MCP Reference: aiplatform.googleapis.com

Model Context Protocol (MCP) server that provides Agent Platform tools for building, deploying, and scaling both predictive machine learning and generative AI applications on Google Cloud.

A Model Context Protocol (MCP) server acts as a proxy between an external service that provides context, data, or capabilities to a Large Language Model (LLM) or AI application. MCP servers connect AI applications to external systems such as databases and web services, translating their responses into a format that the AI application can understand.

Server Setup

You must enable MCP servers and set up authentication before use. For more information about using Google and Google Cloud remote MCP servers, see Google Cloud MCP servers overview .

Server Endpoints

An MCP service endpoint is the network address and communication interface (usually a URL) of the MCP server that an AI application (the Host for the MCP client) uses to establish a secure, standardized connection. It is the point of contact for the LLM to request context, call a tool, or access a resource. Google MCP endpoints can be global or regional.

The Agent Platform API MCP server has the following global MCP endpoints:

https://aiplatform.googleapis.com/mcp/generate
https://aiplatform.googleapis.com/mcp/predict
https://aiplatform.googleapis.com/mcp/notebook
https://aiplatform.googleapis.com/mcp/endpoints
https://aiplatform.googleapis.com/mcp/models
https://aiplatform.googleapis.com/mcp/tuning
https://aiplatform.googleapis.com/mcp/retrieval
https://aiplatform.googleapis.com/mcp/evaluation
https://aiplatform.googleapis.com/mcp/prompts
https://africa-south1-aiplatform.googleapis.com/mcp/generate
https://africa-south1-aiplatform.googleapis.com/mcp/predict
https://africa-south1-aiplatform.googleapis.com/mcp/notebook
https://africa-south1-aiplatform.googleapis.com/mcp/endpoints
https://africa-south1-aiplatform.googleapis.com/mcp/models
https://africa-south1-aiplatform.googleapis.com/mcp/tuning
https://africa-south1-aiplatform.googleapis.com/mcp/retrieval
https://africa-south1-aiplatform.googleapis.com/mcp/evaluation
https://africa-south1-aiplatform.googleapis.com/mcp/prompts
https://asia-east1-aiplatform.googleapis.com/mcp/generate
https://asia-east1-aiplatform.googleapis.com/mcp/predict
https://asia-east1-aiplatform.googleapis.com/mcp/notebook
https://asia-east1-aiplatform.googleapis.com/mcp/endpoints
https://asia-east1-aiplatform.googleapis.com/mcp/models
https://asia-east1-aiplatform.googleapis.com/mcp/tuning
https://asia-east1-aiplatform.googleapis.com/mcp/retrieval
https://asia-east1-aiplatform.googleapis.com/mcp/evaluation
https://asia-east1-aiplatform.googleapis.com/mcp/prompts
https://asia-east2-aiplatform.googleapis.com/mcp/generate
https://asia-east2-aiplatform.googleapis.com/mcp/predict
https://asia-east2-aiplatform.googleapis.com/mcp/notebook
https://asia-east2-aiplatform.googleapis.com/mcp/endpoints
https://asia-east2-aiplatform.googleapis.com/mcp/models
https://asia-east2-aiplatform.googleapis.com/mcp/tuning
https://asia-east2-aiplatform.googleapis.com/mcp/retrieval
https://asia-east2-aiplatform.googleapis.com/mcp/evaluation
https://asia-east2-aiplatform.googleapis.com/mcp/prompts
https://asia-northeast1-aiplatform.googleapis.com/mcp/generate
https://asia-northeast1-aiplatform.googleapis.com/mcp/predict
https://asia-northeast1-aiplatform.googleapis.com/mcp/notebook
https://asia-northeast1-aiplatform.googleapis.com/mcp/endpoints
https://asia-northeast1-aiplatform.googleapis.com/mcp/models
https://asia-northeast1-aiplatform.googleapis.com/mcp/tuning
https://asia-northeast1-aiplatform.googleapis.com/mcp/retrieval
https://asia-northeast1-aiplatform.googleapis.com/mcp/evaluation
https://asia-northeast1-aiplatform.googleapis.com/mcp/prompts
https://asia-northeast2-aiplatform.googleapis.com/mcp/generate
