OpenAdaptAI/openadapt-evals tiene un índice de salud de 60 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (81/100) y la más baja, Community & Adoption (33/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.
60
global / 100
Moderado
Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.
60
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.
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
deps.dev does not index pypi:openadapt-evals@0.90.2; advisories assessed against the repository dependency graph instead
Más detalle
Historial de estrellas y forks 0 ★ / 3 ⇿
0Estrellas
3Forks
92Versiones
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Mayor 0Menor 39Parche 53
OpenSSF Scorecard 3.9 / 10
3.9agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-28 03:43 UTC
No fue posible recopilar el conjunto de dependencias resuelto para este informe: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Informe JSON sin procesar legible por máquina
{
"data": {
"repo": {
"topics": [
"benchmarks",
"evaluation",
"gui-automation",
"openadapt",
"python"
],
"is_fork": false,
"size_kb": 105125,
"has_wiki": true,
"homepage": "https://pypi.org/project/openadapt-evals/",
"languages": {
"HTML": 30368,
"Shell": 21567,
"Python": 4288843,
"Batchfile": 1496,
"Dockerfile": 17002
},
"pushed_at": "2026-07-28T03:40:14Z",
"created_at": "2026-01-16T22:35:21Z",
"owner_type": "Organization",
"updated_at": "2026-07-28T03:40:30Z",
"description": "Evaluation infrastructure for GUI agent benchmarks",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://openadapt.ai/",
"name": "OpenAdapt.AI",
"type": "Organization",
"login": "OpenAdaptAI",
"company": null,
"location": null,
"followers": 99,
"avatar_url": "https://avatars.githubusercontent.com/u/132681217?v=4",
"created_at": "2023-05-05T14:01:00Z",
"is_verified": null,
"public_repos": 54,
"account_age_days": 1179
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.90.2",
"kind": "patch",
"published_at": "2026-07-28T03:40:15Z"
},
{
"tag": "v0.90.1",
"kind": "patch",
"published_at": "2026-07-28T02:34:48Z"
},
{
"tag": "v0.90.0",
"kind": "minor",
"published_at": "2026-07-27T06:44:59Z"
},
{
"tag": "v0.89.1",
"kind": "patch",
"published_at": "2026-07-16T00:22:05Z"
},
{
"tag": "v0.89.0",
"kind": "minor",
"published_at": "2026-07-14T14:10:55Z"
},
{
"tag": "v0.88.0",
"kind": "minor",
"published_at": "2026-07-14T04:25:05Z"
},
{
"tag": "v0.87.2",
"kind": "patch",
"published_at": "2026-07-10T19:34:59Z"
},
{
"tag": "v0.87.1",
"kind": "patch",
"published_at": "2026-06-13T00:19:04Z"
},
{
"tag": "v0.87.0",
"kind": "minor",
"published_at": "2026-04-01T15:29:14Z"
},
{
"tag": "v0.86.0",
"kind": "minor",
"published_at": "2026-04-01T15:26:12Z"
},
{
"tag": "v0.85.0",
"kind": "minor",
"published_at": "2026-03-31T22:47:44Z"
},
{
"tag": "v0.84.0",
"kind": "minor",
"published_at": "2026-03-31T22:39:02Z"
},
{
"tag": "v0.83.0",
"kind": "minor",
"published_at": "2026-03-31T22:15:40Z"
},
{
"tag": "v0.82.4",
"kind": "patch",
"published_at": "2026-03-30T16:58:14Z"
},
{
"tag": "v0.82.3",
"kind": "patch",
"published_at": "2026-03-29T23:48:00Z"
},
{
"tag": "v0.82.2",
"kind": "patch",
"published_at": "2026-03-29T23:38:13Z"
},
{
"tag": "v0.82.1",
"kind": "patch",
"published_at": "2026-03-29T23:25:45Z"
},
{
"tag": "v0.82.0",
"kind": "minor",
"published_at": "2026-03-29T23:05:10Z"
},
{
"tag": "v0.81.9",
"kind": "patch",
"published_at": "2026-03-29T22:30:14Z"
},
{
"tag": "v0.81.8",
"kind": "patch",
"published_at": "2026-03-29T22:07:11Z"
},
{
"tag": "v0.81.7",
"kind": "patch",
"published_at": "2026-03-29T21:41:04Z"
},
{
"tag": "v0.81.6",
"kind": "patch",
"published_at": "2026-03-29T21:24:17Z"
},
{
"tag": "v0.81.5",
"kind": "patch",
"published_at": "2026-03-29T20:47:20Z"
},
{
"tag": "v0.81.4",
"kind": "patch",
"published_at": "2026-03-29T20:44:23Z"
},
{
"tag": "v0.81.3",
"kind": "patch",
"published_at": "2026-03-29T20:16:24Z"
},
{
"tag": "v0.81.2",
"kind": "patch",
"published_at": "2026-03-29T19:09:22Z"
},
{
"tag": "v0.81.1",
"kind": "patch",
"published_at": "2026-03-29T18:22:43Z"
},
{
"tag": "v0.81.0",
"kind": "minor",
"published_at": "2026-03-29T18:17:30Z"
},
{
"tag": "v0.80.2",
"kind": "patch",
"published_at": "2026-03-29T17:22:24Z"
},
{
"tag": "v0.80.1",
"kind": "patch",
"published_at": "2026-03-29T17:06:24Z"
},
{
"tag": "v0.80.0",
"kind": "minor",
"published_at": "2026-03-29T16:37:46Z"
},
{
"tag": "v0.79.2",
"kind": "patch",
"published_at": "2026-03-29T16:14:23Z"
},
{
"tag": "v0.79.1",
"kind": "patch",
"published_at": "2026-03-29T16:07:57Z"
},
{
"tag": "v0.79.0",
"kind": "minor",
"published_at": "2026-03-29T15:57:49Z"
},
{
"tag": "v0.78.2",
"kind": "patch",
"published_at": "2026-03-29T15:49:45Z"
},
{
"tag": "v0.78.1",
"kind": "patch",
"published_at": "2026-03-29T15:30:55Z"
},
{
"tag": "v0.78.0",
"kind": "minor",
"published_at": "2026-03-29T15:16:12Z"
},
{
"tag": "v0.77.5",
"kind": "patch",
"published_at": "2026-03-29T14:39:23Z"
},
{
"tag": "v0.77.4",
"kind": "patch",
"published_at": "2026-03-29T14:03:15Z"
},
{
"tag": "v0.77.3",
"kind": "patch",
"published_at": "2026-03-29T13:55:05Z"
},
{
"tag": "v0.77.2",
"kind": "patch",
"published_at": "2026-03-29T05:03:11Z"
},
{
"tag": "v0.77.1",
"kind": "patch",
"published_at": "2026-03-29T04:53:20Z"
},
{
"tag": "v0.77.0",
"kind": "minor",
"published_at": "2026-03-29T04:31:39Z"
},
{
"tag": "v0.76.3",
"kind": "patch",
"published_at": "2026-03-29T04:16:43Z"
},
{
"tag": "v0.76.2",
"kind": "patch",
"published_at": "2026-03-28T23:02:48Z"
},
{
"tag": "v0.76.1",
"kind": "patch",
"published_at": "2026-03-28T22:54:02Z"
},
{
"tag": "v0.76.0",
"kind": "minor",
"published_at": "2026-03-28T22:34:58Z"
},
{
"tag": "v0.75.0",
"kind": "minor",
"published_at": "2026-03-28T21:38:14Z"
},
{
"tag": "v0.74.1",
"kind": "patch",
"published_at": "2026-03-28T21:29:42Z"
},
{
"tag": "v0.74.0",
"kind": "minor",
"published_at": "2026-03-28T21:20:22Z"
},
{
"tag": "v0.73.0",
"kind": "minor",
"published_at": "2026-03-28T20:33:03Z"
},
{
"tag": "v0.72.9",
"kind": "patch",
"published_at": "2026-03-28T20:22:04Z"
},
{
"tag": "v0.72.8",
"kind": "patch",
"published_at": "2026-03-28T20:18:52Z"
},
{
"tag": "v0.72.7",
"kind": "patch",
"published_at": "2026-03-28T20:06:58Z"
},
{
"tag": "v0.72.6",
"kind": "patch",
"published_at": "2026-03-28T19:55:18Z"
},
{
"tag": "v0.72.5",
"kind": "patch",
"published_at": "2026-03-28T19:28:54Z"
},
{
"tag": "v0.72.4",
"kind": "patch",
"published_at": "2026-03-28T19:20:08Z"
},
{
"tag": "v0.72.3",
"kind": "patch",
"published_at": "2026-03-28T19:07:07Z"
},
{
"tag": "v0.72.2",
"kind": "patch",
"published_at": "2026-03-28T18:52:00Z"
},
{
"tag": "v0.72.1",
"kind": "patch",
"published_at": "2026-03-28T18:47:32Z"
},
{
"tag": "v0.72.0",
"kind": "minor",
"published_at": "2026-03-28T16:44:50Z"
},
{
"tag": "v0.71.3",
"kind": "patch",
"published_at": "2026-03-28T16:33:58Z"
},
{
"tag": "v0.71.2",
"kind": "patch",
"published_at": "2026-03-28T04:32:53Z"
},
{
"tag": "v0.71.1",
"kind": "patch",
"published_at": "2026-03-27T17:32:55Z"
},
{
"tag": "v0.71.0",
"kind": "minor",
"published_at": "2026-03-26T21:07:53Z"
},
{
"tag": "v0.70.2",
"kind": "patch",
"published_at": "2026-03-26T16:32:45Z"
},
{
"tag": "v0.70.1",
"kind": "patch",
"published_at": "2026-03-26T16:26:15Z"
},
{
"tag": "v0.70.0",
"kind": "minor",
"published_at": "2026-03-24T21:31:44Z"
},
{
"tag": "v0.69.1",
"kind": "patch",
"published_at": "2026-03-24T04:08:21Z"
},
{
"tag": "v0.69.0",
"kind": "minor",
"published_at": "2026-03-24T02:28:41Z"
},
{
"tag": "v0.68.0",
"kind": "minor",
"published_at": "2026-03-23T20:33:01Z"
},
{
"tag": "v0.67.0",
"kind": "minor",
"published_at": "2026-03-23T20:04:12Z"
},
{
"tag": "v0.66.0",
"kind": "minor",
"published_at": "2026-03-23T19:58:57Z"
},
{
"tag": "v0.65.0",
"kind": "minor",
"published_at": "2026-03-23T19:45:29Z"
},
{
"tag": "v0.64.1",
"kind": "patch",
"published_at": "2026-03-23T15:49:51Z"
},
{
"tag": "v0.64.0",
"kind": "minor",
"published_at": "2026-03-23T00:56:22Z"
},
{
"tag": "v0.63.0",
"kind": "minor",
"published_at": "2026-03-22T22:45:14Z"
},
{
"tag": "v0.62.0",
"kind": "minor",
"published_at": "2026-03-22T19:09:09Z"
},
{
"tag": "v0.61.0",
"kind": "minor",
"published_at": "2026-03-22T17:21:29Z"
},
{
"tag": "v0.60.0",
"kind": "minor",
"published_at": "2026-03-22T16:53:40Z"
},
{
"tag": "v0.59.3",
"kind": "patch",
"published_at": "2026-03-22T06:10:09Z"
},
{
"tag": "v0.59.2",
"kind": "patch",
"published_at": "2026-03-22T04:46:02Z"
},
{
"tag": "v0.59.1",
"kind": "patch",
"published_at": "2026-03-22T03:56:25Z"
