Recommendation input contract and example
{
"type": "object",
"additionalProperties": false,
"required": [
"task",
"app_stage",
"assistance"
],
"properties": {
"task": {
"type": "string",
"enum": [
"specify",
"own_code",
"validate_changes",
"connect_tools",
"fix_or_launch",
"ongoing_support",
"clarify_brief",
"learn",
"unsure"
]
},
"app_stage": {
"type": "string",
"enum": [
"idea",
"prototype",
"prelaunch",
"live"
]
},
"assistance": {
"type": "string",
"enum": [
"self_service",
"engineering_help",
"either"
]
}
}
}{"task":"validate_changes","app_stage":"prototype","assistance":"either"}Explicit tasks take precedence. Engineering-help preferences route planning/code ownership to scoping and validation/integrations to workflow engineering. If unsure, stage selects planning, validation, launch review, or ongoing support. Unavailable entries have no executable link.
Reviewed snapshot imported 2026-09-21T02:28:09.911Z from published-registry. Source: https://www.codefrost.dev/api/v1/ecosystem. Source revision: 1eee152d25737c182d2053e145f078e3f097aff1a61ecaa576a363a9ca8dd4c9. Developer catalog revision: e7ac02d4bdb47b55ddb1fdebffc81ec3e697790a7d2568bd55707de6beb14b53. This is not a live provider availability check.