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How to Use the Alpaca Trading MCP in Pydantic AI

Type-safe market execution. Connect Alpaca Trading to Pydantic AI and validate every financial order at runtime.

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Pydantic AI

Connect Alpaca Trading MCP to Pydantic AI

Create your Vinkius account to connect Alpaca Trading 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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Validate orders strictly with Pydantic AI

Executing `create_order` pushes buy and sell instructions to the market. The tool requires precise parameters like symbol, quantity, and time-in-force to process the transaction. Financial transactions cannot tolerate hallucinated fields. Because this framework validates every response against strict Python models, an invalid ticker or malformed quantity triggers an immediate runtime error instead of a bad trade.

Query tradable assets safely

The `get_assets` tool returns the complete list of equities and cryptocurrencies available on the platform. Your agent reads this list to confirm an asset is actually tradable before attempting a purchase. If the API returns unexpected data structures, the system fails loudly. You never have to worry about silent corruption feeding bad asset IDs into your downstream trading algorithms.

Update configurations via this MCP Server

Calling `update_account_configs` modifies the margin rules and trading parameters on your brokerage profile. The agent adjusts these settings based on current market volatility. Using a model-agnostic setup means you can swap between Claude, OpenAI, or local models for this task. The underlying MCP protocol ensures the configuration payload remains identical regardless of which LLM writes the request.

Setup guide

Set up Alpaca Trading 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": {
        "alpaca-trading-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

result = await agent.run("List recent Alpaca Trading 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 Alpaca. 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 Alpaca Trading MCP in Pydantic AI

Install `pydantic-ai-slim[mcp]`. Define your connection using `MCPToolset("http://...")` and pass it in the `toolsets` array of your Agent. Avoid the deprecated `MCPServerHTTP` class.
Yes. The `delete_all_orders` tool from this MCP Server cancels every pending transaction on the account. It returns a 207 Multi-Status response, which your models will parse to confirm exact cancellation states.
Your agent calls `get_stocks_quotes` to pull historical bid and ask data. The framework validates the incoming timestamps and price floats before your agent even sees them.
A validation error stops the execution immediately. Your agent will not attempt to guess the new schema, preventing bad data from triggering unintended market actions.
Machine-to-machine credentials generated by `issue_token` live inside a volatile sandbox. Vinkius isolates the execution environment, guaranteeing your authentication keys vanish from memory when the task finishes.

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