},
{
"tag": "v0.59.0",
"kind": "minor",
"published_at": "2026-03-21T22:27:54Z"
},
{
"tag": "v0.58.1",
"kind": "patch",
"published_at": "2026-03-21T20:27:03Z"
},
{
"tag": "v0.58.0",
"kind": "minor",
"published_at": "2026-03-21T19:22:20Z"
},
{
"tag": "v0.57.0",
"kind": "minor",
"published_at": "2026-03-21T19:00:15Z"
},
{
"tag": "v0.56.0",
"kind": "minor",
"published_at": "2026-03-21T18:48:44Z"
},
{
"tag": "v0.55.0",
"kind": "minor",
"published_at": "2026-03-21T18:40:34Z"
},
{
"tag": "v0.54.0",
"kind": "minor",
"published_at": "2026-03-21T18:04:03Z"
},
{
"tag": "v0.53.0",
"kind": "minor",
"published_at": "2026-03-21T17:47:53Z"
},
{
"tag": "v0.52.0",
"kind": "minor",
"published_at": "2026-03-21T17:19:36Z"
},
{
"tag": "v0.51.1",
"kind": "patch",
"published_at": "2026-03-21T16:29:23Z"
},
{
"tag": "v0.51.0",
"kind": "minor",
"published_at": "2026-03-21T01:07:18Z"
},
{
"tag": "v0.50.1",
"kind": "patch",
"published_at": "2026-03-20T18:34:08Z"
},
{
"tag": "v0.50.0",
"kind": "minor",
"published_at": "2026-03-20T17:43:09Z"
},
{
"tag": "v0.49.0",
"kind": "minor",
"published_at": "2026-03-20T17:15:18Z"
},
{
"tag": "v0.48.5",
"kind": "patch",
"published_at": "2026-03-20T16:11:28Z"
},
{
"tag": "v0.48.4",
"kind": "patch",
"published_at": "2026-03-20T15:54:47Z"
},
{
"tag": "v0.48.3",
"kind": "patch",
"published_at": "2026-03-20T01:37:08Z"
}
],
"recent_commits": [
{
"oid": "43ec260095ad60cb2c46527a72b9f857d56701bd",
"body": null,
"is_bot": false,
"headline": "chore: release 0.90.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-28T03:40:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a1518026e49212038b804e31d1a1aa4a8d22dca",
"body": "…uced a number (#277)\n\nA lint sweep exposed one failure class across this repo: a failure rendered as\na successful empty result. In an evaluation repo that does not crash anything\n-- it publishes a WRONG NUMBER. An unreachable backend that scores 0% and is\nreported as a legitimate 0% is the worst in\n[…]\nerror`,\n`exit 0`, or `set +e` anywhere. All four workflows fail loudly.\n\n\nClaude-Session: https://claude.ai/code/session_01NyCHrzA1psrKMFfroYbzaM\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(evals): make \"could not measure\" representable everywhere it prod…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-28T03:38:45Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "4dc70d0544fa11d98c49a44b19460d0710b8b273",
"body": "`[tool.ruff]` has existed here for a long time with nothing running it. By the\ntime PR #275 looked, the tree had drifted to 478 findings against its own\ndeclared rule set -- among them three undefined names that no reviewer would\nhave let through if anything had been checking. #275 cleared all of th\n[…]\nassed!`\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n\nClaude-Session: https://claude.ai/code/session_01NyCHrzA1psrKMFfroYbzaM\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: enforce the ruff config this repo already declares (#276)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-28T02:48:13Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "9268f4f87edd29f71b0272c7e7231246a6eeb646",
"body": null,
"is_bot": false,
"headline": "chore: release 0.90.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-28T02:34:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c4b7e9bf3e7b6215da07ae6bbf1681c4f5026d59",
"body": "…ound (#275)\n\n`ruff>=0.1.0` was unbounded and `[tool.ruff]` set only `line-length`, so the\neffective rule set was whatever ruff the resolver happened to pick. ruff\n0.16.0 grew its DEFAULT set from 59 rules to 413; this repo silently went from\nits old implicit defaults to 1653 findings without a code\n[…]\nevery package module, and `ruff check .` clean under the locked 0.16.0.\n\n\nClaude-Session: https://claude.ai/code/session_01NyCHrzA1psrKMFfroYbzaM\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: bound ruff, declare an explicit lint rule set, and fix what it f…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-28T02:33:13Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8bd4afe31615423efc2929d34d89834b7d21bdb3",
"body": "`.private/` is the workspace-wide convention for material that must never be\npublished. It was not ignored here, so a directory created inside this checkout\nwas one stray `git add` from being committed. Ignore it mechanically rather\nthan relying on that never happening.\n\n\nClaude-Session: https://claude.ai/code/session_01NyCHrzA1psrKMFfroYbzaM\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: gitignore .private/ (#274)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-28T00:03:52Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "18010273c834bebc78b3204511069959b7d74bc6",
"body": "…#273)\n\n* docs(evidence): correct the 1.16.1 vs 1.24.0 apples-to-apples claim\n\n`REPRODUCE.md` stated that the two measurements \"differ only in the engine\nunder test\". That is false. MockMed ships *inside* the Flow wheel\n(`openadapt_flow/mockmed/`), so repinning the wheel repins the engine AND the\nap\n[…]\n>\nClaude-Session: https://claude.ai/code/session_01NyCHrzA1psrKMFfroYbzaM\n\n* fix(evidence): bind reproduction to measured Flow release\n\n---------\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(evidence): correct the 1.16.1 vs 1.24.0 apples-to-apples claim (…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-27T18:30:45Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5b02c24de01a1f3dd23ce1d6692621c4d68a6927",
"body": null,
"is_bot": false,
"headline": "chore: release 0.90.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-27T06:44:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3fc35e9dfb4840de1201d387d4b796aa141a1785",
"body": "…st drift (#272)\n\nThe published comparison was measured against Flow v1.16.1 and was still the\ncurrent public evidence eight minor releases later. Re-run it against the exact\npublished 1.24.0 wheel with the byte-identical runner, add coverage for the new\ntransaction outcome taxonomy, and add a guard\n[…]\nidence set had to be\nforce-added and one could silently go unpublished.\n\n\nClaude-Session: https://claude.ai/code/session_01NyCHrzA1psrKMFfroYbzaM\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(evals): rebind published evidence to Flow 1.24.0 and guard again…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-27T06:43:10Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "1fec68532e70dd05d6ad8668870c376c7fd8d996",
"body": "Reframe the README around what this repo actually is: evaluation and\nbenchmarking infrastructure that produces evidence for OpenAdapt's\ngoverned-demonstration-compiler claims, not an end-user product.\n\n- Keep and clean the research-status banner (no em dashes anywhere)\n- Add the openadapt-flow evalu\n[…]\ns out of scope\n- Cross-link docs.openadapt.ai and the OpenAdaptAI org\n\n\nClaude-Session: https://claude.ai/code/session_01NyCHrzA1psrKMFfroYbzaM\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: refresh README as evidence-generating eval infra (#271)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-21T04:45:48Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8b00d3c8036eca9dbde81d124ee1b66675605dfc",
"body": null,
"is_bot": false,
"headline": "docs(evals): bind current Flow release performance (#270)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-19T02:47:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7629ba5a2447c919e499e88e9b4eedbc80c8f3ab",
"body": "* docs(evals): publish bounded OpenAdapt performance evidence\n\n* fix(evals): bind performance report provenance",
"is_bot": false,
"headline": "docs(evals): publish bounded OpenAdapt performance evidence (#269)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-18T02:01:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "24a3108dc4a2c301895881d06172a2d280518dfc",
"body": "Adds the standard lifecycle banner used across the org (matching the\nbanner wave on openadapt-capture, openadapt-grounding, etc.), derived\nfrom this repo's classification in the repository lifecycle registry\n(OpenAdaptAI/.github repository-lifecycle.yml, reviewed 2026-07-15):\nResearch.\n\nExisting README content is unchanged below the banner.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: add lifecycle status banner (#268)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-17T22:04:26Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d98254d5721620e46b1251d2c2a19a7d4918b170",
"body": null,
