug/pprof and k8s client metrics in dpctlr (#537)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-05T04:17:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae6c8bb960ea66bbcedab774b697e0807578e94d",
"body": "* Add build date into tags of test images\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Take dashes out of date\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add build date into tags of test images (#545)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-04T19:16:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d5009ef7a3e71882aa79cb040118502a013ed55",
"body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Use version 34.1.0 for kube python client in launcher (#543)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-04T18:23:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73214bf907c76b424974d048a2f95851e687e2de",
"body": "* pin kubernetes version and add test again\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* kubernetes v1.34\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "Missing authorization for launchers (#541)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-06-04T17:11:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2d953d9bc92472f8989a95e275e8ef36a2c300a5",
"body": "I do not know how this test case ever passed.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Trim launcher_count_before_reclaim in test-cases.sh (#538)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-04T17:07:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4054e2193034e9ef18eaa9c9143bc5e862f135ee",
"body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Clarify careAbout result for unbound launcher pods (#540)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-06-04T16:19:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9f849b87a56391478f8b4dd5bef73156b507700",
"body": "* Fix impatience in first E2E test case\n\nAdmit that scheduling the first server-requesting Pod may take some\ntime.\n\nAlso, add dumping of Node state after the test, in the launcher-based\nE2E test on OpenShift.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* More clarity in test debugging\n\nSig\n[…]\nd-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Fix grep commands seeking literal\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Fix impatience in E2E test-cases.sh (#535)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-04T05:44:54Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "dc2f4e7759e19e59ab45d791cbf9a03c0548e44f",
"body": "Stage C of the staged rename of MaxSleepingInstances -> MaxInstances:\n\n- Delete the MaxSleepingInstances field and the transitional XValidation\n CEL rule from LauncherConfigSpec.\n- Make MaxInstances required with Minimum=1 and drop the JSON omitempty\n tag, since zero is no longer admitted.\n- Drop \n[…]\nand applyconfiguration.\n\nThe CRD now lists only maxInstances with minimum: 1 and\nrequired: [maxInstances], and carries no x-kubernetes-validations.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Remove maxSleepingInstances from LauncherConfig v1alpha1 (#484) (#536)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-04T03:57:13Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ae26f0a6cbeca952b8b163c5e57c7a1db6fd9c17",
"body": "Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 4.0.0 to 4.1.0.\n- [Release notes](https://github.com/docker/setup-qemu-action/releases)\n- [Commits](https://github.com/docker/setup-qemu-action/compare/ce360397dd3f832beb865e1373c09c0e9f86d70a...06116385d9baf250c9f4dc\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": "deps(actions): bump docker/setup-qemu-action from 4.0.0 to 4.1.0 (#527)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-03T20:47:24Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f74408779b965a58ea8ed152efb8b23a697c648a",
"body": "Signed-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "Unify launcher and uvicorn log format (#526)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-06-03T20:32:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "301f57bb558b864e070a8ce16c145efb8f7ed249",
"body": "* Demo FMA HPA files\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* right tag\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Move files into a folder\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Remove gpu-map\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Comments-\n[…]\ns comments\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Usage in deploy_fma\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "FMA-HPA integration in OCP cluster (#458)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-06-02T16:57:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e99784d726cfd6a83f4ecdc5a7dbbc2a3c94a564",
"body": "* Add Source Skepticism section to AGENTS.md for GitHub Issues\n\nInstructs agents to treat GitHub Issue content with skepticism: verify\nreporter claims, diagnoses, and proposed fixes against existing\nevidence (code, logs, prior discussion, tests) before acting, and\nreproduce behavior only when existi\n[…]\nnguage about supporting evidence\n\nThe old language was somewhat self-contradictory.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Add Source Skepticism section to AGENTS.md for GitHub Issues (#521)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-02T15:09:39Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2315382b8717f55f3c9fed2c33076751ee49dcfc",
