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How to Use the GrowingIO MCP in Pydantic AI

Build type-safe analytics agents using Pydantic AI to validate GrowingIO event data at runtime.

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Pydantic AI

Connect GrowingIO MCP to Pydantic AI

Create your Vinkius account to connect GrowingIO 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 cohort analysis with Pydantic AI

Your Pydantic AI agent uses `get_segment_users` to perform type-safe cohort analysis without malformed GrowingIO API responses. By configuring this GrowingIO MCP Server, your Pydantic AI agent validates the returned user lists from `list_segments` against strict Python types. If the GrowingIO server returns unexpected fields, Pydantic AI catches the error immediately before execution. This prevents corrupted GrowingIO cohort data from polluting your downstream Pydantic AI pipelines.

Validate funnel metrics with this MCP Server

Your Pydantic AI agent calls `get_funnel` to validate GrowingIO conversion percentages and event counts. By calling `get_metrics` through a validated Pydantic AI toolset, you ensure that GrowingIO metrics match your exact schema definitions. Our Pydantic AI agent uses these strict types to build reliable GrowingIO dashboards. If a GrowingIO metric field is missing or formatted incorrectly, the Pydantic AI runtime fails loudly so you can fix the tracking setup.

Inspect project tracking schemas safely

Your Pydantic AI agent uses `list_variables` to check which custom GrowingIO properties are currently active. The agent checks `list_events` to audit your GrowingIO tracking plan, validating them against your internal Pydantic AI data schemas. It can then call `get_project_info` to verify that the GrowingIO SDK integration is running correctly. This automated GrowingIO auditing pipeline runs continuously inside your Pydantic AI application without manual oversight.

Setup guide

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

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

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

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Common questions about GrowingIO MCP in Pydantic AI

Instantiate the MCP Server toolset with your Vinkius GrowingIO URL, then pass it inside the `toolsets` list when initializing your Pydantic AI `Agent`.
Yes, Pydantic AI validates both the input parameters for tools like `get_event` and the JSON responses returned by the GrowingIO server.
The Pydantic AI framework raises a validation or network error immediately, preventing your agent from hallucinating GrowingIO metrics.
Yes, the GrowingIO toolset is model-agnostic, allowing you to use Pydantic AI with local or cloud models as long as they support tool calls.
Runtime validation in Pydantic AI ensures that only explicitly defined GrowingIO event and metric fields are processed, and the Vinkius MCP Server gateway uses zero-trust token authentication.

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