"is_bot": false,
"headline": "chore: release 0.89.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-16T00:22:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a08917a017945cf374e5fb2460454ebe39ace136",
"body": "Pin release tooling, enforce the no-sources lock in CI, and build the reviewed lock state during semantic release.",
"is_bot": false,
"headline": "fix: keep release lock metadata consistent",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-16T00:20:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2059316876f116d3123995fb87245418bf221f14",
"body": null,
"is_bot": false,
"headline": "chore: release 0.89.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-14T14:10:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae9a8c7ff428d8c74f6f1dd526599dae6827ff7e",
"body": "…metrics) (#266)\n\nConsolidate the three existing openadapt-evals abstractions -- BenchmarkAdapter\n(adapters/base.py), TaskVerifierRegistry (evaluation/verifier_registry.py), and\nthe flow-side EffectVerifier -- behind ONE runtime_checkable Environment\nprotocol whose verify() folds all three scoring p\n[…]\nError from the external stubs. No live\nAzure/VM/paid infra exercised.\n\n\nClaude-Session: https://claude.ai/code/session_01CKrVJJy5jWVCkXAqgUqtqZ\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: lightweight meta-benchmark harness (unify Environment/verify + …",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-14T14:09:39Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ed008f48967896b06195995b7832d424cee6806e",
"body": null,
"is_bot": false,
"headline": "chore: release 0.88.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-14T04:25:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b95e27da398662ef7fca5af5a9e13638fa2cbeca",
"body": "…d-as-agent) with cost-guarded dry-run (#265)\n\n* feat: evaluate openadapt-flow on WAA (demonstrate-then-replay + hybrid-as-agent) with cost-guarded dry-run\n\nWire openadapt-flow (the demonstration compiler) into the WAA benchmark\nharness with two eval modes, both scored by WAA's own task verifier:\n\n-\n[…]\not.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01CKrVJJy5jWVCkXAqgUqtqZ\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: evaluate openadapt-flow on WAA (demonstrate-then-replay + hybri…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-14T04:23:49Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "d93254abb86ee96a70d9a817e7b015c0e3f172ba",
"body": "…als cycle (#264)\n\n* refactor: source Benchmark* types from openadapt-types; break ml<->evals cycle\n\nPhase 1 of the evals->ml refactor.\n\nFork A: BenchmarkTask/Observation/Action (adapters/base.py) and\nBenchmarkAgent (agents/base.py) are now imported from openadapt-types\n(the canonical schema package\n[…]\ne.ai/code/session_01CKrVJJy5jWVCkXAqgUqtqZ\n\n* chore: pin openadapt-types>=0.3.0 (published w/ benchmark), drop local editable source\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor: source Benchmark* types from openadapt-types; break ml<->ev…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-13T16:40:41Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3843e883c84e7d33759b926064a40c80d3a4b641",
"body": null,
"is_bot": false,
"headline": "chore: release 0.87.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-10T19:34:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dca4ff75203752b1d8a1b6de5f94ed24fa18f721",
"body": "…ts (#263)\n\nThe oa-vm console script imports openadapt_evals.benchmarks.vm_cli, which\ntriggered the package __init__ modules' eager `from openadapt_evals.agents\nimport ...`. That cascaded into transformers/peft — dead weight for VM\nlifecycle management, and a hard crash under a NumPy 2 / stale-trans\n[…]\ns a check that\nthe lazy re-exports still resolve to the real objects.\n\n\nClaude-Session: https://claude.ai/code/session_01CKrVJJy5jWVCkXAqgUqtqZ\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: decouple oa-vm from the ML training stack via lazy package impor…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-07-10T19:33:37Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "671eb419e517ed76c5781b1d868ceeeef7027428",
"body": null,
"is_bot": false,
"headline": "chore: release 0.87.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-06-13T00:19:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c05b76432bd4bc600e31de584fda7891ef1a905",
"body": "…ease alerting (#262)\n\nEcosystem rollout of the #999 guards (see openadapt-ml#64,\nOpenAdapt#1002):\n\n- tests/test_import_integrity.py: AST-based phantom-import and\n phantom-kwarg detection across the whole package, including imports\n inside function bodies\n- The new guard immediately found one live\n[…]\npend a GitHub issue when the release workflow\n fails, so PyPI cannot silently go stale (openadapt-ml's releases\n failed silently Mar-Jun 2026)\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: implement missing cmd_tasks; add import-integrity guards and rel…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-06-13T00:17:49Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3defa5b489df8f9d39ad82fea1ac23ad89aee038",
"body": null,
"is_bot": false,
"headline": "chore: release 0.87.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-04-01T15:29:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dd01054723fc7b88416c2010691324247dd551cf",
"body": "Add two scripts for populating GroundingTarget data on demo click steps:\n\n- enrich_demo_targets.py: Enriches each click step with GroundingTarget\n metadata (target_type, crop_bbox, click_offset, nearby_text) using OCR\n when real screenshots are available, or description-derived heuristics\n when t\n[…]\npts use fire for CLI, handle the existing demo JSON format, and\nintegrate with grounding.py GroundingTarget.to_dict()/from_dict().\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: demo enrichment pipeline for GroundingTarget data (#261)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-04-01T15:27:45Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "4683b178ffc89ade57faf805ca7e4e40c803d4be",
"body": null,
"is_bot": false,
"headline": "chore: release 0.86.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-04-01T15:26:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c66468a07fc98643936572fe75af8cc265a13c95",
"body": "run_ocr() now tries backends in order:\n1. GLM-OCR (VLM-based, pip install glmocr, better accuracy on complex UIs)\n2. pytesseract (traditional OCR, requires system Tesseract binary)\n3. Empty list (graceful degradation)\n\nAdded [ocr] optional dependency group for glmocr.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add GLM-OCR as primary OCR backend, pytesseract as fallback (#260)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-04-01T15:24:51Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6a3dc5a08988647893930fd08b03bc4081515c1b",
"body": null,
"is_bot": false,
"headline": "chore: release 0.85.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-31T22:47:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa797dd2c01ce6803cf81b7f1a16464dcb05cad7",
"body": "Add Phase 5 text anchoring on top of Phase 4 state narrowing:\n\n- grounding.py: run_ocr() with pytesseract (optional dep, graceful\n fallback), ground_by_text() with tiered scoring (exact/case-insensitive/\n substring/fuzzy) and nearby-text proximity boost, plus helper functions\n _char_overlap_ratio\n[…]\ns,\n proximity boost, edge cases, and graceful pytesseract fallback.\n All tests use mocked OCR results (no pytesseract required).\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: OCR text anchoring (Tier 1.5a) for grounding cascade (#259)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-31T22:46:27Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a5ebabb2877d622b27b659e652fd4748c3f2739e",
"body": null,
"is_bot": false,
"headline": "chore: release 0.84.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-31T22:39:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e22b404cd6ebd618a06c5a9748315d2a6ecd910e",
"body": "…de (#257)\n\nPhase 4 of the grounding cascade — detect \"wrong screen\" before\ngrounding and verify state changes after clicking.\n\nAdded to grounding.py:\n- check_state_preconditions(): verifies window title, nearby text,\n and surrounding labels match expectations before grounding a click.\n Skips grac\n[…]\nrance/disappearance, window title change, modal skip,\n combined scenarios)\n- 4 tests for GroundingTarget round-trip serialization\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: state narrowing and transition verification for grounding casca…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-31T22:37:37Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "68e4b2ad6f5294929e9313c2e090ed698b4aa184",
