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How to Use the Xata MCP in Pydantic AI

Ensure type safety in Xata workflows using Pydantic AI.

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Pydantic AI

Connect Xata MCP to Pydantic AI

Create your Vinkius account to connect Xata 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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Execute Type-Safe Database Queries via MCP Server

When your agent needs to run a query, it calls `execute_sql`. Because of Pydantic validation, if the API returns malformed data—say, a date field as a string—your agent fails immediately with an error. No silent corruption. This tool ensures that all database interactions are predictable and validated against strict schemas.

Manage User Accounts with Pydantic AI

Handling users requires precision, so the `create_user_api_key` function is type-validated. This means if you try to generate a key without an associated user ID, the agent fails loudly before sending invalid data. Similarly, when listing keys via `list_user_api_keys`, the returned structure always matches your Pydantic model.

Control Organizational Hierarchy with MCP Server

The setup process is rigid. When you call `create_organization` or `update_organization`, every field must adhere to a strict schema defined by the server. This prevents bad data from ever entering your system. Furthermore, listing members using `list_organization_members` guarantees that the returned object contains all expected member attributes.

Setup guide

Set up Xata 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": {
        "xata-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

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

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Common questions about Xata MCP in Pydantic AI

You use `execute_sql` for any modification. Since the response is validated by Pydantic, your agent knows immediately if a query failed due to bad syntax or unexpected data types.
The `get_project_limits` tool returns structured JSON that is validated. Your agent can't trust an ad-hoc string; it gets a predictable object confirming current usage and maximum capacity.
Yes. When you call `rotate_branch_credentials`, the API response must confirm success, otherwise your agent stops. This validation makes security operations highly dependable.
You use `map_github_repository` to link the repo. The function's output is validated, so your agent gets a reliable confirmation object that the mapping succeeded.
The server primarily touches organizational metadata and credentials. The specific data types you'll encounter are user API keys and organization membership records.

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