Amazon Neptune · Capability

Amazon Neptune Neptune ML API — Model Training

Amazon Neptune Neptune ML API — Model Training. 4 operations. Lead operation: Amazon Neptune Create an ML Model Training Job. Self-contained Naftiko capability covering one Amazon Neptune business surface.

Run with Naftiko Amazon NeptuneModel Training

What You Can Do

POST
Createmodeltrainingjob — Amazon Neptune Create an ML Model Training Job
/v1/ml/modeltraining
GET
Listmodeltrainingjobs — Amazon Neptune List Active Model Training Jobs
/v1/ml/modeltraining
GET
Getmodeltrainingjobstatus — Amazon Neptune Get Model Training Job Status
/v1/ml/modeltraining/{id}
DELETE
Stopmodeltrainingjob — Amazon Neptune Stop a Model Training Job
/v1/ml/modeltraining/{id}

MCP Tools

amazon-neptune-create-ml-model

Amazon Neptune Create an ML Model Training Job

amazon-neptune-list-active-model

Amazon Neptune List Active Model Training Jobs

read-only idempotent
amazon-neptune-get-model-training

Amazon Neptune Get Model Training Job Status

read-only idempotent
amazon-neptune-stop-model-training

Amazon Neptune Stop a Model Training Job

idempotent

Capability Spec

ml-model-training.yaml Raw ↑
naftiko: 1.0.0-alpha2
info:
  label: Amazon Neptune Neptune ML API — Model Training
  description: 'Amazon Neptune Neptune ML API — Model Training. 4 operations. Lead operation: Amazon Neptune Create an ML
    Model Training Job. Self-contained Naftiko capability covering one Amazon Neptune business surface.'
  tags:
  - Amazon Neptune
  - Model Training
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    AMAZON_NEPTUNE_API_KEY: AMAZON_NEPTUNE_API_KEY
capability:
  consumes:
  - type: http
    namespace: ml-model-training
    baseUri: https://{cluster-endpoint}:8182
    description: Amazon Neptune Neptune ML API — Model Training business capability. Self-contained, no shared references.
    resources:
    - name: ml-modeltraining
      path: /ml/modeltraining
      operations:
      - name: createmodeltrainingjob
        method: POST
        description: Amazon Neptune Create an ML Model Training Job
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: listmodeltrainingjobs
        method: GET
        description: Amazon Neptune List Active Model Training Jobs
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: maxItems
          in: query
          type: integer
          description: Maximum number of items to return (default 10, max 1024).
        - name: neptuneIamRoleArn
          in: query
          type: string
    - name: ml-modeltraining-id
      path: /ml/modeltraining/{id}
      operations:
      - name: getmodeltrainingjobstatus
        method: GET
        description: Amazon Neptune Get Model Training Job Status
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          description: The unique identifier of the model training job.
          required: true
        - name: neptuneIamRoleArn
          in: query
          type: string
      - name: stopmodeltrainingjob
        method: DELETE
        description: Amazon Neptune Stop a Model Training Job
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
        - name: clean
          in: query
          type: boolean
        - name: neptuneIamRoleArn
          in: query
          type: string
    authentication:
      type: apikey
      key: Authorization
      value: '{{env.AMAZON_NEPTUNE_API_KEY}}'
      placement: header
  exposes:
  - type: rest
    namespace: ml-model-training-rest
    port: 8080
    description: REST adapter for Amazon Neptune Neptune ML API — Model Training. One Spectral-compliant resource per consumed
      operation, prefixed with /v1.
    resources:
    - path: /v1/ml/modeltraining
      name: ml-modeltraining
      description: REST surface for ml-modeltraining.
      operations:
      - method: POST
        name: createmodeltrainingjob
        description: Amazon Neptune Create an ML Model Training Job
        call: ml-model-training.createmodeltrainingjob
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: GET
        name: listmodeltrainingjobs
        description: Amazon Neptune List Active Model Training Jobs
        call: ml-model-training.listmodeltrainingjobs
        with:
          maxItems: rest.maxItems
          neptuneIamRoleArn: rest.neptuneIamRoleArn
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/ml/modeltraining/{id}
      name: ml-modeltraining-id
      description: REST surface for ml-modeltraining-id.
      operations:
      - method: GET
        name: getmodeltrainingjobstatus
        description: Amazon Neptune Get Model Training Job Status
        call: ml-model-training.getmodeltrainingjobstatus
        with:
          id: rest.id
          neptuneIamRoleArn: rest.neptuneIamRoleArn
        outputParameters:
        - type: object
          mapping: $.
      - method: DELETE
        name: stopmodeltrainingjob
        description: Amazon Neptune Stop a Model Training Job
        call: ml-model-training.stopmodeltrainingjob
        with:
          id: rest.id
          clean: rest.clean
          neptuneIamRoleArn: rest.neptuneIamRoleArn
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: ml-model-training-mcp
    port: 9090
    transport: http
    description: MCP adapter for Amazon Neptune Neptune ML API — Model Training. One tool per consumed operation, routed inline
      through this capability's consumes block.
    tools:
    - name: amazon-neptune-create-ml-model
      description: Amazon Neptune Create an ML Model Training Job
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: ml-model-training.createmodeltrainingjob
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: amazon-neptune-list-active-model
      description: Amazon Neptune List Active Model Training Jobs
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: ml-model-training.listmodeltrainingjobs
      with:
        maxItems: tools.maxItems
        neptuneIamRoleArn: tools.neptuneIamRoleArn
      outputParameters:
      - type: object
        mapping: $.
    - name: amazon-neptune-get-model-training
      description: Amazon Neptune Get Model Training Job Status
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: ml-model-training.getmodeltrainingjobstatus
      with:
        id: tools.id
        neptuneIamRoleArn: tools.neptuneIamRoleArn
      outputParameters:
      - type: object
        mapping: $.
    - name: amazon-neptune-stop-model-training
      description: Amazon Neptune Stop a Model Training Job
      hints:
        readOnly: false
        destructive: true
        idempotent: true
      call: ml-model-training.stopmodeltrainingjob
      with:
        id: tools.id
        clean: tools.clean
        neptuneIamRoleArn: tools.neptuneIamRoleArn
      outputParameters:
      - type: object
        mapping: $.