MCP Reference: aiplatform.googleapis.com

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.

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

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 aiplatform.googleapis.com MCP server has the following 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-west5-aiplatform.googleapis.com/mcp/generate
https://europe-west5-aiplatform.googleapis.com/mcp/predict
https://europe-west5-aiplatform.googleapis.com/mcp/notebook
https://europe-west5-aiplatform.googleapis.com/mcp/endpoints
https://europe-west5-aiplatform.googleapis.com/mcp/models
https://europe-west5-aiplatform.googleapis.com/mcp/tuning
https://europe-west5-aiplatform.googleapis.com/mcp/retrieval
https://europe-west5-aiplatform.googleapis.com/mcp/evaluation
https://europe-west5-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-east2-aiplatform.googleapis.com/mcp/generate
https://us-east2-aiplatform.googleapis.com/mcp/predict
https://us-east2-aiplatform.googleapis.com/mcp/notebook
https://us-east2-aiplatform.googleapis.com/mcp/endpoints
https://us-east2-aiplatform.googleapis.com/mcp/models
https://us-east2-aiplatform.googleapis.com/mcp/tuning
https://us-east2-aiplatform.googleapis.com/mcp/retrieval
https://us-east2-aiplatform.googleapis.com/mcp/evaluation
https://us-east2-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

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.