Gemini Cloud Assist MCP Server (Google Cloud)

Official Google Cloud Platform MCP server for Gemini Cloud Assist, enabling AI agents to query GCP resources, get cloud assistance, manage infrastructure, and access Google Cloud services via natural language.

Evaluated Mar 06, 2026 (0d ago) vcurrent

Homepage ↗ Repo ↗ Cloud Infrastructure google-cloud gcp gemini cloud-assist mcp-server official infrastructure kubernetes ai

⚙ Agent Friendliness

/ 100

Can an agent use this?

🔒 Security

/ 100

Is it safe for agents?

⚡ Reliability

/ 100

Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality

Documentation

Error Messages

Auth Simplicity

Rate Limits

🔒 Security

TLS Enforcement

100

Auth Strength

Scope Granularity

Dep. Hygiene

Secret Handling

Best-in-class cloud security. Workload Identity eliminates static credentials. IAM conditions provide fine-grained, time-limited access. FedRAMP High authorized services available.

⚡ Reliability

Uptime/SLA

Version Stability

Breaking Changes

Error Recovery

Best When

An agent needs to manage or query Google Cloud Platform resources, get infrastructure recommendations, or access GCP monitoring and logging data.

Avoid When

You're not using Google Cloud — use aws-mcp or azure-mcp for other cloud providers.

Use Cases

• Querying Google Cloud resources (VMs, GKE clusters, Cloud SQL) from agents
• Getting AI-powered recommendations for GCP infrastructure optimization
• Reading Cloud Logging and Monitoring data for observability
• Managing GCP resources and configurations from agent workflows
• Troubleshooting GCP deployments with AI assistance

Not For

• AWS or Azure infrastructure (GCP only)
• Complex multi-cloud management
• Organizations without GCP subscription

Interface

REST API

Yes

GraphQL

gRPC

Yes

MCP Server

Yes ↗

SDK

Yes

Webhooks

Authentication

Methods: google_application_default_credentials service_account gcloud_cli

OAuth: Yes Scopes: Yes

Application Default Credentials (ADC) for flexibility: gcloud CLI auth, service account JSON key, or Workload Identity (recommended for GKE). GCP IAM roles control fine-grained access.

Pricing

Model: usage-based

Free tier: Yes

Requires CC: Yes

MCP server is open source. GCP subscription and appropriate APIs enabled required. Costs depend on which GCP services are accessed.

Agent Metadata

Pagination

cursor

Idempotent

Partial

Retry Guidance

Documented

Known Gotchas

⚠ Application Default Credentials require gcloud CLI setup or service account JSON — complex for containerized agents
⚠ Workload Identity Federation is the correct production auth pattern — requires GKE and IAM configuration
⚠ GCP API quotas are per-project and may need manual increase for high-volume agents
⚠ Project ID is required for most operations — agents must know which project to target
⚠ Tool is relatively new (2025) — may have breaking changes as Cloud Assist evolves
⚠ Different GCP services require different IAM roles — plan permissions carefully

Alternatives

aws-mcp azure-mcp terraform-mcp

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Scores are editorial opinions as of 2026-03-06.