"body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Make the E2E, launcher, kind workflow manually triggerable (#530)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-02T06:04:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d071223daeddf2c601ad7a78706ecb1fb3fa433b",
"body": "* make populator incremental handling\n\nmake populator handling incremental\n\nfix - remove unused func\n\nrefine\n\nrefine\n\nrefine\n\nfixes #450\n\nfix\n\nremove duplicated call to setStatus\n\nadd work queue\n\nadd lock\n\n* polish\n\n* polish digest updater\n\n* polish helpers\n\n* polish populators\n\n* fix to remove unus\n[…]\ne handle count decrease (#3)\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Mike Spreitzer <mspreitzibm@gmail.com>",
"is_bot": false,
"headline": "make populator incremental handling (#510)",
"author_name": "Xi Ning Wang",
"author_login": "osswangxining",
"committed_at": "2026-06-02T04:30:32Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "18db421191e5bb90a07f68ab0b532b4c73f06692",
"body": "* Apply instead commit for run-launcher-based.sh\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* remove line\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
"is_bot": false,
"headline": "Apply instead commit for run-launcher-based.sh (#529)",
"author_name": "Diego Castan",
"author_login": "diegocastanibm",
"committed_at": "2026-06-02T04:25:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5be5c72f9b340253db2a7689189f9186ec43cec",
"body": "* Note that LauncherPopulationControllerSpec.CountForLauncher represents a map\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Re-derive the derived files\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Add E2E test case for LPP key uniqueness\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "List is map (#528)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-06-02T01:46:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "58214abafc725c9032449ee781f792c0faf52cdb",
"body": "Bumps [docker/login-action](https://github.com/docker/login-action) from 4.1.0 to 4.2.0.\n- [Release notes](https://github.com/docker/login-action/releases)\n- [Commits](https://github.com/docker/login-action/compare/4907a6ddec9925e35a0a9e82d7399ccc52663121...650006c6eb7dba73a995cc03b0b2d7f5ca915bee)\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": "deps(actions): bump docker/login-action from 4.1.0 to 4.2.0 (#515)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-30T20:10:58Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7c72a4f0bbea20d8fa005b90765a0ccf235893f6",
"body": "Bumps [docker/build-push-action](https://github.com/docker/build-push-action) from 7.1.0 to 7.2.0.\n- [Release notes](https://github.com/docker/build-push-action/releases)\n- [Commits](https://github.com/docker/build-push-action/compare/bcafcacb16a39f128d818304e6c9c0c18556b85f...f9f3042f7e2789586610d6\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": "deps(actions): bump docker/build-push-action from 7.1.0 to 7.2.0 (#514)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-30T20:04:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "927dca809fe8f5cff3105edbcb4965980c217b25",
"body": "Bumps [docker/metadata-action](https://github.com/docker/metadata-action) from 6.0.0 to 6.1.0.\n- [Release notes](https://github.com/docker/metadata-action/releases)\n- [Commits](https://github.com/docker/metadata-action/compare/030e881283bb7a6894de51c315a6bfe6a94e05cf...80c7e94dd9b9319bd5eb7a0e0fe929\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": "deps(actions): bump docker/metadata-action from 6.0.0 to 6.1.0 (#513)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-30T20:00:28Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "09f33271877d03c04e0f6a308f92de4cf4321b41",
"body": "…512)\n\nBumps [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action) from 4.0.0 to 4.1.0.\n- [Release notes](https://github.com/docker/setup-buildx-action/releases)\n- [Commits](https://github.com/docker/setup-buildx-action/compare/4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd...d7f5e7f\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": "deps(actions): bump docker/setup-buildx-action from 4.0.0 to 4.1.0 (#…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-30T19:55:22Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1c167dbf7a4e9cbb6b3db2d651c8ee93a0482358",
"body": "… (#511)\n\nBumps [golangci/golangci-lint-action](https://github.com/golangci/golangci-lint-action) from 9.2.0 to 9.2.1.\n- [Release notes](https://github.com/golangci/golangci-lint-action/releases)\n- [Commits](https://github.com/golangci/golangci-lint-action/compare/1e7e51e771db61008b38414a730f564565c\n[…]\nirect:production\n update-type: version-update:semver-patch\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": "deps(actions): bump golangci/golangci-lint-action from 9.2.0 to 9.2.1…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-29T18:46:38Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "79335efe16f462e2622dd6d5df0b3b3332b6e9ba",