https://asia-northeast2-aiplatform.googleapis.com/mcp/predict
https://asia-northeast2-aiplatform.googleapis.com/mcp/notebook
https://asia-northeast2-aiplatform.googleapis.com/mcp/endpoints
https://asia-northeast2-aiplatform.googleapis.com/mcp/models
https://asia-northeast2-aiplatform.googleapis.com/mcp/tuning
https://asia-northeast2-aiplatform.googleapis.com/mcp/retrieval
https://asia-northeast2-aiplatform.googleapis.com/mcp/evaluation
https://asia-northeast2-aiplatform.googleapis.com/mcp/prompts
https://asia-northeast3-aiplatform.googleapis.com/mcp/generate
https://asia-northeast3-aiplatform.googleapis.com/mcp/predict
https://asia-northeast3-aiplatform.googleapis.com/mcp/notebook
https://asia-northeast3-aiplatform.googleapis.com/mcp/endpoints
https://asia-northeast3-aiplatform.googleapis.com/mcp/models
https://asia-northeast3-aiplatform.googleapis.com/mcp/tuning
https://asia-northeast3-aiplatform.googleapis.com/mcp/retrieval
https://asia-northeast3-aiplatform.googleapis.com/mcp/evaluation
https://asia-northeast3-aiplatform.googleapis.com/mcp/prompts
https://asia-south1-aiplatform.googleapis.com/mcp/generate
https://asia-south1-aiplatform.googleapis.com/mcp/predict
https://asia-south1-aiplatform.googleapis.com/mcp/notebook
https://asia-south1-aiplatform.googleapis.com/mcp/endpoints
https://asia-south1-aiplatform.googleapis.com/mcp/models
https://asia-south1-aiplatform.googleapis.com/mcp/tuning
https://asia-south1-aiplatform.googleapis.com/mcp/retrieval
https://asia-south1-aiplatform.googleapis.com/mcp/evaluation
https://asia-south1-aiplatform.googleapis.com/mcp/prompts
https://asia-south2-aiplatform.googleapis.com/mcp/generate
https://asia-south2-aiplatform.googleapis.com/mcp/predict
https://asia-south2-aiplatform.googleapis.com/mcp/notebook
https://asia-south2-aiplatform.googleapis.com/mcp/endpoints
https://asia-south2-aiplatform.googleapis.com/mcp/models
https://asia-south2-aiplatform.googleapis.com/mcp/tuning
https://asia-south2-aiplatform.googleapis.com/mcp/retrieval
https://asia-south2-aiplatform.googleapis.com/mcp/evaluation
https://asia-south2-aiplatform.googleapis.com/mcp/prompts
https://asia-southeast1-aiplatform.googleapis.com/mcp/generate
https://asia-southeast1-aiplatform.googleapis.com/mcp/predict
https://asia-southeast1-aiplatform.googleapis.com/mcp/notebook
https://asia-southeast1-aiplatform.googleapis.com/mcp/endpoints
https://asia-southeast1-aiplatform.googleapis.com/mcp/models
https://asia-southeast1-aiplatform.googleapis.com/mcp/tuning
https://asia-southeast1-aiplatform.googleapis.com/mcp/retrieval
https://asia-southeast1-aiplatform.googleapis.com/mcp/evaluation
https://asia-southeast1-aiplatform.googleapis.com/mcp/prompts
https://asia-southeast2-aiplatform.googleapis.com/mcp/generate
https://asia-southeast2-aiplatform.googleapis.com/mcp/predict
https://asia-southeast2-aiplatform.googleapis.com/mcp/notebook
https://asia-southeast2-aiplatform.googleapis.com/mcp/endpoints
https://asia-southeast2-aiplatform.googleapis.com/mcp/models
https://asia-southeast2-aiplatform.googleapis.com/mcp/tuning
https://asia-southeast2-aiplatform.googleapis.com/mcp/retrieval
https://asia-southeast2-aiplatform.googleapis.com/mcp/evaluation
https://asia-southeast2-aiplatform.googleapis.com/mcp/prompts
https://australia-southeast1-aiplatform.googleapis.com/mcp/generate
https://australia-southeast1-aiplatform.googleapis.com/mcp/predict
https://australia-southeast1-aiplatform.googleapis.com/mcp/notebook
https://australia-southeast1-aiplatform.googleapis.com/mcp/endpoints
https://australia-southeast1-aiplatform.googleapis.com/mcp/models
https://australia-southeast1-aiplatform.googleapis.com/mcp/tuning
https://australia-southeast1-aiplatform.googleapis.com/mcp/retrieval
https://australia-southeast1-aiplatform.googleapis.com/mcp/evaluation
