Google TensorFlow · Capability

Google TensorFlow TensorFlow Serving REST API — Prediction

Google TensorFlow TensorFlow Serving REST API — Prediction. 3 operations. Lead operation: Google TensorFlow Classify. Self-contained Naftiko capability covering one Google Tensorflow business surface.

Run with Naftiko Google TensorflowPrediction

What You Can Do

POST
Classify — Google TensorFlow Classify
/v1/v1/models/model-name-classify
POST
Predict — Google TensorFlow Predict
/v1/v1/models/model-name-predict
POST
Regress — Google TensorFlow Regress
/v1/v1/models/model-name-regress

MCP Tools

google-tensorflow-classify

Google TensorFlow Classify

google-tensorflow-predict

Google TensorFlow Predict

google-tensorflow-regress

Google TensorFlow Regress

Capability Spec

tensorflow-serving-prediction.yaml Raw ↑
naftiko: 1.0.0-alpha2
info:
  label: Google TensorFlow TensorFlow Serving REST API — Prediction
  description: 'Google TensorFlow TensorFlow Serving REST API — Prediction. 3 operations. Lead operation: Google TensorFlow
    Classify. Self-contained Naftiko capability covering one Google Tensorflow business surface.'
  tags:
  - Google Tensorflow
  - Prediction
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    GOOGLE_TENSORFLOW_API_KEY: GOOGLE_TENSORFLOW_API_KEY
capability:
  consumes:
  - type: http
    namespace: tensorflow-serving-prediction
    baseUri: http://localhost:8501
    description: Google TensorFlow TensorFlow Serving REST API — Prediction business capability. Self-contained, no shared
      references.
    resources:
    - 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: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - 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: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - 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: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
  exposes:
  - type: rest
    namespace: tensorflow-serving-prediction-rest
    port: 8080
    description: REST adapter for Google TensorFlow TensorFlow Serving REST API — Prediction. One Spectral-compliant resource
      per consumed operation, prefixed with /v1.
    resources:
    - path: /v1/v1/models/model-name-classify
      name: v1-models-model-name-classify
      description: REST surface for v1-models-model_name}:classify.
      operations:
      - method: POST
        name: classify
        description: Google TensorFlow Classify
        call: tensorflow-serving-prediction.classify
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/v1/models/model-name-predict
      name: v1-models-model-name-predict
      description: REST surface for v1-models-model_name}:predict.
      operations:
      - method: POST
        name: predict
        description: Google TensorFlow Predict
        call: tensorflow-serving-prediction.predict
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/v1/models/model-name-regress
      name: v1-models-model-name-regress
      description: REST surface for v1-models-model_name}:regress.
      operations:
      - method: POST
        name: regress
        description: Google TensorFlow Regress
        call: tensorflow-serving-prediction.regress
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: tensorflow-serving-prediction-mcp
    port: 9090
    transport: http
    description: MCP adapter for Google TensorFlow TensorFlow Serving REST API — Prediction. One tool per consumed operation,
      routed inline through this capability's consumes block.
    tools:
    - name: google-tensorflow-classify
      description: Google TensorFlow Classify
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: tensorflow-serving-prediction.classify
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: google-tensorflow-predict
      description: Google TensorFlow Predict
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: tensorflow-serving-prediction.predict
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: google-tensorflow-regress
      description: Google TensorFlow Regress
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: tensorflow-serving-prediction.regress
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.