Hosting

Google-managed remote

Transport

Streamable HTTP

Endpoint

https://aiplatform.googleapis.com/mcp/generate

Authentication

Google Cloud authentication: OAuth 2.0 using Application Default Credentials (ADC) in supported Google clients, or a client OAuth ID/secret or bearer token in compatible third-party clients. The principal needs mcp.tools.call plus the underlying product permissions; API key authentication is only available for services that explicitly support it.

Requirements

• A Google Cloud project and access to the target product/resource.
• Enable this MCP service and its underlying Google Cloud API as required by the product guide.
• An MCP client that supports Streamable HTTP.
• An identity with the MCP Tool User role (roles/mcp.toolUser) or equivalent mcp.tools.call permission, plus permissions for the underlying product operations.

Setup steps

1. Choose the correct global or regional endpoint for your data location; this catalog lists the documented endpoint.
2. In the Google Cloud project, enable the MCP service and the underlying product API if the product guide requires it.
3. Authenticate the client with Google Cloud ADC (simplest with Antigravity/Gemini CLI) or configure OAuth 2.0 credentials in a compatible client.
4. Grant the connecting identity roles/mcp.toolUser and only the product IAM roles needed for the intended operations.
5. Add aiplatform.googleapis.com to the client as a Streamable HTTP MCP server and complete sign-in.
6. Refresh the client tool list and check that the tools match the product reference; availability may depend on permissions and selected toolset.

56 tools combine multiple Agent Platform toolsets for endpoints, prompts, models, tuning, prediction/generation, RAG and Colab notebooks/schedules. CRUD and notebook operations can change deployed model/agent resources and incur charges; prediction/generation may process sensitive prompts/data. Toolsets are split across separate endpoint URLs; verify selected endpoint/toolset and IAM.

• create_endpoint
  01
• get_endpoint
  02
• list_endpoints
  03
• update_endpoint
  04
• delete_endpoint
  05
• create_prompt
  06
• get_prompt
  07
• list_prompts
  08
• update_prompt
  09
• delete_prompt
  10
• upload_model
  11
• list_models
  12
• get_model
  13
• update_model
  14
• delete_model
  15
• get_operation
  16
• evaluate_instances
  17
• list_tuning_jobs
  18
• get_tuning_job
  19
• cancel_tuning_job
  20
• predict
  21
• raw_predict
  22
• generate_content
  23
• count_tokens
  24
• embed_content
  25
• retrieve_contexts
  26
• augment_prompt
  27
• corroborate_content
  28
• ask_contexts
  29
• create_rag_corpus
  30
• list_rag_corpora
  31
• delete_rag_corpus
  32
• import_rag_files
  33
• colab_enterprise_create_notebook_runtime_template
  34
• colab_enterprise_get_notebook_runtime_template
  35
• colab_enterprise_list_notebook_runtime_templates
  36
• colab_enterprise_delete_notebook_runtime_template
  37
• colab_enterprise_update_notebook_runtime_template
  38
• colab_enterprise_create_notebook_runtime
  39
• colab_enterprise_get_notebook_runtime
  40
• colab_enterprise_list_notebook_runtimes
  41
• colab_enterprise_delete_notebook_runtime
  42
• colab_enterprise_upgrade_notebook_runtime
  43
• colab_enterprise_start_notebook_runtime
  44
• colab_enterprise_stop_notebook_runtime
  45
• notebook_execution_create_job
  46
• notebook_execution_get_job
  47
• notebook_execution_list_jobs
  48
• notebook_execution_delete_job
  49
• create_notebook_execution_schedule
  50
• delete_notebook_execution_schedule
  51
• get_notebook_execution_schedule
  52
• list_notebook_execution_schedules
  53
• pause_notebook_execution_schedule
  54
• resume_notebook_execution_schedule
  55
• update_notebook_execution_schedule
  56

• official setup guide

  Google Cloud describes remote MCP client setup, Streamable HTTP transport, supported authentication options, and ADC setup.

• official authentication guide

  Google documents supported identity types and authorization requirements for Google Cloud MCP calls.

• official source

  Official Google Cloud primary MCP documentation checked 2026-10-28.

• official source

  Official Google Cloud primary MCP documentation checked 2026-10-28.

Documentation checked 2026-10-28. Connection has not been runtime tested.