"body": "* Log call durations on launcher/instance/K8s actuation calls\n\nAdd `httpCallDurationSec` (calls to launchers and vLLM instances) and\n`k8sCallDurationSec` (calls to the Kubernetes API) fields to the existing\nlog lines that wrap each outbound call from the dual-pods controller.\nEach value is the wall-\n[…]\n 4.7 <noreply@anthropic.com>\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Log call durations on launcher/instance/K8s actuation calls (#522)",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-05-29T18:37:35Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f11a020ff89ae25ab03d4c0947a8cf530461b1fa",
"body": "…n (#520)\n\nAdd INFO/WARNING log statements in VllmMultiProcessManager.create_instance\nso that receipt of each request to create a vLLM instance is observable,\nwith the outcome (accepted or rejected due to duplicate ID) logged\nimmediately after the ID is known. Python's logging %(asctime)s already\nincludes millisecond precision by default.\n\nCloses #497\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Log launcher receipt of create-instance request at subsecond precisio…",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-05-29T04:28:28Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "78bad191da5bdf8a278e6ca726ec74a54328e23d",
"body": "* Improve some readiness checks in the e2e test suite\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* For readiness of launcher after bounding, check once and don't wait\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Improve some readiness checks in the e2e test suite (#518)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-05-28T15:08:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2feed1e222e20d5f0b75ca0dc7c7730801885386",
"body": "…(#517)\n\nAdds a \"Reviewing dependency and GitHub Actions bump PRs\" subsection to\nCONTRIBUTING.md as the source of truth for human and agent reviewers.\nThe checklist includes a 7-day release-age soak-period rule: PRs that\nbump to a release published less than 7 days ago should be flagged and\nheld unt\n[…]\nrtened to defer to that\nsubsection rather than carry its own checklist, avoiding drift between\nthe human-facing doc and the agent instruction file.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
"is_bot": false,
"headline": "Document soak-period and bump-PR review checklist in CONTRIBUTING.md …",
"author_name": "Mike Spreitzer",
"author_login": "MikeSpreitzer",
"committed_at": "2026-05-27T15:57:34Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "297c92bd11a9fc978f35bc41dc53e968c2251075",
"body": "* Enforce per-launcher capacity for vLLM instances\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* JSON-escaping fix for test\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Simplify annotation check\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Improvements to e2e test\n\nSigne\n[…]\nJun Duan <jun.duan.phd@outlook.com>\n\n* Moving one step away from maxSleepingInstances\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
"is_bot": false,
"headline": "Enforce per-launcher capacity for vLLM instances (#504)",
"author_name": "Jun Duan",
"author_login": "waltforme",
"committed_at": "2026-05-27T14:32:57Z",
"body_truncated": true,
"is_coding_agent": false
}
],
"releases_count": 18,
"commits_last_year": 794,
"latest_release_at": "2026-07-15T03:10:38Z",
"latest_release_tag": "v0.6.2",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 48,
"days_since_latest_release": 10,
"mean_days_between_releases": 8.5
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "github.com/llm-d-incubation/llm-d-fast-model-actuation",
"exists": true,
"license": null,
"keywords": [],
"ecosystem": "go",
"matches_repo": true,
"registry_url": "https://pkg.go.dev/github.com/llm-d-incubation/llm-d-fast-model-actuation",
"is_deprecated": false,
"latest_version": "v0.6.2",
"repository_url": "https://github.com/llm-d-incubation/llm-d-fast-model-actuation",
"versions_count": 21,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-07-14T19:29:29Z",
"latest_version_yanked": null,
"days_since_latest_publish": 10
}
]
},
"popularity": {
"forks": 20,
"stars": 16,
"watchers": 2,
"fork_history": {
"days": [
{
"date": "2025-08-26",
"count": 1
},
{
"date": "2025-08-27",
"count": 2
},
{
"date": "2025-08-28",
"count": 2
},
{
"date": "2025-09-10",
"count": 1
},
{
"date": "2025-10-29",
"count": 1
},
{
"date": "2025-11-20",
"count": 1
},
{
"date": "2025-11-27",
"count": 1
},
{
"date": "2026-01-14",
"count": 1
},
{
"date": "2026-02-17",
"count": 1
},
{
"date": "2026-03-06",
"count": 1
},
{
"date": "2026-03-18",
"count": 1
},
{
"date": "2026-03-23",
"count": 1
},
{
"date": "2026-06-01",
"count": 1
},
{
"date": "2026-06-17",
"count": 1
},
{
"date": "2026-07-01",
"count": 2
},
{
"date": "2026-07-17",
"count": 1
},
{
"date": "2026-07-22",
"count": 1
}
],
"complete": true,
"collected": 20,
"total_forks": 20
},
"star_history": null,
"open_issues_and_prs": 48
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [
"go.mod"
],
"largest_source_bytes": 103611,
"source_files_sampled": 54,
"oversized_source_files": 1,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 853
},
"dependencies": {
"manifests": [
"go.mod"
],
"advisories": {
"error": null,