"body": null,
"is_bot": false,
"headline": "chore: release 0.83.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-31T22:15:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e912b653942424513b4762fdbae8051c0b71c3b3",
"body": "…hitecture (#256)\n\nPhase 3 of the grounding cascade design (v3):\n\n- grounding.py: GroundingTarget (rich target per click step — description,\n crop, nearby text, window title, structured transition expectations)\n and GroundingCandidate (normalized output from each grounding tier)\n- demo_library.py:\n[…]\nscade. Every\ndownstream tier (OCR, CLIP, UI-Venus, GPT-5.4) operates on the same\nrich signal instead of a weak description string.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: GroundingTarget + GroundingCandidate data model for cascade arc…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-31T22:14:26Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "2393c537e4e3b9ca9d0876a605a269acd15ee359",
"body": null,
"is_bot": false,
"headline": "chore: release 0.82.4",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-30T16:58:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "321dceac303d61a416b25ca9624dedc1b3a90da9",
"body": "…eprecation (#255)\n\nThree changes based on client training results (grad_norm=101, 0.00 eval delta):\n\n1. Add max_grad_norm to TrainingConfig (was hardcoded to 1.0). When\n grad_norm >> max_grad_norm, gradients are clipped to a near-random\n direction — training makes no progress despite non-zero l\n[…]\nn't support multimodal VLMs (issue #5120).\n The standalone trainer is the production training path until TRL\n PR #5323 merges.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: configurable max_grad_norm, lower default lr, remove premature d…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-30T16:56:50Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a5f290dce555a2c7ab358ee0465e63729e6db3f2",
"body": null,
"is_bot": false,
"headline": "chore: release 0.82.3",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T23:47:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96120198f5cd413675b37c6752fe0f2c79dae78e",
"body": "forward() patch handles training logprob recomputation, but TRL also\ncalls model.generate(input_ids=...) without pixel_values. HF's\ngenerate() uses prepare_inputs_for_generation() which builds a fresh\nkwargs dict — cached pixel_values in forward() aren't enough because\ngenerate() needs them at the top level to pass them through.\n\nNow patches BOTH forward() and generate() on the model instance.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: also patch model.generate() to inject cached pixel_values (#254)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T23:46:36Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "362c976fbb3903ed4e91a747fc573cb5bcce3632",
"body": null,
"is_bot": false,
"headline": "chore: release 0.82.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T23:38:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0f381b1c6ff0de3c2ff2e9f89cde91542df71e2f",
"body": "TRL unwraps models via Accelerate, stripping wrapper classes. The fix:\npatch forward() on the model instance itself. This survives unwrapping.\n\n- patch_model_for_trl(model) → returns cache_fn\n- cache_fn(inputs) caches pixel_values from processor output\n- Patched forward() injects cached pixel_values\n[…]\ncovers all call paths)\n- trl_wrapper passes original model to TRL (not a wrapper)\n- cache_vision_fn passed through to rollout_func\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: patch model.forward() directly instead of wrapper class (#253)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T23:36:51Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e27dafc263e0ce1fa70087a244ff9f0677d9dc4e",
"body": null,
"is_bot": false,
"headline": "chore: release 0.82.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T23:25:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7879deef1bc1a50ae3292b3f9861a6a9c5910ac6",
"body": "… (#252)\n\nTRL's validate_quantization_for_training() uses isinstance(model,\nPeftModel) to check for adapters. The wrapper hid the PeftModel,\ncausing: \"You cannot perform fine-tuning on purely quantized models.\"\n\nFix: dynamically create a combined class inheriting from both\nVLMModelWrapper and the wr\n[…]\nwrapper_passes_peft_validation (e2e): full TRL validation sim\n- test_wrapper_preserves_trainable_parameters (e2e): optimizer setup\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: VLMModelWrapper PEFT isinstance compatibility for TRL validation…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T23:24:23Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "13ad5116f4f6326c7863730fd63aae003330d4f6",
"body": null,
"is_bot": false,
"headline": "chore: release 0.82.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T23:05:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa26d553d05e6bcae1f41191d52375331888095e",
"body": "* feat: VLMModelWrapper — multimodal compatibility layer for TRL\n\nTRL's GRPOTrainer calls model.forward(input_ids=...) during training\nwithout pixel_values. VLMs need pixel_values to produce meaningful\nlogits. Without them, the model is blind and generates garbage.\n\nVLMModelWrapper caches vision ten\n[…]\nodal TRL failures before they reach\nthe customer.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: VLMModelWrapper — multimodal compatibility layer for TRL (#251)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T23:03:46Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "93fa3954fc780dad503f60a739e583fad864f613",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.9",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T22:30:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1d35883851ad111f049167051e71e9a44e7819d",
"body": "Stripping <think> from rendered text was insufficient — TRL or the\nprocessor may re-apply the template, re-inserting the tags. The fix:\npatch processor.chat_template and processor.tokenizer.chat_template\non first rollout call, removing <think>/<think> from the Jinja\ntemplate itself. This ensures no code path can re-insert thinking mode.\n\nAlso strips </think> (was missed in #249).\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: patch chat_template to remove <think> tags at the source (#250)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T22:28:52Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bd3acaff2934e2a80610c1a18d77fd5db2b448c5",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.8",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T22:07:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a2bf7f7d6dc262608fba994b02cfbce50eaa811",
"body": "Root cause of persistent garbage output: Qwen3.5-9B's chat template\ninserts <think> which activates internal reasoning mode. The model\nproduces opaque thinking tokens (# # # # #) instead of DSL actions.\n\nFix: pass enable_thinking=False to apply_chat_template. Falls back to\nstripping <think> from rendered text if the kwarg is not supported.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: disable Qwen3.5 thinking mode in TRL generation (#249)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T22:05:52Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "dd0dd45151339fda0b53afd44c7d236f2ed4f27e",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.7",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T21:41:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8e3bc45097231e35060c30e0064753c4dea527d1",
"body": "…248)\n\nAdds detailed one-time logging to help debug the persistent garbage\noutput issue:\n\n1. Raw messages (role, content types, text preview) before chat template\n2. Full rendered text_input (2000 chars, not 300)\n3. Image metadata (mode, size, format)\n4. Generation config (max_new_tokens, temperatur\n[…]\nvalues is MISSING, the\nmodel isn't seeing the screenshot — which would explain degenerate output\nregardless of prompt correctness.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: comprehensive prompt diagnostics for debugging garbage output (#…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T21:39:41Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "4e49c80d571f3c71731e1baee3c4beffd8c03717",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.6",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T21:24:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1d948996a117b8d9a20430e28ed631fb8361b8cc",