https://australia-southeast1-aiplatform.googleapis.com/mcp/prompts
https://australia-southeast2-aiplatform.googleapis.com/mcp/generate
https://australia-southeast2-aiplatform.googleapis.com/mcp/predict
https://australia-southeast2-aiplatform.googleapis.com/mcp/notebook
https://australia-southeast2-aiplatform.googleapis.com/mcp/endpoints
https://australia-southeast2-aiplatform.googleapis.com/mcp/models
https://australia-southeast2-aiplatform.googleapis.com/mcp/tuning
https://australia-southeast2-aiplatform.googleapis.com/mcp/retrieval
https://australia-southeast2-aiplatform.googleapis.com/mcp/evaluation
https://australia-southeast2-aiplatform.googleapis.com/mcp/prompts
https://europe-central2-aiplatform.googleapis.com/mcp/generate
https://europe-central2-aiplatform.googleapis.com/mcp/predict
https://europe-central2-aiplatform.googleapis.com/mcp/notebook
https://europe-central2-aiplatform.googleapis.com/mcp/endpoints
https://europe-central2-aiplatform.googleapis.com/mcp/models
https://europe-central2-aiplatform.googleapis.com/mcp/tuning
https://europe-central2-aiplatform.googleapis.com/mcp/retrieval
https://europe-central2-aiplatform.googleapis.com/mcp/evaluation
https://europe-central2-aiplatform.googleapis.com/mcp/prompts
https://europe-north1-aiplatform.googleapis.com/mcp/generate
https://europe-north1-aiplatform.googleapis.com/mcp/predict
https://europe-north1-aiplatform.googleapis.com/mcp/notebook
https://europe-north1-aiplatform.googleapis.com/mcp/endpoints
https://europe-north1-aiplatform.googleapis.com/mcp/models
https://europe-north1-aiplatform.googleapis.com/mcp/tuning
https://europe-north1-aiplatform.googleapis.com/mcp/retrieval
https://europe-north1-aiplatform.googleapis.com/mcp/evaluation
https://europe-north1-aiplatform.googleapis.com/mcp/prompts
https://europe-north2-aiplatform.googleapis.com/mcp/generate
https://europe-north2-aiplatform.googleapis.com/mcp/predict
https://europe-north2-aiplatform.googleapis.com/mcp/notebook
https://europe-north2-aiplatform.googleapis.com/mcp/endpoints
https://europe-north2-aiplatform.googleapis.com/mcp/models
https://europe-north2-aiplatform.googleapis.com/mcp/tuning
https://europe-north2-aiplatform.googleapis.com/mcp/retrieval
https://europe-north2-aiplatform.googleapis.com/mcp/evaluation
https://europe-north2-aiplatform.googleapis.com/mcp/prompts
https://europe-southwest1-aiplatform.googleapis.com/mcp/generate
https://europe-southwest1-aiplatform.googleapis.com/mcp/predict
https://europe-southwest1-aiplatform.googleapis.com/mcp/notebook
https://europe-southwest1-aiplatform.googleapis.com/mcp/endpoints
https://europe-southwest1-aiplatform.googleapis.com/mcp/models
https://europe-southwest1-aiplatform.googleapis.com/mcp/tuning
https://europe-southwest1-aiplatform.googleapis.com/mcp/retrieval
https://europe-southwest1-aiplatform.googleapis.com/mcp/evaluation
https://europe-southwest1-aiplatform.googleapis.com/mcp/prompts
https://europe-west1-aiplatform.googleapis.com/mcp/generate
https://europe-west1-aiplatform.googleapis.com/mcp/predict
https://europe-west1-aiplatform.googleapis.com/mcp/notebook
https://europe-west1-aiplatform.googleapis.com/mcp/endpoints
https://europe-west1-aiplatform.googleapis.com/mcp/models
https://europe-west1-aiplatform.googleapis.com/mcp/tuning
https://europe-west1-aiplatform.googleapis.com/mcp/retrieval
https://europe-west1-aiplatform.googleapis.com/mcp/evaluation
https://europe-west1-aiplatform.googleapis.com/mcp/prompts
https://europe-west2-aiplatform.googleapis.com/mcp/generate
https://europe-west2-aiplatform.googleapis.com/mcp/predict
https://europe-west2-aiplatform.googleapis.com/mcp/notebook
https://europe-west2-aiplatform.googleapis.com/mcp/endpoints
https://europe-west2-aiplatform.googleapis.com/mcp/models
https://europe-west2-aiplatform.googleapis.com/mcp/tuning
https://europe-west2-aiplatform.googleapis.com/mcp/retrieval