"scope": null,
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"go"
],
"dependencies": [
{
"name": "github.com/prometheus/client_golang",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.23.2"
},
{
"name": "github.com/spf13/pflag",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.0.10"
},
{
"name": "k8s.io/api",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.34.9"
},
{
"name": "k8s.io/apimachinery",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.34.9"
},
{
"name": "k8s.io/client-go",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.34.9"
},
{
"name": "k8s.io/component-base",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.34.9"
},
{
"name": "k8s.io/klog/v2",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v2.130.1"
},
{
"name": "k8s.io/utils",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.0.0-20250604170112-4c0f3b243397"
},
{
"name": "sigs.k8s.io/controller-runtime",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.22.5"
},
{
"name": "sigs.k8s.io/structured-merge-diff/v6",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v6.4.2"
},
{
"name": "sigs.k8s.io/yaml",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.6.0"
}
],
"all_dependencies": {
"error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"source": null,
"packages": [],
"collected": false,
"truncated": false,
"total_count": null,
"direct_count": null,
"indirect_count": null
}
},
"maintainership": {
"issues": {
"open_prs": 13,
"merged_prs": 360,
"open_issues": 35,
"closed_ratio": 0.853,
"closed_issues": 203,
"closed_unmerged_prs": 68
},
"bus_factor": 2,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "MikeSpreitzer",
"commits": 338,
"avatar_url": "https://avatars.githubusercontent.com/u/14296719?v=4"
},
{
"type": "User",
"login": "diegocastanibm",
"commits": 114,
"avatar_url": "https://avatars.githubusercontent.com/u/117670907?v=4"
},
{
"type": "User",
"login": "waltforme",
"commits": 107,
"avatar_url": "https://avatars.githubusercontent.com/u/8633434?v=4"
},
{
"type": "User",
"login": "osswangxining",
"commits": 105,
"avatar_url": "https://avatars.githubusercontent.com/u/10258572?v=4"
},
{
"type": "User",
"login": "rubambiza",
"commits": 33,
"avatar_url": "https://avatars.githubusercontent.com/u/11816517?v=4"
},
{
"type": "User",
"login": "aavarghese",
"commits": 22,
"avatar_url": "https://avatars.githubusercontent.com/u/716847?v=4"
},
{
"type": "User",
"login": "lionelvillard",
"commits": 15,
"avatar_url": "https://avatars.githubusercontent.com/u/6598801?v=4"
},
{
"type": "User",
"login": "clubanderson",
"commits": 6,
"avatar_url": "https://avatars.githubusercontent.com/u/407614?v=4"
},
{
"type": "User",
"login": "manoelmarques",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/16138150?v=4"
},
{
"type": "User",
"login": "omerap12",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/61663422?v=4"
}
],
"contributors_sampled": 12,
"top_contributor_share": 0.451
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"build-controller-image.yml",
"build-launcher-image.yml",
"build-populator-image.yml",
"build-requester-image.yml",
"check-action-refs.yml",
"ci-e2e-openshift.yaml",
"ci-signed-commits.yaml",
"code-quality.yml",
"copilot-setup-steps.yml",
"fma-e2e-namespace-sweep.yaml",
"go-unit-tests.yml",
"launcher-based-e2e-test.yml",
"non-main-gatekeeper.yml",
"pr-test-in-kind.yml",
"prow-github.yml",
"prow-pr-automerge.yml",
"prow-pr-remove-lgtm.yml",
"publish-release.yaml",
"stale.yaml",
"unstale.yaml",
"verify-idl-consumption.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"go.sum"
],
"scorecard": null,
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-25T18:28:54Z",
"oldest_open_prs": [
{
"number": 38,
"created_at": "2025-09-19T07:17:38Z",
"last_comment_at": "2026-07-21T05:32:06Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 498,
"created_at": "2026-05-13T04:26:37Z",
"last_comment_at": "2026-06-17T02:32:53Z",
"last_comment_author": "delavet"
},
{
"number": 532,
"created_at": "2026-06-02T10:08:02Z",
"last_comment_at": "2026-07-21T05:31:06Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 579,
"created_at": "2026-06-19T03:38:19Z",
"last_comment_at": "2026-06-22T14:42:12Z",
"last_comment_author": "dumb0002"
},
{
"number": 645,
"created_at": "2026-07-09T04:00:48Z",
"last_comment_at": "2026-07-23T16:11:06Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 665,
"created_at": "2026-07-20T15:20:42Z",
"last_comment_at": "2026-07-21T05:28:50Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 673,
"created_at": "2026-07-22T08:40:05Z",
"last_comment_at": "2026-07-24T20:40:19Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 675,
"created_at": "2026-07-24T06:44:43Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 676,
"created_at": "2026-07-25T10:12:18Z",
"last_comment_at": "2026-07-25T10:12:19Z",
"last_comment_author": "dependabot"
},
{
"number": 677,
"created_at": "2026-07-25T10:12:25Z",
"last_comment_at": "2026-07-25T10:12:34Z",
"last_comment_author": "github-actions"
},
{
"number": 678,
"created_at": "2026-07-25T10:12:34Z",
"last_comment_at": "2026-07-25T10:12:43Z",
"last_comment_author": "github-actions"
},
{
"number": 679,
"created_at": "2026-07-25T10:12:35Z",
"last_comment_at": "2026-07-25T10:12:44Z",