"body": "… (#247)\n\nTwo critical fixes:\n\n1. Garbage output root cause: TRL constructed user messages differently\n from the standalone trainer. Standalone wraps instruction with\n \"Goal:\" prefix, format guidance, and {\"type\": \"image\"} placeholder.\n TRL passed raw instruction text. Now imports build_agent_\n[…]\nprompt\n per step with num_gen rollouts. No dataset padding needed.\n\nAlso adds one-time prompt logging for operator verification.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: use build_agent_messages for TRL prompt + fix 4x over-generation…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T21:22:56Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "682b581b2e5dd405fcc903b3c266d9a07f8f0c3c",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.5",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T20:47:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fc40bf40784482a20a49600dd95b151b1342d6b7",
"body": "… rollout_func (#243)\n\n* fix: add truncation warning to TRL generate paths\n\nAdd a truncation check after both generation paths (Outlines constrained\nand HF unconstrained) in generate_fn. When the output length reaches\nmax_new_tokens - 1, a warning is logged suggesting to increase\nmax_new_tokens or e\n[…]\nacks from HookBridge (keep only on_step_complete)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: wire on_before_collect and on_rollout_complete callbacks through…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T20:45:47Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "36ac839ba0812f50c16f3fc4eb576dbdf3d1aeb9",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.4",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T20:44:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e71ed9fe17168524963b564aa050bb4d4d4d305e",
"body": "Add a truncation check after both generation paths (Outlines constrained\nand HF unconstrained) in generate_fn. When the output length reaches\nmax_new_tokens - 1, a warning is logged suggesting to increase\nmax_new_tokens or enable constrained_decoding. This helps diagnose\ncases where the model genera\n[…]\nts that exercise the\nactual generate_fn code path by calling it through the rollout function\nwith mocked torch and model.generate.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: add truncation warning to TRL generate paths (#242)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T20:42:42Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "6a38956f3da2776701b0b92b94134609e83f4d4d",
"body": "Adds tests/test_trl_parity.py with 25 test cases covering the 10 areas\nidentified in docs/STANDALONE_VS_TRL_COMPARISON.md as needed before the\nstandalone GRPO trainer can be deprecated:\n\n1. Constrained decoding — Outlines generator build + ACTION_REGEX\n2. Constrained decoding ImportError — returns N\n[…]\nJSON schema, roundtrip\n\nAll tests are light (no torch/transformers/trl imports), use unittest.mock,\nand pass with [dev] deps only.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: add 10 TRL parity tests for deprecation readiness (#241)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T20:42:40Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "114ad0e8bdc33c35a966ba820ad958fba4269550",
"body": "… eval (#246)\n\nReverts the evaluate_dense reordering from #245 (local-first was too\naggressive — skipped binary eval entirely, losing the signal when 5050\nIS available).\n\nThe actual fix: set evaluate_timeout=15s and evaluate_retries=1 on the\nWAALiveAdapter in the TRL wrapper. The evaluate_dense logi\n[…]\n\n- Benchmarking: 180s timeout, 3 retries (thorough, one-shot)\n- Training: 15s timeout, 1 retry (fast feedback, thousands of evals)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: use training-appropriate evaluate timeouts instead of reordering…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T20:41:47Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0922b0a6da435bd659290449aa87b2580faf2962",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.3",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T20:16:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b8c1c2b6317a693fec2e97cf8aa459205f1be4d",
"body": "…(#245)\n\n51% of TRL training time wasted on 5050 evaluate timeouts (180s × 3\nretries = 9 min per evaluation). The local evaluation via\nevaluate_checks_local takes ~5s.\n\nFix: when task config has checks defined, try local eval FIRST. Only\nfall through to the slow /evaluate endpoint when no local chec\n[…]\n define\ntheir own checks.\n\nBefore: evaluate() [9 min] → if 0.0 → local [5s]\nAfter: local [5s] → if no checks → evaluate() [9 min]\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: try local eval before slow /evaluate endpoint in evaluate_dense …",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T20:15:04Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "d8c6187fb6411314c092aadb76e23ef8a80905dc",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T19:09:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d6e1b5bff59d672e5ec74126d35302f852ffe09a",
"body": "…eeded (#244)\n\nTRL requires generation_batch_size % num_generations == 0. With\nbatch_size=1 and num_generations=4, TRL rejects it. Fix:\n\n1. Set per_device_train_batch_size = num_generations (minimum valid)\n2. Pad dataset by repeating tasks if len(dataset) < batch_size\n\nWith 1 task and num_generations=4: dataset padded to 4 rows,\nbatch_size=4, generation_batch_size=4, 4 % 4 == 0 ✓\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: batch_size must be multiple of num_generations, pad dataset if n…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T19:07:52Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "345f1a95d589166c228ced41abd723edc3183fe1",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T18:22:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "048796c020a474293758ff8a95ed6ef520f41fbf",
"body": "* fix: set per_device_train_batch_size to match dataset size\n\nTRL's default per_device_train_batch_size=8, but with 1-3 tasks the\ndataset is too small to form a single batch. TRL computes 0 steps and\nexits with \"There seems not to be a single sample in your epoch_iterator\".\n\nFix: set batch_size=n_ta\n[…]\nations\nrollouts, so learning signal is preserved.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: set per_device_train_batch_size to match dataset size (#240)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T18:21:22Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8dab865a812e3b7e93101e8455f4e8c85a88b3e5",
"body": null,
"is_bot": false,
"headline": "chore: release 0.81.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T18:17:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d7896d562135366fce600bba9e5b342699b3ee09",
"body": "- Add DiagnosticsCallback to trl_callbacks.py: logs loss, |loss|,\n grad_norm, reward in scientific notation (matches standalone trainer\n diagnostic output)\n- Register DiagnosticsCallback in trl_wrapper.py alongside TelemetryCallback\n- Add test_trl_robustness.py: 19 tests covering health check, corrupt\n screenshot retry, stuck detection, truncation warning, diagnostics\n callback, and empty rollout result shape\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add DiagnosticsCallback and TRL robustness tests (#238)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T18:15:31Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fb7e87f5a728bb0a05226765d5440a273de6f7b2",
"body": "- Add openadapt-types>=0.1.0 to core dependencies (canonical action\n schema for the OpenAdapt ecosystem — Pydantic v2, lightweight)\n- Add _AgentOutput Pydantic model for future Outlines JSON schema\n constrained decoding (currently unused — default is DSL regex)\n- Does NOT change the system prompt \n[…]\n model enables switching to outlines.json(model, schema)\nonce models are SFT'd on JSON format. For now, DSL regex remains default.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add openadapt-types dependency and _AgentOutput schema (#239)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T18:14:57Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "83d549b19ab9b079777c5db17295a514e0192fa6",
