Google TensorFlow TensorFlow Serving REST API

naftiko: 1.0.0-alpha2
info:
  label: Google TensorFlow TensorFlow Serving REST API
  description: TensorFlow Serving exposes a REST API for running inference on trained TensorFlow models. It supports predict,
    classify, and regress endpoints with model versioning and lifecycle management.
  tags:
  - Google
  - Tensorflow
  - API
  created: '2026-05-06'
  modified: '2026-05-06'
capability:
  consumes:
  - type: http
    namespace: google-tensorflow
    baseUri: http://localhost:8501
    description: Google TensorFlow TensorFlow Serving REST API HTTP API.
    resources:
    - name: v1-models-model-name
      path: /v1/models/{model_name}
      operations:
      - name: getmodelstatus
        method: GET
        description: Google TensorFlow Get model status
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: v1-models-model-name-metadata
      path: /v1/models/{model_name}/metadata
      operations:
      - name: getmodelmetadata
        method: GET
        description: Google TensorFlow Get model metadata
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: v1-models-model-name-predict
      path: /v1/models/{model_name}:predict
      operations:
      - name: predict
        method: POST
        description: Google TensorFlow Predict
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: v1-models-model-name-classify
      path: /v1/models/{model_name}:classify
      operations:
      - name: classify
        method: POST
        description: Google TensorFlow Classify
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: v1-models-model-name-regress
      path: /v1/models/{model_name}:regress
      operations:
      - name: regress
        method: POST
        description: Google TensorFlow Regress
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
  exposes:
  - type: rest
    port: 8080
    namespace: google-tensorflow-rest
    description: REST adapter for Google TensorFlow TensorFlow Serving REST API.
    resources:
    - path: /v1/models/{model_name}
      name: getmodelstatus
      operations:
      - method: GET
        name: getmodelstatus
        description: Google TensorFlow Get model status
        call: google-tensorflow.getmodelstatus
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/models/{model_name}/metadata
      name: getmodelmetadata
      operations:
      - method: GET
        name: getmodelmetadata
        description: Google TensorFlow Get model metadata
        call: google-tensorflow.getmodelmetadata
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/models/{model_name}:predict
      name: predict
      operations:
      - method: POST
        name: predict
        description: Google TensorFlow Predict
        call: google-tensorflow.predict
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/models/{model_name}:classify
      name: classify
      operations:
      - method: POST
        name: classify
        description: Google TensorFlow Classify
        call: google-tensorflow.classify
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/models/{model_name}:regress
      name: regress
      operations:
      - method: POST
        name: regress
        description: Google TensorFlow Regress
        call: google-tensorflow.regress
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    port: 9090
    namespace: google-tensorflow-mcp
    transport: http
    description: MCP adapter for Google TensorFlow TensorFlow Serving REST API for AI agent use.
    tools:
    - name: getmodelstatus
      description: Google TensorFlow Get model status
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: google-tensorflow.getmodelstatus
      outputParameters:
      - type: object
        mapping: $.
    - name: getmodelmetadata
      description: Google TensorFlow Get model metadata
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: google-tensorflow.getmodelmetadata
      outputParameters:
      - type: object
        mapping: $.
    - name: predict
      description: Google TensorFlow Predict
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: google-tensorflow.predict
      outputParameters:
      - type: object
        mapping: $.
    - name: classify
      description: Google TensorFlow Classify
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: google-tensorflow.classify
      outputParameters:
      - type: object
        mapping: $.
    - name: regress
      description: Google TensorFlow Regress
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: google-tensorflow.regress
      outputParameters:
      - type: object
        mapping: $.