https://europe-west2-aiplatform.googleapis.com/mcp/evaluation
https://europe-west2-aiplatform.googleapis.com/mcp/prompts
https://europe-west3-aiplatform.googleapis.com/mcp/generate
https://europe-west3-aiplatform.googleapis.com/mcp/predict
https://europe-west3-aiplatform.googleapis.com/mcp/notebook
https://europe-west3-aiplatform.googleapis.com/mcp/endpoints
https://europe-west3-aiplatform.googleapis.com/mcp/models
https://europe-west3-aiplatform.googleapis.com/mcp/tuning
https://europe-west3-aiplatform.googleapis.com/mcp/retrieval
https://europe-west3-aiplatform.googleapis.com/mcp/evaluation
https://europe-west3-aiplatform.googleapis.com/mcp/prompts
https://europe-west4-aiplatform.googleapis.com/mcp/generate
https://europe-west4-aiplatform.googleapis.com/mcp/predict
https://europe-west4-aiplatform.googleapis.com/mcp/notebook
https://europe-west4-aiplatform.googleapis.com/mcp/endpoints
https://europe-west4-aiplatform.googleapis.com/mcp/models
https://europe-west4-aiplatform.googleapis.com/mcp/tuning
https://europe-west4-aiplatform.googleapis.com/mcp/retrieval
https://europe-west4-aiplatform.googleapis.com/mcp/evaluation
https://europe-west4-aiplatform.googleapis.com/mcp/prompts
https://europe-west6-aiplatform.googleapis.com/mcp/generate
https://europe-west6-aiplatform.googleapis.com/mcp/predict
https://europe-west6-aiplatform.googleapis.com/mcp/notebook
https://europe-west6-aiplatform.googleapis.com/mcp/endpoints
https://europe-west6-aiplatform.googleapis.com/mcp/models
https://europe-west6-aiplatform.googleapis.com/mcp/tuning
https://europe-west6-aiplatform.googleapis.com/mcp/retrieval
https://europe-west6-aiplatform.googleapis.com/mcp/evaluation
https://europe-west6-aiplatform.googleapis.com/mcp/prompts
https://europe-west8-aiplatform.googleapis.com/mcp/generate
https://europe-west8-aiplatform.googleapis.com/mcp/predict
https://europe-west8-aiplatform.googleapis.com/mcp/notebook
https://europe-west8-aiplatform.googleapis.com/mcp/endpoints
https://europe-west8-aiplatform.googleapis.com/mcp/models
https://europe-west8-aiplatform.googleapis.com/mcp/tuning
https://europe-west8-aiplatform.googleapis.com/mcp/retrieval
https://europe-west8-aiplatform.googleapis.com/mcp/evaluation
https://europe-west8-aiplatform.googleapis.com/mcp/prompts
https://europe-west9-aiplatform.googleapis.com/mcp/generate
https://europe-west9-aiplatform.googleapis.com/mcp/predict
https://europe-west9-aiplatform.googleapis.com/mcp/notebook
https://europe-west9-aiplatform.googleapis.com/mcp/endpoints
https://europe-west9-aiplatform.googleapis.com/mcp/models
https://europe-west9-aiplatform.googleapis.com/mcp/tuning
https://europe-west9-aiplatform.googleapis.com/mcp/retrieval
https://europe-west9-aiplatform.googleapis.com/mcp/evaluation
https://europe-west9-aiplatform.googleapis.com/mcp/prompts
https://europe-west10-aiplatform.googleapis.com/mcp/generate
https://europe-west10-aiplatform.googleapis.com/mcp/predict
https://europe-west10-aiplatform.googleapis.com/mcp/notebook
https://europe-west10-aiplatform.googleapis.com/mcp/endpoints
https://europe-west10-aiplatform.googleapis.com/mcp/models
https://europe-west10-aiplatform.googleapis.com/mcp/tuning
https://europe-west10-aiplatform.googleapis.com/mcp/retrieval
https://europe-west10-aiplatform.googleapis.com/mcp/evaluation
https://europe-west10-aiplatform.googleapis.com/mcp/prompts
https://europe-west12-aiplatform.googleapis.com/mcp/generate
https://europe-west12-aiplatform.googleapis.com/mcp/predict
https://europe-west12-aiplatform.googleapis.com/mcp/notebook
https://europe-west12-aiplatform.googleapis.com/mcp/endpoints
https://europe-west12-aiplatform.googleapis.com/mcp/models
https://europe-west12-aiplatform.googleapis.com/mcp/tuning
https://europe-west12-aiplatform.googleapis.com/mcp/retrieval
https://europe-west12-aiplatform.googleapis.com/mcp/evaluation