"body": null,
"is_bot": false,
"headline": "chore: release 0.80.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T17:22:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "de515b8cde49ffd0e08a0097f9857c042d4c017a",
"body": "…parsing (#236)\n\n* fix: critical TRL trainer bugs — wrong prompt, ignored task_ids, DSL parsing\n\nThree bugs reported from client testing the TRL path:\n\n1. Garbage output: TRL used a JSON system prompt but the model was SFT'd\n on DSL format (Thought/Action). Now imports SYSTEM_PROMPT from the\n st\n[…]\nest mocks to accept **kwargs for stuck_threshold.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: critical TRL trainer bugs — wrong prompt, ignored task_ids, DSL …",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T17:21:00Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3e7debc273602272b5ab31f68b4b045923306583",
"body": null,
"is_bot": false,
"headline": "chore: release 0.80.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T17:06:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a202c9d93341ff29258c03c00c6d29e9786fbc5",
"body": "* fix: add triple-layer CI protection against heavy import failures\n\n- Add pytest markers (heavy, gpu, vm) to pyproject.toml\n- Guard test_vision_loss.py with importorskip(\"torch\") + @heavy marker\n- Guard test_api_agent_ml.py with importorskip(\"openadapt_ml\") + @heavy marker\n- Add CI lint step that f\n[…]\n openadapt-types instead of creating new schemas.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: add triple-layer CI protection against heavy import failures (#235)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T17:05:08Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "65f0980ab583552e9d71296a72df8d351ebb25cc",
"body": null,
"is_bot": false,
"headline": "chore: release 0.80.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T16:37:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b403c2aea21703b1bae9ab02b49263dcd8aef4b2",
"body": "* docs: pyproject.toml telemetry for enterprises\n\n* feat: add TRL, Unsloth, datasets to [training] extra\n\npip install openadapt-evals[training] now includes everything needed\nfor GRPO training: TRL, Unsloth, datasets, outlines.\n\nClear error if use_unsloth=True but unsloth somehow not installed.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add TRL + Unsloth to [training] extra (#234)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T16:36:25Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "ad9844bcfdd86c3ebab55181ccacc9bf9382f9a2",
"body": null,
"is_bot": false,
"headline": "docs: pyproject.toml telemetry for enterprises (#233)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T16:31:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4c131687a2f6c658fda93c19bbed3e0cafacea1",
"body": "* fix: TelemetryCallback __bases__ crash + 12 TRL integration tests\n\nThe dynamic __bases__ assignment to inject TrainerCallback as a base\nclass fails in Python: \"deallocator differs from object\". Fixed by\ncreating a proper subclass at definition time instead.\n\n12 new tests:\n- Mock rollout_func: corr\n[…]\ncy scrubbing, CI behavior, and source code links.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: telemetry guide (disable with DO_NOT_TRACK=1) (#232)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T16:17:59Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "82179b2343d0c1a5e81da0b3df7e1c03dd6ea7ee",
"body": null,
"is_bot": false,
"headline": "chore: release 0.79.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T16:14:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac2df2f9d9dece530648a97101e31d0039c1c805",
"body": "The dynamic __bases__ assignment to inject TrainerCallback as a base\nclass fails in Python: \"deallocator differs from object\". Fixed by\ncreating a proper subclass at definition time instead.\n\n12 new tests:\n- Mock rollout_func: correct keys, count, reward variance\n- Config separation: TrainingConfig \n[…]\ntrl_config\n- Wrapper construction: all callback combinations, trl_config passthrough\n- TelemetryCallback: importable, fires events\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: TelemetryCallback __bases__ crash + 12 TRL integration tests (#231)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T16:13:06Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0acd4111a403a3b622a5817621fdec5a5d4c99e6",
"body": null,
"is_bot": false,
"headline": "chore: release 0.79.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T16:07:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c23f0b0082040580ea37f1e56e82e53fe1cc766",
"body": "…ion (#230)\n\nTrainingConfig owns OpenAdapt concerns: model, task_dir, server_url,\nconstrained_decoding, max_new_tokens, use_unsloth, weave_project.\n\nTRL's GRPOConfig owns training concerns: loss_type, learning_rate,\nbatch_size, gradient_accumulation, vLLM, bf16, W&B reporting.\n\nThe wrapper accepts b\n[…]\nerations=4),\n on_step_complete=my_logger,\n )\n\nIf trl_config is omitted, sensible defaults are built from TrainingConfig.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: clean config separation — our config + TRL's config, no duplicat…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T16:06:39Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "9759cdce5faa7d798609f0cf72b66124ba474ae3",
"body": null,
"is_bot": false,
"headline": "chore: release 0.79.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T15:57:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7d840c1089e403a01256de8db18e1b2af32de87",
"body": "TRL integration:\n- Outlines constrained decoding ported to rollout_func\n- TelemetryCallback maps to our telemetry events\n- train_trl_grpo.py: --constrained-decoding, --weave-project, --no-telemetry\n- README: TRL training section with 4 usage examples\n\nDrop-in Python wrapper (trl_wrapper.py):\n- Same \n[…]\nlete=my_logger)\n trainer.train()\n\nStandalone trainer:\n- Deprecated with warning (not removed)\n- Falls back if TRL not installed\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: TRL GRPOTrainer migration with drop-in Python wrapper (#229)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T15:56:33Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "50fdc33ae23a627997ca85664689ad32020126dd",
"body": null,
"is_bot": false,
"headline": "chore: release 0.78.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T15:49:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d000f5d78af487ef2ea0a2e6d168c39fb06c92a0",
"body": "These were committed before PR #227 and missed in the first cleanup.\nwaa_recordings/ contains WAA experiment screenshots (PNGs).\n.beads/ contains a SQLite database for local tooling.\n\nBoth are already in .gitignore from the prior cleanup commit.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: remove remaining 125 tracked data files (waa_recordings, .beads)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T15:48:23Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "b736b7905045be572f5abe3d47adf79821b85606",
"body": null,
"is_bot": false,
"headline": "chore: release 0.78.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T15:30:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee1ceb9bd20b37d8f742c7b9a3657f8a59a8155f",
"body": "PR #227 accidentally committed local experiment data via git add -A:\n- flywheel_results/ (224 screenshots + JSON)\n- .claude/worktrees/ (31 agent gitlinks)\n- annotated_demos/ (16 files)\n- eval_results/ (11 screenshots)\n- grpo_output/ (1 file)\n- demos/*/synthetic_correction/ (placeholder PNGs)\n- .bead\n[…]\n)\n\nAll removed from tracking. .gitignore updated to prevent reoccurrence.\nNo sensitive data was exposed (confirmed via tidy scan).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: remove 307 accidentally committed data files, update .gitignore",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T15:29:35Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0824a3648e8aa6e270bb9fa88d9fd6562d81a52c",
"body": null,
"is_bot": false,
"headline": "chore: release 0.78.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T15:16:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d9fcb704e0ea0d4f1e7d2beff927a64e2676d48",