"last_comment_author": "github-actions"
},
{
"number": 680,
"created_at": "2026-07-25T10:12:40Z",
"last_comment_at": "2026-07-25T10:12:50Z",
"last_comment_author": "github-actions"
}
],
"last_merged_pr_at": "2026-07-23T17:26:25Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 134,
"created_at": "2025-11-11T20:23:26Z",
"last_comment_at": "2026-05-05T05:36:39Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 157,
"created_at": "2025-11-20T14:32:46Z",
"last_comment_at": "2026-05-12T12:43:21Z",
"last_comment_author": "diegocastanibm"
},
{
"number": 160,
"created_at": "2025-11-20T22:10:54Z",
"last_comment_at": "2026-07-01T20:14:32Z",
"last_comment_author": "diegocastanibm"
},
{
"number": 200,
"created_at": "2026-01-06T05:32:42Z",
"last_comment_at": "2026-06-17T03:51:01Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 226,
"created_at": "2026-01-26T17:42:29Z",
"last_comment_at": "2026-05-29T06:07:55Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 272,
"created_at": "2026-02-23T15:25:35Z",
"last_comment_at": "2026-06-10T04:19:29Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 318,
"created_at": "2026-03-05T04:51:46Z",
"last_comment_at": "2026-05-28T21:04:34Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 334,
"created_at": "2026-03-10T04:04:35Z",
"last_comment_at": "2026-07-16T01:31:41Z",
"last_comment_author": "github-actions"
},
{
"number": 383,
"created_at": "2026-03-25T14:33:13Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 385,
"created_at": "2026-03-25T18:43:16Z",
"last_comment_at": "2026-06-03T04:11:36Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 402,
"created_at": "2026-04-02T14:43:40Z",
"last_comment_at": "2026-05-05T15:58:36Z",
"last_comment_author": "aavarghese"
},
{
"number": 408,
"created_at": "2026-04-03T18:09:00Z",
"last_comment_at": "2026-05-06T13:37:46Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 430,
"created_at": "2026-04-16T04:22:32Z",
"last_comment_at": "2026-05-05T06:47:07Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 435,
"created_at": "2026-04-16T19:10:19Z",
"last_comment_at": "2026-04-29T01:01:33Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 447,
"created_at": "2026-04-22T03:22:49Z",
"last_comment_at": "2026-04-29T16:14:11Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 500,
"created_at": "2026-05-15T22:19:26Z",
"last_comment_at": "2026-06-10T04:12:28Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 524,
"created_at": "2026-05-29T05:41:55Z",
"last_comment_at": "2026-07-02T06:46:03Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 525,
"created_at": "2026-05-29T16:22:23Z",
"last_comment_at": "2026-06-02T21:03:56Z",
"last_comment_author": "diegocastanibm"
},
{
"number": 564,
"created_at": "2026-06-15T21:00:17Z",
"last_comment_at": "2026-06-16T04:43:29Z",
"last_comment_author": "MikeSpreitzer"
},
{
"number": 575,
"created_at": "2026-06-17T20:14:27Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/llm-d-incubation/llm-d-fast-model-actuation",
"host": "github.com",
"name": "llm-d-fast-model-actuation",
"owner": "llm-d-incubation"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"security": 73,
"vitality": 98,
"community": 56,
"governance": 72,
"engineering": 89
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 98,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 97,
"inputs": {
"commits_last_year": 794,
"human_commit_share": 0.79,
"days_since_last_push": 0,
"active_weeks_last_year": 48
},
"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": "48/52 weeks with commits",
"points": 33.2,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 48
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "794 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 794
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"releases_count": 18,
"latest_release_tag": "v0.6.2",
"releases_from_tags": false,
"days_since_latest_release": 10,
"mean_days_between_releases": 8.5
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "18 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 18
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 10 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 10
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~8.5 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 8.5
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "OpenSSF Scorecard unavailable",
"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": 2,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 2 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 2
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 56,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "at_risk",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 30,
"inputs": {
"forks": 20,
"stars": 16,
"watchers": 2,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "16 stars",
"points": 19.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 16
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "20 forks",
"points": 10.7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 20
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "2 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 2
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"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": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 72,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 12,