https://europe-west12-aiplatform.googleapis.com/mcp/prompts
https://europe-west15-aiplatform.googleapis.com/mcp/generate
https://europe-west15-aiplatform.googleapis.com/mcp/predict
https://europe-west15-aiplatform.googleapis.com/mcp/notebook
https://europe-west15-aiplatform.googleapis.com/mcp/endpoints
https://europe-west15-aiplatform.googleapis.com/mcp/models
https://europe-west15-aiplatform.googleapis.com/mcp/tuning
https://europe-west15-aiplatform.googleapis.com/mcp/retrieval
https://europe-west15-aiplatform.googleapis.com/mcp/evaluation
https://europe-west15-aiplatform.googleapis.com/mcp/prompts
https://me-central1-aiplatform.googleapis.com/mcp/generate
https://me-central1-aiplatform.googleapis.com/mcp/predict
https://me-central1-aiplatform.googleapis.com/mcp/notebook
https://me-central1-aiplatform.googleapis.com/mcp/endpoints
https://me-central1-aiplatform.googleapis.com/mcp/models
https://me-central1-aiplatform.googleapis.com/mcp/tuning
https://me-central1-aiplatform.googleapis.com/mcp/retrieval
https://me-central1-aiplatform.googleapis.com/mcp/evaluation
https://me-central1-aiplatform.googleapis.com/mcp/prompts
https://me-central2-aiplatform.googleapis.com/mcp/generate
https://me-central2-aiplatform.googleapis.com/mcp/predict
https://me-central2-aiplatform.googleapis.com/mcp/notebook
https://me-central2-aiplatform.googleapis.com/mcp/endpoints
https://me-central2-aiplatform.googleapis.com/mcp/models
https://me-central2-aiplatform.googleapis.com/mcp/tuning
https://me-central2-aiplatform.googleapis.com/mcp/retrieval
https://me-central2-aiplatform.googleapis.com/mcp/evaluation
https://me-central2-aiplatform.googleapis.com/mcp/prompts
https://me-west1-aiplatform.googleapis.com/mcp/generate
https://me-west1-aiplatform.googleapis.com/mcp/predict
https://me-west1-aiplatform.googleapis.com/mcp/notebook
https://me-west1-aiplatform.googleapis.com/mcp/endpoints
https://me-west1-aiplatform.googleapis.com/mcp/models
https://me-west1-aiplatform.googleapis.com/mcp/tuning
https://me-west1-aiplatform.googleapis.com/mcp/retrieval
https://me-west1-aiplatform.googleapis.com/mcp/evaluation
https://me-west1-aiplatform.googleapis.com/mcp/prompts
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/generate
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/predict
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/notebook
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/endpoints
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/models
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/tuning
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/retrieval
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/evaluation
https://northamerica-northeast1-aiplatform.googleapis.com/mcp/prompts
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/generate
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/predict
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/notebook
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/endpoints
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/models
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/tuning
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/retrieval
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/evaluation
https://northamerica-northeast2-aiplatform.googleapis.com/mcp/prompts
https://southamerica-east1-aiplatform.googleapis.com/mcp/generate
https://southamerica-east1-aiplatform.googleapis.com/mcp/predict
https://southamerica-east1-aiplatform.googleapis.com/mcp/notebook
https://southamerica-east1-aiplatform.googleapis.com/mcp/endpoints
https://southamerica-east1-aiplatform.googleapis.com/mcp/models
https://southamerica-east1-aiplatform.googleapis.com/mcp/tuning
https://southamerica-east1-aiplatform.googleapis.com/mcp/retrieval
https://southamerica-east1-aiplatform.googleapis.com/mcp/evaluation