"body": "Weave auto-patches OpenAI and Anthropic clients after weave.init(),\ngiving automatic tracing of every VLM call with prompts, responses,\ncosts, and latency in hierarchical trace trees.\n\nIntegration points:\n- vlm_call() — @weave_op: all planner/grounder/evaluator calls traced\n- vlm_judge() — @weave_op\n[…]\neave is not installed, all decorators are zero-cost passthrough.\nweave>=0.50.0 added to [wandb] optional extra.\n\n76/76 tests pass.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: Weave (W&B) integration for LLM/agent tracing (#228)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T15:14:55Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8481198d179f2434397710a3be61e6760736d997",
"body": null,
"is_bot": false,
"headline": "chore: release 0.77.5",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T14:39:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74fd6466bcd22a203e7e1ff1ba7a6a787355f75f",
"body": "…ges) (#227)\n\nloss=0.0000 was misleading: %.4f truncation + symmetric advantages\ncanceling. Now logs loss in scientific notation, absolute loss per\nrollout, gradient norm, and per-rollout advantages.\n\n13 vision loss tests (was 12). New test verifies loss_abs > 0 and\nadvantages are symmetric with reward variance.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: diagnostic logging (loss scientific notation, grad_norm, advanta…",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T14:37:55Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2355d53ae7de4e1823b742377122550e498ec9f2",
"body": "VisionMergeModel mimics Qwen2.5/3.5-VL: replaces placeholder tokens\nwith N visual features, changing sequence length. 4 new tests:\n\n- test_manual_concat_crashes: OLD approach → IndexError (mask mismatch)\n- test_unified_processor_works: NEW approach → correct post-merge shape\n- test_no_vision_no_merg\n[…]\nmerge → mask safe\n- test_exclude_strips_vision: exclude mode → no pixel_values → safe\n\nArchitecture-agnostic. 12/12 pass in 0.05s.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: synthetic vision-merge model proves fix correctness (#226)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T14:29:40Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "b488794027dffd04d24a3dc352d5ad24a3cc61e9",
"body": "Would have caught the Qwen3 vision merge crash before shipping.\n8/8 pass in 0.07s, no GPU, uses real tiny nn.Module.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: vision loss computation tests (8 tests) (#225)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T14:19:24Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "b634e8fbf947333a07e872be51577f0368447649",
"body": null,
"is_bot": false,
"headline": "chore: release 0.77.4",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T14:03:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5413864342a71f3cead106d640e5ba6adc5fae95",
"body": "Root cause: manually concatenating action_ids onto prompt input_ids\ncreated inconsistent input (pixel_values sized for prompt, input_ids\nincludes action tokens). Qwen3's vision merge changes internal\nsequence length, crashing with attention mask mismatches.\n\nFix: process prompt_text + action_text as\n[…]\naces the silent fallback from PR #223 with a proper solution that\ngives correct vision-aware gradients for ALL steps in ALL modes.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: proper vision-safe loss — process full text as one unit (#224)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T14:01:56Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5e42bd6b3f4011969cd885f4ab6a60485537760c",
"body": null,
"is_bot": false,
"headline": "chore: release 0.77.3",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T13:55:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d348f1b6bca44cc4d94ccff0695351b9f90c6ed1",
"body": "Qwen3's vision-language merge changes internal sequence length\nunpredictably. Both include and checkpoint modes crash intermittently\nwith attention mask mismatches (mask too large OR too small depending\non generated sequence length).\n\nFix: catch IndexError/RuntimeError from the vision forward pass a\n[…]\nning.\n\nThis is the pragmatic fix. The proper fix (capturing logits during\ngeneration to avoid re-forward entirely) is future work.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: vision loss forward pass falls back to exclude on crash (#223)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T13:53:49Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "02e8216b97d8956ba6b9d5f3fa7505cb96bee431",
"body": null,
"is_bot": false,
"headline": "chore: release 0.77.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T05:03:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8e6f685e94a61425df3e563623ece79690c7e44a",
"body": "12 tests covering the full DemoExecutor pipeline:\n- Keyboard-only demo: 3 steps execute in order, all Tier 1\n- Mixed demo: click uses grounder, keyboard bypasses it\n- Evaluation: dense score with milestones, binary without\n- Telemetry: start/completed events with tier counts\n- Edge cases: empty demo, missing values, unknown action types\n\nAll tests use MockEnv (no WAA server, no HTTP, no API keys).\n12/12 pass in 0.05s.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: DemoExecutor e2e tests with mock WAA environment (#222)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T05:01:47Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6a0374a25c4ea4e0b3808ac9cc0780ee89a7f087",
"body": "test_workflow_models.py and workflow pipeline import numpy directly.\nWas transitive via openadapt-ml, now needed as dev dep.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: add numpy to dev dependencies for CI (#221)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T05:00:37Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "5a219ced392647603dc1f2109efdc638188eb47e",
"body": null,
"is_bot": false,
"headline": "chore: release 0.77.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-03-29T04:53:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d0616e71699897f2d83c744e8c17c6337529695",
"body": "PyYAML was a transitive dependency via openadapt-ml. Now that ml is\noptional (PR #218), yaml import fails in CI. TaskConfig uses yaml\ndirectly — it must be a core dep.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: add PyYAML to core dependencies (#220)",
"author_name": "Richard Abrich",
"author_login": "abrichr",
"committed_at": "2026-03-29T04:52:01Z",
"body_truncated": false,
"is_coding_agent": true
}
],
"releases_count": 100,
"commits_last_year": 490,
"latest_release_at": "2026-07-28T03:40:15Z",
"latest_release_tag": "v0.90.2",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 16,
"days_since_latest_release": 0,
"mean_days_between_releases": 13.1
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 50,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "openadapt-evals",
"exists": true,
"license": "MIT",
"keywords": [
"agent",
"ai",
"automation",
"benchmark",
"evaluation",
"gui",
"Development Status :: 3 - Alpha",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Software Development :: Testing"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/openadapt-evals/",
"is_deprecated": false,
"latest_version": "0.90.2",
"repository_url": "https://github.com/OpenAdaptAI/openadapt-evals",
"versions_count": 181,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 2941,
"first_published_at": "2026-01-17T00:04:04.056122Z",
"latest_published_at": "2026-07-28T03:40:30.327929Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 3,
"stars": 2,
"watchers": 0,
"fork_history": {
"days": [
{
"date": "2026-03-03",
"count": 1
},
{
"date": "2026-04-03",
"count": 1
},
{
"date": "2026-05-18",
"count": 1
}
],
"complete": true,
"collected": 3,
"total_forks": 3
},
"star_history": null,
"open_issues_and_prs": 4
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"demos",
"examples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 304758,
"source_files_sampled": 269,
"oversized_source_files": 6,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 39650
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"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": [
"pypi"
],
"dependencies": [
{
"name": "pillow",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=10.0.0"
},
{
"name": "pydantic-settings",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.0"
},
{
"name": "python-dotenv",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.2.1"
},
{
"name": "tenacity",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=8.2.0"
},
{
