Google Cloud AutoML · Capability

Google Cloud AutoML API — Projects

Google Cloud AutoML API — Projects. 7 operations. Lead operation: Google Cloud AutoML List datasets. Self-contained Naftiko capability covering one Google Cloud Automl business surface.

Run with Naftiko Google Cloud AutomlProjects

What You Can Do

GET
Listdatasets — Google Cloud AutoML List datasets
/v1/projects/{projectid}/locations/{location}/datasets
POST
Createdataset — Google Cloud AutoML Create a dataset
/v1/projects/{projectid}/locations/{location}/datasets
GET
Listmodels — Google Cloud AutoML List models
/v1/projects/{projectid}/locations/{location}/models
POST
Createmodel — Google Cloud AutoML Create a model
/v1/projects/{projectid}/locations/{location}/models
GET
Getmodel — Google Cloud AutoML Get a model
/v1/projects/{projectid}/locations/{location}/models/{modelid}
DELETE
Deletemodel — Google Cloud AutoML Delete a model
/v1/projects/{projectid}/locations/{location}/models/{modelid}
POST
Predict — Google Cloud AutoML Make a prediction
/v1/projects/{projectid}/locations/{location}/models/modelid-predict

MCP Tools

google-cloud-automl-list-datasets

Google Cloud AutoML List datasets

read-only idempotent
google-cloud-automl-create-dataset

Google Cloud AutoML Create a dataset

google-cloud-automl-list-models

Google Cloud AutoML List models

read-only idempotent
google-cloud-automl-create-model

Google Cloud AutoML Create a model

google-cloud-automl-get-model

Google Cloud AutoML Get a model

read-only idempotent
google-cloud-automl-delete-model

Google Cloud AutoML Delete a model

idempotent
google-cloud-automl-make-prediction

Google Cloud AutoML Make a prediction

Capability Spec

openapi-projects.yaml Raw ↑
naftiko: 1.0.0-alpha2
info:
  label: Google Cloud AutoML API — Projects
  description: 'Google Cloud AutoML API — Projects. 7 operations. Lead operation: Google Cloud AutoML List datasets. Self-contained
    Naftiko capability covering one Google Cloud Automl business surface.'
  tags:
  - Google Cloud Automl
  - Projects
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    GOOGLE_CLOUD_AUTOML_API_KEY: GOOGLE_CLOUD_AUTOML_API_KEY
capability:
  consumes:
  - type: http
    namespace: openapi-projects
    baseUri: https://automl.googleapis.com/v1
    description: Google Cloud AutoML API — Projects business capability. Self-contained, no shared references.
    resources:
    - name: projects-projectId-locations-location-datasets
      path: /projects/{projectId}/locations/{location}/datasets
      operations:
      - name: listdatasets
        method: GET
        description: Google Cloud AutoML List datasets
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
      - name: createdataset
        method: POST
        description: Google Cloud AutoML Create a dataset
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: projects-projectId-locations-location-models
      path: /projects/{projectId}/locations/{location}/models
      operations:
      - name: listmodels
        method: GET
        description: Google Cloud AutoML List models
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
      - name: createmodel
        method: POST
        description: Google Cloud AutoML Create a model
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: projects-projectId-locations-location-models-modelId
      path: /projects/{projectId}/locations/{location}/models/{modelId}
      operations:
      - name: getmodel
        method: GET
        description: Google Cloud AutoML Get a model
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: modelId
          in: path
          type: string
          required: true
      - name: deletemodel
        method: DELETE
        description: Google Cloud AutoML Delete a model
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: modelId
          in: path
          type: string
          required: true
    - name: projects-projectId-locations-location-models-modelId}:predict
      path: /projects/{projectId}/locations/{location}/models/{modelId}:predict
      operations:
      - name: predict
        method: POST
        description: Google Cloud AutoML Make a prediction
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: modelId
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
  exposes:
  - type: rest
    namespace: openapi-projects-rest
    port: 8080
    description: REST adapter for Google Cloud AutoML API — Projects. One Spectral-compliant resource per consumed operation,
      prefixed with /v1.
    resources:
    - path: /v1/projects/{projectid}/locations/{location}/datasets
      name: projects-projectid-locations-location-datasets
      description: REST surface for projects-projectId-locations-location-datasets.
      operations:
      - method: GET
        name: listdatasets
        description: Google Cloud AutoML List datasets
        call: openapi-projects.listdatasets
        with:
          projectId: rest.projectId
          location: rest.location
        outputParameters:
        - type: object
          mapping: $.
      - method: POST
