Google Cloud Recommendations AI · Capability

Google Cloud Recommendations AI API

Delivers personalized product recommendations at scale using machine learning for retail and e-commerce use cases.

Run with Naftiko GoogleCloudRecommendationsAiAPI

What You Can Do

GET
Listcatalogitems — Google Cloud Recommendations AI List catalog items
/projects/{projectId}/locations/{location}/catalogs/{catalogId}/catalogItems
POST
Createcatalogitem — Google Cloud Recommendations AI Create a catalog item
/projects/{projectId}/locations/{location}/catalogs/{catalogId}/catalogItems
POST
Writeuserevent — Google Cloud Recommendations AI Write a user event
/projects/{projectId}/locations/{location}/catalogs/{catalogId}/eventStores/{eventStoreId}/userEvents
POST
Predict — Google Cloud Recommendations AI Get recommendations
/projects/{projectId}/locations/{location}/catalogs/{catalogId}/eventStores/{eventStoreId}/placements/{placementId}:predict

MCP Tools

listcatalogitems

Google Cloud Recommendations AI List catalog items

read-only idempotent
createcatalogitem

Google Cloud Recommendations AI Create a catalog item

writeuserevent

Google Cloud Recommendations AI Write a user event

predict

Google Cloud Recommendations AI Get recommendations

Capability Spec

google-cloud-recommendations-ai-capability.yaml Raw ↑ 
naftiko: 1.0.0-alpha2
info:
  label: Google Cloud Recommendations AI API
  description: Delivers personalized product recommendations at scale using machine learning for retail and e-commerce use
    cases.
  tags:
  - Google
  - Cloud
  - Recommendations
  - Ai
  - API
  created: '2026-05-06'
  modified: '2026-05-06'
capability:
  consumes:
  - type: http
    namespace: google-cloud-recommendations-ai
    baseUri: https://recommendationengine.googleapis.com/v1beta1
    description: Google Cloud Recommendations AI API HTTP API.
    resources:
    - name: projects-projectid-locations-location-catalogs-c
      path: /projects/{projectId}/locations/{location}/catalogs/{catalogId}/catalogItems
      operations:
      - name: listcatalogitems
        method: GET
        description: Google Cloud Recommendations AI List catalog items
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: catalogId
          in: path
          type: string
          required: true
        - name: pageSize
          in: query
          type: integer
        - name: pageToken
          in: query
          type: string
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
      - name: createcatalogitem
        method: POST
        description: Google Cloud Recommendations AI Create a catalog item
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: catalogId
          in: path
          type: string
          required: true
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: projects-projectid-locations-location-catalogs-c
      path: /projects/{projectId}/locations/{location}/catalogs/{catalogId}/eventStores/{eventStoreId}/userEvents
      operations:
      - name: writeuserevent
        method: POST
        description: Google Cloud Recommendations AI Write a user event
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: catalogId
          in: path
          type: string
          required: true
        - name: eventStoreId
          in: path
          type: string
          required: true
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: projects-projectid-locations-location-catalogs-c
      path: /projects/{projectId}/locations/{location}/catalogs/{catalogId}/eventStores/{eventStoreId}/placements/{placementId}:predict
      operations:
      - name: predict
        method: POST
        description: Google Cloud Recommendations AI Get recommendations
        inputParameters:
        - name: projectId
          in: path
          type: string
          required: true
        - name: location
          in: path
          type: string
          required: true
        - name: catalogId
          in: path
          type: string
          required: true
        - name: eventStoreId
          in: path
          type: string
          required: true
        - name: placementId
          in: path
          type: string
          required: true
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
  exposes:
  - type: rest
    port: 8080
    namespace: google-cloud-recommendations-ai-rest
    description: REST adapter for Google Cloud Recommendations AI API.
    resources:
    - path: /projects/{projectId}/locations/{location}/catalogs/{catalogId}/catalogItems
      name: listcatalogitems
      operations:
      - method: GET
        name: listcatalogitems
        description: Google Cloud Recommendations AI List catalog items
        call: google-cloud-recommendations-ai.listcatalogitems
        with:
          projectId: rest.projectId
          location: rest.location
          catalogId: rest.catalogId
        outputParameters:
        - type: object
          mapping: $.
    - path: /projects/{projectId}/locations/{location}/catalogs/{catalogId}/catalogItems
      name: createcatalogitem
      operations:
      - method: POST
        name: createcatalogitem
