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How to Use the IBM Quantum MCP in Pydantic AI

Run type-safe quantum execution pipelines on IBM Quantum with Pydantic AI runtime validation.

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Pydantic AI

Connect IBM Quantum MCP to Pydantic AI

Create your Vinkius account to connect IBM Quantum to Pydantic AI and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Query validated quantum backends in Pydantic AI

`list_backends` fetches the available IBM Quantum hardware and simulators, immediately validating the JSON response against Pydantic AI's strict type schemas. This type-safe discovery prevents runtime crashes in Pydantic AI caused by unexpected API schema changes from the IBM quantum provider.

Execute validated quantum jobs with Pydantic AI

`submit_job` sends your compiled quantum circuits to IBM Quantum with full runtime schema validation on the parameters via this MCP Server. If the IBM job encounters an unrecoverable queue delay, the Pydantic AI agent calls `cancel_job` to abort the run safely.

Process verified quantum results in Pydantic AI

`get_job_result` retrieves the IBM execution counts and measurement data, parsing them directly into strongly-typed Pydantic AI models. By calling `list_jobs` and `list_providers`, your Pydantic AI agent manages historical IBM runs and provider allocations with complete type safety.

Setup guide

Set up IBM Quantum MCP in Pydantic AI

Prerequisites

  • Python 3.10+ installed
  • pydantic-ai-slim[fastmcp] package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install Pydantic AI with FastMCP

    Run pip install "pydantic-ai-slim[fastmcp]". The FastMCP toolset replaces the deprecated MCPServerHTTP class with full protocol support.

  2. 2

    Configure the FastMCPToolset

    Pass a JSON-style config dict to FastMCPToolset with your Vinkius URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports Streamable HTTP, SSE, and Stdio transports.

  3. 3

    Create and run your agent

    Pass the toolset to Agent(toolsets=[toolset]) and call agent.run(). Swap openai:gpt-4o for any supported model — Anthropic, Google, Mistral, or Groq.

agent.py
from pydantic_ai import Agent
from pydantic_ai.toolsets.fastmcp import FastMCPToolset

toolset = FastMCPToolset({
    "mcpServers": {
        "ibm-quantum-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

agent = Agent(
    "openai:gpt-4o",
    toolsets=[toolset],
    system_prompt="You have access to IBM Quantum tools.",
)

result = await agent.run("List recent IBM Quantum transactions")
print(result.output)

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by IBM Quantum. 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 IBM Quantum MCP in Pydantic AI

Use the unified MCPToolset pointing to your Vinkius HTTP endpoint. Pass this toolset into the toolsets parameter of your Pydantic AI Agent.
If the API returns a schema that violates your models, Pydantic AI raises a validation error immediately. This prevents your agent from operating on bad data or hallucinating qubit properties.
Yes. The agent calls list_providers to discover your active hubs and groups. It validates the provider list against its schema, allowing the agent to safely route jobs.
Your agent calls get_job_details inside a polling loop to check the execution status. Because the status payload is strictly validated, your agent can reliably decide when to call get_job_result.
Your circuit designs and IBM Quantum credentials are never exposed directly to the LLM or stored long-term. They are processed in ephemeral V8 isolates on Vinkius, meaning your Pydantic AI agent communicates via a single secure token to the MCP Server, isolating your core API keys.

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