        name: createdataset
        description: Google Cloud AutoML Create a dataset
        call: openapi-projects.createdataset
        with:
          projectId: rest.projectId
          location: rest.location
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/projects/{projectid}/locations/{location}/models
      name: projects-projectid-locations-location-models
      description: REST surface for projects-projectId-locations-location-models.
      operations:
      - method: GET
        name: listmodels
        description: Google Cloud AutoML List models
        call: openapi-projects.listmodels
        with:
          projectId: rest.projectId
          location: rest.location
        outputParameters:
        - type: object
          mapping: $.
      - method: POST
        name: createmodel
        description: Google Cloud AutoML Create a model
        call: openapi-projects.createmodel
        with:
          projectId: rest.projectId
          location: rest.location
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/projects/{projectid}/locations/{location}/models/{modelid}
      name: projects-projectid-locations-location-models-modelid
      description: REST surface for projects-projectId-locations-location-models-modelId.
      operations:
      - method: GET
        name: getmodel
        description: Google Cloud AutoML Get a model
        call: openapi-projects.getmodel
        with:
          projectId: rest.projectId
          location: rest.location
          modelId: rest.modelId
        outputParameters:
        - type: object
          mapping: $.
      - method: DELETE
        name: deletemodel
        description: Google Cloud AutoML Delete a model
        call: openapi-projects.deletemodel
        with:
          projectId: rest.projectId
          location: rest.location
          modelId: rest.modelId
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/projects/{projectid}/locations/{location}/models/modelid-predict
      name: projects-projectid-locations-location-models-modelid-predict
      description: REST surface for projects-projectId-locations-location-models-modelId}:predict.
      operations:
      - method: POST
        name: predict
        description: Google Cloud AutoML Make a prediction
        call: openapi-projects.predict
        with:
          projectId: rest.projectId
          location: rest.location
          modelId: rest.modelId
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: openapi-projects-mcp
    port: 9090
    transport: http
    description: MCP adapter for Google Cloud AutoML API — Projects. One tool per consumed operation, routed inline through
      this capability's consumes block.
    tools:
    - name: google-cloud-automl-list-datasets
      description: Google Cloud AutoML List datasets
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: openapi-projects.listdatasets
      with:
        projectId: tools.projectId
        location: tools.location
      outputParameters:
      - type: object
        mapping: $.
    - name: google-cloud-automl-create-dataset
      description: Google Cloud AutoML Create a dataset
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: openapi-projects.createdataset
      with:
        projectId: tools.projectId
        location: tools.location
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: google-cloud-automl-list-models
      description: Google Cloud AutoML List models
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: openapi-projects.listmodels
      with:
        projectId: tools.projectId
        location: tools.location
      outputParameters:
      - type: object
        mapping: $.
    - name: google-cloud-automl-create-model
      description: Google Cloud AutoML Create a model
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: openapi-projects.createmodel
      with:
        projectId: tools.projectId
        location: tools.location
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: google-cloud-automl-get-model
      description: Google Cloud AutoML Get a model
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: openapi-projects.getmodel
      with:
        projectId: tools.projectId
        location: tools.location
        modelId: tools.modelId
      outputParameters:
      - type: object
        mapping: $.
    - name: google-cloud-automl-delete-model
      description: Google Cloud AutoML Delete a model
      hints:
        readOnly: false
        destructive: true
        idempotent: true
      call: openapi-projects.deletemodel
      with:
        projectId: tools.projectId
        location: tools.location
        modelId: tools.modelId
      outputParameters:
      - type: object
        mapping: $.
    - name: google-cloud-automl-make-prediction
      description: Google Cloud AutoML Make a prediction
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: openapi-projects.predict
      with:
        projectId: tools.projectId
        location: tools.location
        modelId: tools.modelId
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.