naftiko: 1.0.0-alpha2
info:
  label: Microsoft Azure Custom Vision Prediction Client — ImagePredictionApi
  description: 'Microsoft Azure Custom Vision Prediction Client — ImagePredictionApi. 8 operations. Lead operation: Microsoft
    Azure Classify An Image And Saves The Result. Self-contained Naftiko capability covering one Microsoft Azure business
    surface.'
  tags:
  - Microsoft Azure
  - ImagePredictionApi
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    MICROSOFT_AZURE_API_KEY: MICROSOFT_AZURE_API_KEY
capability:
  consumes:
  - type: http
    namespace: custom-vision-prediction-client-imagepredictionapi
    baseUri: https://southcentralus.api.cognitive.microsoft.com/customvision/v3.0/prediction
    description: Microsoft Azure Custom Vision Prediction Client — ImagePredictionApi business capability. Self-contained,
      no shared references.
    resources:
    - name: projectId-classify-iterations-publishedName-image
      path: /{projectId}/classify/iterations/{publishedName}/image
      operations:
      - name: microsoftazureclassifyimage
        method: POST
        description: Microsoft Azure Classify An Image And Saves The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
        - name: imageData
          in: formData
          type: file
          description: Binary image data. Supported formats are JPEG, GIF, PNG, and BMP. Supports images up to 4MB.
          required: true
    - name: projectId-classify-iterations-publishedName-image-nostore
      path: /{projectId}/classify/iterations/{publishedName}/image/nostore
      operations:
      - name: microsoftazureclassifyimagewithnostore
        method: POST
        description: Microsoft Azure Classify An Image Without Saving The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
        - name: imageData
          in: formData
          type: file
          description: Binary image data. Supported formats are JPEG, GIF, PNG, and BMP. Supports images up to 0MB.
          required: true
    - name: projectId-classify-iterations-publishedName-url
      path: /{projectId}/classify/iterations/{publishedName}/url
      operations:
      - name: microsoftazureclassifyimageurl
        method: POST
        description: Microsoft Azure Classify An Image Url And Saves The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: imageUrl
          in: body
          type: string
          description: An ImageUrl that contains the url of the image to be evaluated.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
    - name: projectId-classify-iterations-publishedName-url-nostore
      path: /{projectId}/classify/iterations/{publishedName}/url/nostore
      operations:
      - name: microsoftazureclassifyimageurlwithnostore
        method: POST
        description: Microsoft Azure Classify An Image Url Without Saving The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: imageUrl
          in: body
          type: string
          description: An {Iris.Web.Api.Models.ImageUrl} that contains the url of the image to be evaluated.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
    - name: projectId-detect-iterations-publishedName-image
      path: /{projectId}/detect/iterations/{publishedName}/image
      operations:
      - name: microsoftazuredetectimage
        method: POST
        description: Microsoft Azure Detect Objects In An Image And Saves The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
        - name: imageData
          in: formData
          type: file
          description: Binary image data. Supported formats are JPEG, GIF, PNG, and BMP. Supports images up to 4MB.
          required: true
    - name: projectId-detect-iterations-publishedName-image-nostore
      path: /{projectId}/detect/iterations/{publishedName}/image/nostore
      operations:
      - name: microsoftazuredetectimagewithnostore
        method: POST
        description: Microsoft Azure Detect Objects In An Image Without Saving The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
        - name: imageData
          in: formData
          type: file
          description: Binary image data. Supported formats are JPEG, GIF, PNG, and BMP. Supports images up to 0MB.
          required: true
    - name: projectId-detect-iterations-publishedName-url
      path: /{projectId}/detect/iterations/{publishedName}/url
      operations:
      - name: microsoftazuredetectimageurl
        method: POST
        description: Microsoft Azure Detect Objects In An Image Url And Saves The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: imageUrl
          in: body
          type: string
          description: An ImageUrl that contains the url of the image to be evaluated.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
    - name: projectId-detect-iterations-publishedName-url-nostore
      path: /{projectId}/detect/iterations/{publishedName}/url/nostore
      operations:
      - name: microsoftazuredetectimageurlwithnostore
        method: POST
        description: Microsoft Azure Detect Objects In An Image Url Without Saving The Result
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          description: The project id.
          required: true
        - name: publishedName
          in: path
          type: string
          description: Specifies the name of the model to evaluate against.
          required: true
        - name: imageUrl
          in: body
          type: string
          description: An {Iris.Web.Api.Models.ImageUrl} that contains the url of the image to be evaluated.
          required: true
        - name: application
          in: query
          type: string
          description: Optional. Specifies the name of application using the endpoint.
  exposes:
  - type: rest
    namespace: custom-vision-prediction-client-imagepredictionapi-rest
    port: 8080
    description: REST adapter for Microsoft Azure Custom Vision Prediction Client — ImagePredictionApi. One Spectral-compliant
      resource per consumed operation, prefixed with /v1.
    resources:
    - path: /v1/{projectid}/classify/iterations/{publishedname}/image
      name: projectid-classify-iterations-publishedname-image
      description: REST surface for projectId-classify-iterations-publishedName-image.
      operations:
      - method: POST
        name: microsoftazureclassifyimage
        description: Microsoft Azure Classify An Image And Saves The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimage
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          application: rest.application
          imageData: rest.imageData
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/{projectid}/classify/iterations/{publishedname}/image/nostore
      name: projectid-classify-iterations-publishedname-image-nostore
      description: REST surface for projectId-classify-iterations-publishedName-image-nostore.
