How to Use the Google Cloud Storage MCP in OpenAI Agents SDK
Manage your Google Cloud Storage buckets directly inside your OpenAI Agents SDK production pipelines.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Google Cloud Storage MCP to OpenAI Agents SDK
Create your Vinkius account to connect Google Cloud Storage to OpenAI Agents SDK and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.
Automated bucket and object discovery
Your agent inspects your storage infrastructure by calling `list_buckets` and `list_objects`. It maps your directory structure without manual polling. Once the agent identifies a target, it uses `get_bucket_metadata` to verify configuration settings before proceeding with any data operation.
Secure file lifecycle management
Use `upload_object` to push data from your agent into specific buckets. You control the state of your cloud assets through direct tool execution. When assets become obsolete, the agent triggers `delete_object` to clean up your environment. All actions follow your defined agent guardrails to prevent unauthorized deletions.
Granular security and IAM auditing
The agent monitors access by invoking `get_bucket_iam` and `list_bucket_acl`. It checks if your current policy aligns with your security requirements. You can also verify specific file access using `list_object_acl` or check project service account status via `get_project_service_account` to ensure your agent stays within its assigned scope.
Set up Google Cloud Storage MCP in OpenAI Agents SDK
Prerequisites
- Python 3.10+ installed
-
openai-agentspackage (pip install openai-agents) - Active Vinkius subscription with a valid endpoint token
- 1
Install the SDK
Run
pip install openai-agentsto install the OpenAI Agents SDK. The MCP integration is built-in — no extra dependencies needed. - 2
Connect via SSE transport
Use
MCPServerSsewith your Vinkius endpoint URL. Replace[YOUR_TOKEN_HERE]with your token from cloud.vinkius.com. The SDK auto-discovers all Google Cloud Storage tools at runtime. - 3
Create your Agent
Pass the MCP to
Agent(mcp_servers=[server]). The agent receives Google Cloud Storage tools as native definitions — JSON schemas resolve automatically. - 4
Run the agent
Call
Runner.run(agent, prompt)to execute. The agent invokes the appropriate Google Cloud Storage tools and returns structured results. Copy the full example on the right to get started.
import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerSse
async def main():
async with MCPServerSse(
url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
) as server:
agent = Agent(
name="Google Cloud Storage Agent",
instructions="You have access to Google Cloud Storage tools.",
mcp_servers=[server],
)
result = await Runner.run(agent, "List recent transactions")
print(result.final_output)
asyncio.run(main()) Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Google Cloud Storage. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
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Common questions about Google Cloud Storage MCP in OpenAI Agents SDK
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