"name": "requests",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.28.0"
},
{
"name": "httpx",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.25.0"
},
{
"name": "openai",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0.0"
},
{
"name": "anthropic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.76.0"
},
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.0"
},
{
"name": "openadapt-consilium",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.3.2"
},
{
"name": "openadapt-telemetry",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.2.0"
},
{
"name": "openadapt-types",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.3.0"
}
],
"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": 0,
"merged_prs": 250,
"open_issues": 4,
"closed_ratio": 0.667,
"closed_issues": 8,
"closed_unmerged_prs": 14
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "abrichr",
"commits": 314,
"avatar_url": "https://avatars.githubusercontent.com/u/774615?v=4"
}
],
"contributors_sampled": 1,
"top_contributor_share": 1
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"evidence-freshness.yml",
"notify-docs.yml",
"release.yml",
"test.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "19 out of 19 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/30 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 6,
"reason": "project has 2 contributing companies or organizations -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 3,
"reason": "dependency not pinned by hash detected -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": 0,
"reason": "Project has not signed or included provenance with any releases.",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "88 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "43ec260095ad60cb2c46527a72b9f857d56701bd",
"ran_at": "2026-07-28T03:43:34Z",
"aggregate_score": 3.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-28T03:41:32Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-28T03:38:45Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 76,
"created_at": "2026-03-03T00:20:55Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 77,
"created_at": "2026-03-03T00:20:59Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 78,
"created_at": "2026-03-03T00:21:03Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 85,
"created_at": "2026-03-03T03:39:59Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/OpenAdaptAI/openadapt-evals",
"host": "github.com",
"name": "openadapt-evals",
"owner": "OpenAdaptAI"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"security": 39,
"vitality": 81,
"community": 33,
"governance": 58,
"engineering": 81
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 81,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"commits_last_year": 490,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 16
},
"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": "16/52 weeks with commits",
"points": 11.1,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 16
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "490 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 490
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"releases_count": 100,
"latest_release_tag": "v0.90.2",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 13.1
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "100 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 100
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~13.1 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 13.1
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "at_risk",
"name": "Community & Adoption",
"value": 33,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 2,
"inputs": {
"forks": 3,
"stars": 2,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "2 stars",
"points": 0,
"status": "missed",
"details": [
{
"code": "stars",
"params": {
"count": 2
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "3 forks",
"points": 2.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 3
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "0 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"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 (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"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
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 58,
"inputs": {
"packages": [
"openadapt-evals"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2941
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,941 downloads/month across pypi",
"points": 46.2,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2941,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 58,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 16,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 1,
"top_contributor_share": 1
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 67,
"inputs": {
"merged_prs": 250,
"open_issues": 4,
"closed_issues": 8,
"issue_closed_ratio": 0.667,
"closed_unmerged_prs": 14
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "67% of issues closed",
"points": 31.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 67
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "250/264 decided PRs merged",
"points": 36.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 250,
"decided": 264
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"followers": 99,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "OpenAdaptAI",
"public_repos": 54,
"account_age_days": 1179
},
"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": "99 followers of OpenAdaptAI",
"points": 14.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 99,
"login": "OpenAdaptAI"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "54 public repos, account ~3 yr old",
"points": 19.1,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 54
}
},
{
"code": "account_age_years",
"params": {
"years": 3
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"openadapt-evals"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "181 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 181
}
}
],
"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": "good",
"name": "Engineering Quality",
"value": 81,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "19 out of 19 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"benchmarks",
"evaluation",
"gui-automation",
"openadapt",
"python"
],
"has_wiki": true,
"homepage": "https://pypi.org/project/openadapt-evals/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://pypi.org/project/openadapt-evals/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 39,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 39,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 3.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "19 out of 19 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 3",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "88 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 58,
"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": 1,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 39650
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 100,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 45,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.54,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "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": "54 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 54,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 304758,
"source_files_sampled": 269,
"oversized_source_files": 6
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "6/269 source files over 60KB",
"points": 53.8,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 269,
"oversized": 6
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"demos",
"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": "demos, examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "demos, 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",
"deps.dev does not index pypi:openadapt-evals@0.90.2; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-28T03:43:52.319394Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/OpenAdaptAI/openadapt-evals.svg",
"full_name": "OpenAdaptAI/openadapt-evals",
"license_state": "standard",
"license_spdx": "MIT"
}
Registros relacionados
Repositorios inspeccionados que comparten etiquetas de catálogo o ecosistemas con OpenAdaptAI/openadapt-evals. Leer en paralelo →
Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.
