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OpenAPI Specification

openapi: 3.2.0
info:
  title: Kagura Memory Cloud Admin Neural API
  description: Universal AI Memory Platform - Remote MCP Server + Web Management
  version: 0.158.1
tags:
- name: admin-neural
  description: 'Admin: trigger Neural Memory recalibration'
paths:
  /api/v1/admin/neural/recalibrate:
    post:
      tags:
      - admin-neural
      summary: Recalibrate
      description: 'Enqueue a deduped model-global calibration job.


        The ``AdminUser`` dependency rejects non-admins with 403 before this

        handler runs. ``model`` is length-bounded and ``dimensions`` is

        range-bounded by FastAPI validation. No rate limiting is applied at

        this layer — the Redis dedup lock is the single source of truth for

        "one job per (model, dims) in flight at a time", and admins can

        self-serve retries without hammering the compute.'
      operationId: recalibrate_api_v1_admin_neural_recalibrate_post
      parameters:
      - name: model
        in: query
        required: true
        schema:
          type: string
          minLength: 1
          maxLength: 100
          title: Model
      - name: dimensions
        in: query
        required: true
        schema:
          type: integer
          maximum: 65536
          minimum: 1
          title: Dimensions
      responses:
        '202':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RecalibrateResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
        input:
          title: Input
        ctx:
          type: object
          title: Context
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
    RecalibrateResponse:
      properties:
        accepted:
          type: boolean
          title: Accepted
        model_name:
          type: string
          title: Model Name
        dimensions:
          type: integer
          title: Dimensions
      type: object
      required:
      - accepted
      - model_name
      - dimensions
      title: RecalibrateResponse
      description: "202 response body for the admin recalibrate endpoint.\n\nAttributes:\n    accepted: ``True`` when the dedup lock was acquired and a\n        calibration task was spawned. ``False`` when a prior job is\n        still in-flight for the same ``(model, dimensions)`` —\n        idempotent; no error raised.\n    model_name: Echo of the requested model.\n    dimensions: Echo of the requested dimensionality."