https://southamerica-east1-aiplatform.googleapis.com/mcp/prompts
https://southamerica-west1-aiplatform.googleapis.com/mcp/generate
https://southamerica-west1-aiplatform.googleapis.com/mcp/predict
https://southamerica-west1-aiplatform.googleapis.com/mcp/notebook
https://southamerica-west1-aiplatform.googleapis.com/mcp/endpoints
https://southamerica-west1-aiplatform.googleapis.com/mcp/models
https://southamerica-west1-aiplatform.googleapis.com/mcp/tuning
https://southamerica-west1-aiplatform.googleapis.com/mcp/retrieval
https://southamerica-west1-aiplatform.googleapis.com/mcp/evaluation
https://southamerica-west1-aiplatform.googleapis.com/mcp/prompts
https://us-central1-aiplatform.googleapis.com/mcp/generate
https://us-central1-aiplatform.googleapis.com/mcp/predict
https://us-central1-aiplatform.googleapis.com/mcp/notebook
https://us-central1-aiplatform.googleapis.com/mcp/endpoints
https://us-central1-aiplatform.googleapis.com/mcp/models
https://us-central1-aiplatform.googleapis.com/mcp/tuning
https://us-central1-aiplatform.googleapis.com/mcp/retrieval
https://us-central1-aiplatform.googleapis.com/mcp/evaluation
https://us-central1-aiplatform.googleapis.com/mcp/prompts
https://us-central2-aiplatform.googleapis.com/mcp/generate
https://us-central2-aiplatform.googleapis.com/mcp/predict
https://us-central2-aiplatform.googleapis.com/mcp/notebook
https://us-central2-aiplatform.googleapis.com/mcp/endpoints
https://us-central2-aiplatform.googleapis.com/mcp/models
https://us-central2-aiplatform.googleapis.com/mcp/tuning
https://us-central2-aiplatform.googleapis.com/mcp/retrieval
https://us-central2-aiplatform.googleapis.com/mcp/evaluation
https://us-central2-aiplatform.googleapis.com/mcp/prompts
https://us-east1-aiplatform.googleapis.com/mcp/generate
https://us-east1-aiplatform.googleapis.com/mcp/predict
https://us-east1-aiplatform.googleapis.com/mcp/notebook
https://us-east1-aiplatform.googleapis.com/mcp/endpoints
https://us-east1-aiplatform.googleapis.com/mcp/models
https://us-east1-aiplatform.googleapis.com/mcp/tuning
https://us-east1-aiplatform.googleapis.com/mcp/retrieval
https://us-east1-aiplatform.googleapis.com/mcp/evaluation
https://us-east1-aiplatform.googleapis.com/mcp/prompts
https://us-east4-aiplatform.googleapis.com/mcp/generate
https://us-east4-aiplatform.googleapis.com/mcp/predict
https://us-east4-aiplatform.googleapis.com/mcp/notebook
https://us-east4-aiplatform.googleapis.com/mcp/endpoints
https://us-east4-aiplatform.googleapis.com/mcp/models
https://us-east4-aiplatform.googleapis.com/mcp/tuning
https://us-east4-aiplatform.googleapis.com/mcp/retrieval
https://us-east4-aiplatform.googleapis.com/mcp/evaluation
https://us-east4-aiplatform.googleapis.com/mcp/prompts
https://us-east5-aiplatform.googleapis.com/mcp/generate
https://us-east5-aiplatform.googleapis.com/mcp/predict
https://us-east5-aiplatform.googleapis.com/mcp/notebook
https://us-east5-aiplatform.googleapis.com/mcp/endpoints
https://us-east5-aiplatform.googleapis.com/mcp/models
https://us-east5-aiplatform.googleapis.com/mcp/tuning
https://us-east5-aiplatform.googleapis.com/mcp/retrieval
https://us-east5-aiplatform.googleapis.com/mcp/evaluation
https://us-east5-aiplatform.googleapis.com/mcp/prompts
https://us-east7-aiplatform.googleapis.com/mcp/generate
https://us-east7-aiplatform.googleapis.com/mcp/predict
https://us-east7-aiplatform.googleapis.com/mcp/notebook
https://us-east7-aiplatform.googleapis.com/mcp/endpoints
https://us-east7-aiplatform.googleapis.com/mcp/models
https://us-east7-aiplatform.googleapis.com/mcp/tuning
https://us-east7-aiplatform.googleapis.com/mcp/retrieval
https://us-east7-aiplatform.googleapis.com/mcp/evaluation
https://us-east7-aiplatform.googleapis.com/mcp/prompts
https://us-south1-aiplatform.googleapis.com/mcp/generate
https://us-south1-aiplatform.googleapis.com/mcp/predict
