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How to Use the Exchange Rates API MCP in Pydantic AI

Get type-safe currency conversion in Pydantic AI with validated MCP tool responses.

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Pydantic AI

Connect Exchange Rates API MCP to Pydantic AI

Create your Vinkius account to connect Exchange Rates API 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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Validated conversions for Pydantic AI

Every conversion through `convert_currency_amount` returns data that fits your schema. If the API returns unexpected values, your agent stops immediately. This prevents silent bugs. You define your Pydantic models once, and the MCP server ensures the incoming data matches your expectations perfectly.

Historical rate auditing in Pydantic AI

The `get_historical_exchange_rates` tool pulls data that you can map directly to your objects. Your agent can verify past prices without risking type-mismatch errors. It makes your financial agent more predictable. Because you're using Pydantic AI, you get strict runtime validation for every piece of rate data you receive.

Market fluctuation tracking for Pydantic AI

Use `get_currency_fluctuation_data` to monitor how currencies change. Your agent receives this data in a clean, typed format that's ready for immediate processing. It removes the headache of parsing raw JSON. The agent handles the data as a native object, making your code cleaner and easier to maintain.

Setup guide

Set up Exchange Rates API 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": {
        "exchange-rates-api-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

result = await agent.run("List recent Exchange Rates API transactions")
print(result.output)

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Common questions about Exchange Rates API MCP in Pydantic AI

Yes. When you register the MCP server with Pydantic AI, the framework verifies the response structure against your defined models before the agent processes it.
You can, but keep an eye on your API rate limits. The server passes through your requests efficiently so the bottleneck is usually the external provider, not your agent.
Use the MCPToolset class within your agent definition. It provides a unified interface for all 7 available tools without needing complex transport logic.
The API will return an error message. Since you are using Pydantic AI, you can catch this as a validation error and prompt your agent to ask the user for a valid code.
The server is ephemeral and doesn't store your data. It only processes public currency exchange rates, ensuring your local financial data stays on your machine.

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