"top_contributor_share": 0.451
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 45% of commits",
"points": 12.4,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 45
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "12 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 12
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"merged_prs": 360,
"open_issues": 35,
"closed_issues": 203,
"issue_closed_ratio": 0.853,
"closed_unmerged_prs": 68
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "85% of issues closed",
"points": 39.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 85
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "360/428 decided PRs merged",
"points": 32.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 360,
"decided": 428
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"followers": 54,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "llm-d-incubation",
"public_repos": 17,
"account_age_days": 439
},
"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": "54 followers of llm-d-incubation",
"points": 12.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 54,
"login": "llm-d-incubation"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "17 public repos, account ~1 yr old",
"points": 11.5,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 17
}
},
{
"code": "account_age_years",
"params": {
"years": 1
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"github.com/llm-d-incubation/llm-d-fast-model-actuation"
],
"ecosystems": "go",
"any_deprecated": false,
"min_days_since_publish": 10
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on go",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "go"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 10 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 10
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "21 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 21
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 89,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "21 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 21
}
}
],
"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": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"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": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"topics": [
"llm-d"
],
"has_wiki": true,
"homepage": null,
"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": null,
"points": 0,
"status": "missed",
"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": "1 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 1
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 73,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "good",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"dependency_lockfiles"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
"source": "file_signals",
"lockfiles": [
"go.sum"
],
"manifests": [
"go.mod"
],
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "dependabot_config",
"name": "Dependabot config",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "dependency_lockfiles",
"name": "Dependency lockfiles",
"detail": "published library — lockfiles are an application concern, not expected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "lockfiles_not_expected",
"params": {}
}
],
"max_points": 25
},
{
"key": "codeql_workflow",
"name": "CodeQL workflow",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"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": 14
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "excellent",
"name": "AI Readiness",
"value": 86,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.975,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 853
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "77 of 79 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 77,
"sampled": 79
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.06,
"toolchain_manifests": [
"go.mod"
],
"dependency_bot_commit_share": 0.21
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "6 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 6,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "21 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 21,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 99,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 103611,
"source_files_sampled": 54,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Go (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/54 source files over 60KB",
"points": 54,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 54,
"oversized": 1
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"OpenSSF Scorecard did not return a usable result (2026/07/25 18:30:35 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-25T18:31:01.739200Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/llm-d-incubation/llm-d-fast-model-actuation.svg",
"full_name": "llm-d-incubation/llm-d-fast-model-actuation",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}
Пов’язані записи
Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з llm-d-incubation/llm-d-fast-model-actuation. Читати поруч →
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.
