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How to Use the VTEX Catalog MCP in Pydantic AI

Connect VTEX Catalog to Pydantic AI. Type-safe tool execution for guaranteed data integrity across all product management actions.

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Pydantic AI

Connect VTEX Catalog MCP to Pydantic AI

Create your Vinkius account to connect VTEX Catalog 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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Guaranteed Product Updates

When you run `save_product` through the Pydantic AI framework, every response is validated against a schema. If VTEX Catalog sends back unexpected data for an item, your agent fails LOUDLY—you never have silent corruption. It's designed for correctness above all else. You can confidently let your agent update products knowing that the returned structure will be correct.

Reliable Data Retrieval

Need to check a SKU? Use `get_sku`. Need general product info? Call `get_product`. The Pydantic AI framework ensures that whatever data you pull from VTEX Catalog—whether it's brand details or category structure—is typed and predictable. This type-safety is huge. It means your agent doesn't have to guess what kind of fields are coming back, making multi-step processes reliable.

Controlled Catalog Searches

The `search_products` tool lets you query VTEX Catalog by text, brand ID (`b/1234`), or category ID (`c/5678`). Because of Pydantic validation, the agent knows exactly what structure to expect when it gets search results. This predictability makes building complex multi-tool workflows—like 'search and then manage stock'—totally reliable.

Setup guide

Set up VTEX Catalog 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": {
        "vtex-catalog-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

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

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Common questions about VTEX Catalog MCP in Pydantic AI

Every MCP response is validated against a Pydantic model at runtime. If the API returns unexpected fields or bad types from your VTEX Catalog, the agent throws an explicit validation error.
Absolutely. You can use `manage_stock` and `save_product`. The type-safe framework ensures that the SKU, quantity, and other required parameters are correct before sending the update.
This server handles core catalog data: brand information (`get_brand`), category details (`get_category`), product records, and SKU inventory counts from VTEX Catalog.
The agent searches your VTEX Catalog using text or IDs. The resulting list of products is validated against a model, guaranteeing you get structured, predictable data back.
You use `save_product`. Because the framework requires strict schema adherence, it forces all inputs—like names or descriptions—to be correct before attempting to write them to your catalog.

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