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How to Use the Gravity Forms MCP in Pydantic AI

Validate every Gravity Forms entry against strict Python types using the type-safe Pydantic AI framework.

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Pydantic AI

Connect Gravity Forms MCP to Pydantic AI

Create your Vinkius account to connect Gravity Forms 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 Entry Retrieval with Pydantic AI

The `get_entry` tool fetches a single submission from your WordPress database and validates the fields against your strict Python models. This prevents your agent from processing malformed data or hallucinating missing fields. If the layout changes on your site, the agent catches the mismatch immediately during validation. It ensures your production pipelines fail loudly rather than corrupting downstream databases.

Validate Programmatic Form Submissions

The `submit_form` tool sends structured payloads directly to your WordPress site after passing local schema checks. This prevents bad data from ever hitting your live database. Before submitting, your agent can call `get_form` to verify active fields and validation rules. It matches the user input against the live form structure to guarantee a successful API call.

Manage Submission Life Cycle Securely

The `update_entry` tool allows your type-safe agent to patch existing submissions with new metadata or status updates. Every change is validated against your Pydantic schemas before the network request is fired. To keep records clean, you can use `delete_entry` to remove obsolete test data or spam. This keeps your WordPress database light and your queries fast.

Setup guide

Set up Gravity Forms 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": {
        "gravity-forms-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

result = await agent.run("List recent Gravity Forms 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 Gravity Forms. 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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Built-in savings

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Single dashboard

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place for every integration

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

Common questions about Gravity Forms MCP in Pydantic AI

Use the `MCPToolset` class pointing to your Vinkius HTTP endpoint. This imports the MCP tools directly into your Pydantic environment, giving your agent instance instant access to tools like `list_forms`.
Yes, tools like `list_entry_notes` return structured JSON that you can parse directly into Pydantic models. This ensures your administrative notes match your internal schemas.
The agent will raise a validation error the moment it calls `get_entry`. This protects your application from silent data corruption when WordPress administrators modify active forms.
Call the `get_form_results` tool to retrieve summary statistics for any active form. This gives your agent the raw MCP data needed for reporting.
The MCP Server uses secure token authentication to communicate directly with your WordPress REST API. No form data or database records are ever stored on Vinkius infrastructure, keeping your customer details isolated.

Start using the Gravity Forms MCP today

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