https://us-south1-aiplatform.googleapis.com/mcp/notebook
https://us-south1-aiplatform.googleapis.com/mcp/endpoints
https://us-south1-aiplatform.googleapis.com/mcp/models
https://us-south1-aiplatform.googleapis.com/mcp/tuning
https://us-south1-aiplatform.googleapis.com/mcp/retrieval
https://us-south1-aiplatform.googleapis.com/mcp/evaluation
https://us-south1-aiplatform.googleapis.com/mcp/prompts
https://us-west1-aiplatform.googleapis.com/mcp/generate
https://us-west1-aiplatform.googleapis.com/mcp/predict
https://us-west1-aiplatform.googleapis.com/mcp/notebook
https://us-west1-aiplatform.googleapis.com/mcp/endpoints
https://us-west1-aiplatform.googleapis.com/mcp/models
https://us-west1-aiplatform.googleapis.com/mcp/tuning
https://us-west1-aiplatform.googleapis.com/mcp/retrieval
https://us-west1-aiplatform.googleapis.com/mcp/evaluation
https://us-west1-aiplatform.googleapis.com/mcp/prompts
https://us-west2-aiplatform.googleapis.com/mcp/generate
https://us-west2-aiplatform.googleapis.com/mcp/predict
https://us-west2-aiplatform.googleapis.com/mcp/notebook
https://us-west2-aiplatform.googleapis.com/mcp/endpoints
https://us-west2-aiplatform.googleapis.com/mcp/models
https://us-west2-aiplatform.googleapis.com/mcp/tuning
https://us-west2-aiplatform.googleapis.com/mcp/retrieval
https://us-west2-aiplatform.googleapis.com/mcp/evaluation
https://us-west2-aiplatform.googleapis.com/mcp/prompts
https://us-west3-aiplatform.googleapis.com/mcp/generate
https://us-west3-aiplatform.googleapis.com/mcp/predict
https://us-west3-aiplatform.googleapis.com/mcp/notebook
https://us-west3-aiplatform.googleapis.com/mcp/endpoints
https://us-west3-aiplatform.googleapis.com/mcp/models
https://us-west3-aiplatform.googleapis.com/mcp/tuning
https://us-west3-aiplatform.googleapis.com/mcp/retrieval
https://us-west3-aiplatform.googleapis.com/mcp/evaluation
https://us-west3-aiplatform.googleapis.com/mcp/prompts
https://us-west4-aiplatform.googleapis.com/mcp/generate
https://us-west4-aiplatform.googleapis.com/mcp/predict
https://us-west4-aiplatform.googleapis.com/mcp/notebook
https://us-west4-aiplatform.googleapis.com/mcp/endpoints
https://us-west4-aiplatform.googleapis.com/mcp/models
https://us-west4-aiplatform.googleapis.com/mcp/tuning
https://us-west4-aiplatform.googleapis.com/mcp/retrieval
https://us-west4-aiplatform.googleapis.com/mcp/evaluation
https://us-west4-aiplatform.googleapis.com/mcp/prompts
https://us-west8-aiplatform.googleapis.com/mcp/generate
https://us-west8-aiplatform.googleapis.com/mcp/predict
https://us-west8-aiplatform.googleapis.com/mcp/notebook
https://us-west8-aiplatform.googleapis.com/mcp/endpoints
https://us-west8-aiplatform.googleapis.com/mcp/models
https://us-west8-aiplatform.googleapis.com/mcp/tuning
https://us-west8-aiplatform.googleapis.com/mcp/retrieval
https://us-west8-aiplatform.googleapis.com/mcp/evaluation
https://us-west8-aiplatform.googleapis.com/mcp/prompts
https://aiplatform.eu.rep.googleapis.com/mcp/generate
https://aiplatform.eu.rep.googleapis.com/mcp/predict
https://aiplatform.eu.rep.googleapis.com/mcp/notebook
https://aiplatform.eu.rep.googleapis.com/mcp/endpoints
https://aiplatform.eu.rep.googleapis.com/mcp/models
https://aiplatform.eu.rep.googleapis.com/mcp/tuning
https://aiplatform.eu.rep.googleapis.com/mcp/retrieval
https://aiplatform.eu.rep.googleapis.com/mcp/evaluation
https://aiplatform.eu.rep.googleapis.com/mcp/prompts
https://aiplatform.us.rep.googleapis.com/mcp/generate
https://aiplatform.us.rep.googleapis.com/mcp/predict
https://aiplatform.us.rep.googleapis.com/mcp/notebook
https://aiplatform.us.rep.googleapis.com/mcp/endpoints
https://aiplatform.us.rep.googleapis.com/mcp/models
https://aiplatform.us.rep.googleapis.com/mcp/tuning
https://aiplatform.us.rep.googleapis.com/mcp/retrieval
https://aiplatform.us.rep.googleapis.com/mcp/evaluation
https://aiplatform.us.rep.googleapis.com/mcp/prompts