      operations:
      - method: POST
        name: microsoftazureclassifyimagewithnostore
        description: Microsoft Azure Classify An Image Without Saving The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimagewithnostore
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          application: rest.application
          imageData: rest.imageData
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/{projectid}/classify/iterations/{publishedname}/url
      name: projectid-classify-iterations-publishedname-url
      description: REST surface for projectId-classify-iterations-publishedName-url.
      operations:
      - method: POST
        name: microsoftazureclassifyimageurl
        description: Microsoft Azure Classify An Image Url And Saves The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimageurl
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          imageUrl: rest.imageUrl
          application: rest.application
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/{projectid}/classify/iterations/{publishedname}/url/nostore
      name: projectid-classify-iterations-publishedname-url-nostore
      description: REST surface for projectId-classify-iterations-publishedName-url-nostore.
      operations:
      - method: POST
        name: microsoftazureclassifyimageurlwithnostore
        description: Microsoft Azure Classify An Image Url Without Saving The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimageurlwithnostore
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          imageUrl: rest.imageUrl
          application: rest.application
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/{projectid}/detect/iterations/{publishedname}/image
      name: projectid-detect-iterations-publishedname-image
      description: REST surface for projectId-detect-iterations-publishedName-image.
      operations:
      - method: POST
        name: microsoftazuredetectimage
        description: Microsoft Azure Detect Objects In An Image And Saves The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimage
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          application: rest.application
          imageData: rest.imageData
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/{projectid}/detect/iterations/{publishedname}/image/nostore
      name: projectid-detect-iterations-publishedname-image-nostore
      description: REST surface for projectId-detect-iterations-publishedName-image-nostore.
      operations:
      - method: POST
        name: microsoftazuredetectimagewithnostore
        description: Microsoft Azure Detect Objects In An Image Without Saving The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimagewithnostore
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          application: rest.application
          imageData: rest.imageData
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/{projectid}/detect/iterations/{publishedname}/url
      name: projectid-detect-iterations-publishedname-url
      description: REST surface for projectId-detect-iterations-publishedName-url.
      operations:
      - method: POST
        name: microsoftazuredetectimageurl
        description: Microsoft Azure Detect Objects In An Image Url And Saves The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimageurl
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          imageUrl: rest.imageUrl
          application: rest.application
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/{projectid}/detect/iterations/{publishedname}/url/nostore
      name: projectid-detect-iterations-publishedname-url-nostore
      description: REST surface for projectId-detect-iterations-publishedName-url-nostore.
      operations:
      - method: POST
        name: microsoftazuredetectimageurlwithnostore
        description: Microsoft Azure Detect Objects In An Image Url Without Saving The Result
        call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimageurlwithnostore
        with:
          projectId: rest.projectId
          publishedName: rest.publishedName
          imageUrl: rest.imageUrl
          application: rest.application
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: custom-vision-prediction-client-imagepredictionapi-mcp
    port: 9090
    transport: http
    description: MCP adapter for Microsoft Azure Custom Vision Prediction Client — ImagePredictionApi. One tool per consumed
      operation, routed inline through this capability's consumes block.
    tools:
    - name: microsoft-azure-classify-image-and
      description: Microsoft Azure Classify An Image And Saves The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimage
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        application: tools.application
        imageData: tools.imageData
      outputParameters:
      - type: object
        mapping: $.
    - name: microsoft-azure-classify-image-without
      description: Microsoft Azure Classify An Image Without Saving The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimagewithnostore
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        application: tools.application
        imageData: tools.imageData
      outputParameters:
      - type: object
        mapping: $.
    - name: microsoft-azure-classify-image-url
      description: Microsoft Azure Classify An Image Url And Saves The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimageurl
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        imageUrl: tools.imageUrl
        application: tools.application
      outputParameters:
      - type: object
        mapping: $.
    - name: microsoft-azure-classify-image-url-2
      description: Microsoft Azure Classify An Image Url Without Saving The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazureclassifyimageurlwithnostore
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        imageUrl: tools.imageUrl
        application: tools.application
      outputParameters:
      - type: object
        mapping: $.
    - name: microsoft-azure-detect-objects-image
      description: Microsoft Azure Detect Objects In An Image And Saves The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimage
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        application: tools.application
        imageData: tools.imageData
      outputParameters:
      - type: object
        mapping: $.
    - name: microsoft-azure-detect-objects-image-2
      description: Microsoft Azure Detect Objects In An Image Without Saving The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimagewithnostore
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        application: tools.application
        imageData: tools.imageData
      outputParameters:
      - type: object
        mapping: $.
    - name: microsoft-azure-detect-objects-image-3
      description: Microsoft Azure Detect Objects In An Image Url And Saves The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimageurl
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        imageUrl: tools.imageUrl
        application: tools.application
      outputParameters:
      - type: object
        mapping: $.
    - name: microsoft-azure-detect-objects-image-4
      description: Microsoft Azure Detect Objects In An Image Url Without Saving The Result
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: custom-vision-prediction-client-imagepredictionapi.microsoftazuredetectimageurlwithnostore
      with:
        projectId: tools.projectId
        publishedName: tools.publishedName
        imageUrl: tools.imageUrl
        application: tools.application
      outputParameters:
      - type: object
        mapping: $.