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How to Use the Captain Data MCP in Pydantic AI

Use Captain Data with Pydantic AI to get type-safe, validated lead insights directly in your Python agents.

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Works with every AI agent you already use

…and any MCP-compatible client

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Pydantic AI

Connect Captain Data MCP to Pydantic AI

Create your Vinkius account to connect Captain Data 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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Type-Safe Enrichment for Pydantic AI

Every response from `enrich_person` is validated against your Pydantic models. If the API returns garbage, your agent catches it before it breaks your logic. This makes your Pydantic AI agent rock solid. You define the schema, and the MCP Server ensures the data fits perfectly every single time.

Runtime Validation for Pydantic AI Agents

Use `find_company` to fetch data that gets parsed immediately. Pydantic AI will throw a validation error if the response doesn't match your expected types. This stops silent failures cold. You get reliable data for your lead scoring, and your agent stays clean and predictable.

Tool-Driven Discovery in Pydantic AI

Call `list_automation_jobs` to keep your agent informed. Since Pydantic AI forces strict typing, you'll always know exactly what status data you're dealing with. This keeps your agent's state machine consistent. You aren't guessing about the shape of the data returned by this MCP Server.

Setup guide

Set up Captain Data 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": {
        "captain-data-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

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

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Why Choose Vinkius

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Real-time monitoring

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visibility into every interaction

Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.

Built-in savings

60%

lower AI costs

Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.

Single dashboard

One

place for every integration

Every tool your AI connects to, managed from a single screen. One account, complete control.

Common questions about Captain Data MCP in Pydantic AI

Install the pydantic-ai-slim[mcp] package and initialize the MCPToolset with the Vinkius URL. It adds the tools to your agent's registry.
It does. Because the server returns structured JSON, Pydantic AI validates every field against your models instantly.
The agent will fail with a clear validation error. This prevents corrupted data from polluting your downstream logic.
Yes, you can register all 11 tools. Your agent will pick the right one based on the task, and each will be checked for type safety.
Security is handled at the transport layer. We use standard HTTP/SSE with unique endpoint tokens, ensuring only your Pydantic AI agent can read your extracted company records.

Start using the Captain Data MCP today

We host it, we monitor it, we maintain it. You just paste one token.

Built & Managed by Vinkius 30s setup 11 tools

We've already built the connector for Captain Data. Just plug in your AI agents and start using Vinkius.

No hosting. No infrastructure. No complex setup.
All 11 tools are live and waiting. You're up and running in seconds.

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