The Agent Platform API MCP server offers the following MCP toolset endpoints:

https://aiplatform.googleapis.com/mcp/generate
https://aiplatform.googleapis.com/mcp/predict
https://aiplatform.googleapis.com/mcp/notebook
https://aiplatform.googleapis.com/mcp/endpoints
https://aiplatform.googleapis.com/mcp/models
https://aiplatform.googleapis.com/mcp/tuning
https://aiplatform.googleapis.com/mcp/retrieval
https://aiplatform.googleapis.com/mcp/evaluation
https://aiplatform.googleapis.com/mcp/prompts

MCP Tools

An MCP tool is a function or executable capability that an MCP server exposes to a LLM or AI application to perform an action in the real world. Toolsets are a group of tools that are useful for a specific task. Using toolsets can help your agent perform better because it decreases the number of tools available to your agent.

Toolsets

The aiplatform.googleapis.com MCP server has the following toolsets:

MCP Toolsets

Endpoint

Description

Tools

/mcp/generate

Generative AI tools

   generate_content 
 
  count_tokens 
 
  embed_content

/mcp/predict

Prediction tools

   predict 
 
  raw_predict

/mcp/notebook

Colab Enterprise Notebook tools

   colab_enterprise_create_notebook_runtime_template 
 
  colab_enterprise_get_notebook_runtime_template 
 
  colab_enterprise_list_notebook_runtime_templates 
 
  colab_enterprise_delete_notebook_runtime_template 
 
  colab_enterprise_update_notebook_runtime_template 
 
  colab_enterprise_create_notebook_runtime 
 
  colab_enterprise_get_notebook_runtime 
 
  colab_enterprise_list_notebook_runtimes 
 
  colab_enterprise_delete_notebook_runtime 
 
  colab_enterprise_upgrade_notebook_runtime 
 
  colab_enterprise_start_notebook_runtime 
 
  colab_enterprise_stop_notebook_runtime 
 
  notebook_execution_create_job 
 
  notebook_execution_get_job 
 
  notebook_execution_list_jobs 
 
  notebook_execution_delete_job 
 
  create_notebook_execution_schedule 
 
  delete_notebook_execution_schedule 
 
  get_notebook_execution_schedule 
 
  list_notebook_execution_schedules 
 
  pause_notebook_execution_schedule 
 
  resume_notebook_execution_schedule 
 
  update_notebook_execution_schedule 
 
  get_operation

/mcp/endpoints

Endpoint Management tools

   create_endpoint 
 
  get_endpoint 
 
  list_endpoints 
 
  update_endpoint 
 
  delete_endpoint 
 
  get_operation

/mcp/models

Model Registry tools

   upload_model 
 
  list_models 
 
  get_model 
 
  update_model 
 
  delete_model 
 
  create_endpoint 
 
  get_endpoint 
 
  list_endpoints 
 
  update_endpoint 
 
  delete_endpoint 
 
  get_operation

/mcp/tuning

Model Finetuning tools

   list_tuning_jobs 
 
  get_tuning_job 
 
  cancel_tuning_job 
 
  get_operation

/mcp/retrieval

RAG tools

   retrieve_contexts

/mcp/evaluation

Quality Evaluation tools

   evaluate_instances

/mcp/prompts

Prompt Management tools

   create_prompt 
 
  get_prompt 
 
  list_prompts 
 
  update_prompt 
 
  delete_prompt 
 
  create_endpoint 
 
  get_endpoint 
 
  list_endpoints 
 
  update_endpoint 
 
  delete_endpoint 
 
  get_operation

Get MCP tool specifications

To get the MCP tool specifications for all tools in an MCP server, use the tools/list method. The following example demonstrates how to use curl to list all tools and their specifications currently available within the MCP server.

Curl Request
curl --location 'https://aiplatform.googleapis.com/mcp/generate' \ --header 'content-type: application/json' \ --header 'accept: application/json, text/event-stream' \ --data '{ "method": "tools/list", "jsonrpc": "2.0", "id": 1 }'

Curl Request

  
curl  
--location  
 'https://aiplatform.googleapis.com/mcp/generate' 
  
 \ 
--header  
 'content-type: application/json' 
  
 \ 
--header  
 'accept: application/json, text/event-stream' 
  
 \ 
--data  
 '{ 
 "method": "tools/list", 
 "jsonrpc": "2.0", 
 "id": 1 
 }'

MCP Reference: aiplatform.googleapis.com Stay organized with collections Save and categorize content based on your preferences.