        description: Google Cloud Recommendations AI Create a catalog item
        call: google-cloud-recommendations-ai.createcatalogitem
        with:
          projectId: rest.projectId
          location: rest.location
          catalogId: rest.catalogId
        outputParameters:
        - type: object
          mapping: $.
    - path: /projects/{projectId}/locations/{location}/catalogs/{catalogId}/eventStores/{eventStoreId}/userEvents
      name: writeuserevent
      operations:
      - method: POST
        name: writeuserevent
        description: Google Cloud Recommendations AI Write a user event
        call: google-cloud-recommendations-ai.writeuserevent
        with:
          projectId: rest.projectId
          location: rest.location
          catalogId: rest.catalogId
          eventStoreId: rest.eventStoreId
        outputParameters:
        - type: object
          mapping: $.
    - path: /projects/{projectId}/locations/{location}/catalogs/{catalogId}/eventStores/{eventStoreId}/placements/{placementId}:predict
      name: predict
      operations:
      - method: POST
        name: predict
        description: Google Cloud Recommendations AI Get recommendations
        call: google-cloud-recommendations-ai.predict
        with:
          projectId: rest.projectId
          location: rest.location
          catalogId: rest.catalogId
          eventStoreId: rest.eventStoreId
          placementId: rest.placementId
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    port: 9090
    namespace: google-cloud-recommendations-ai-mcp
    transport: http
    description: MCP adapter for Google Cloud Recommendations AI API for AI agent use.
    tools:
    - name: listcatalogitems
      description: Google Cloud Recommendations AI List catalog items
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: google-cloud-recommendations-ai.listcatalogitems
      with:
        projectId: tools.projectId
        location: tools.location
        catalogId: tools.catalogId
        pageSize: tools.pageSize
        pageToken: tools.pageToken
      inputParameters:
      - name: projectId
        type: string
        description: projectId
        required: true
      - name: location
        type: string
        description: location
        required: true
      - name: catalogId
        type: string
        description: catalogId
        required: true
      - name: pageSize
        type: integer
        description: pageSize
      - name: pageToken
        type: string
        description: pageToken
      outputParameters:
      - type: object
        mapping: $.
    - name: createcatalogitem
      description: Google Cloud Recommendations AI Create a catalog item
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: google-cloud-recommendations-ai.createcatalogitem
      with:
        projectId: tools.projectId
        location: tools.location
        catalogId: tools.catalogId
      inputParameters:
      - name: projectId
        type: string
        description: projectId
        required: true
      - name: location
        type: string
        description: location
        required: true
      - name: catalogId
        type: string
        description: catalogId
        required: true
      outputParameters:
      - type: object
        mapping: $.
    - name: writeuserevent
      description: Google Cloud Recommendations AI Write a user event
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: google-cloud-recommendations-ai.writeuserevent
      with:
        projectId: tools.projectId
        location: tools.location
        catalogId: tools.catalogId
        eventStoreId: tools.eventStoreId
      inputParameters:
      - name: projectId
        type: string
        description: projectId
        required: true
      - name: location
        type: string
        description: location
        required: true
      - name: catalogId
        type: string
        description: catalogId
        required: true
      - name: eventStoreId
        type: string
        description: eventStoreId
        required: true
      outputParameters:
      - type: object
        mapping: $.
    - name: predict
      description: Google Cloud Recommendations AI Get recommendations
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: google-cloud-recommendations-ai.predict
      with:
        projectId: tools.projectId
        location: tools.location
        catalogId: tools.catalogId
        eventStoreId: tools.eventStoreId
        placementId: tools.placementId
      inputParameters:
      - name: projectId
        type: string
        description: projectId
        required: true
      - name: location
        type: string
        description: location
        required: true
      - name: catalogId
        type: string
        description: catalogId
        required: true
      - name: eventStoreId
        type: string
        description: eventStoreId
        required: true
      - name: placementId
        type: string
        description: placementId
        required: true
      outputParameters:
      - type: object
        mapping: $.