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How to Use the JokeAPI MCP in Pydantic AI

Type-safe humor for Pydantic AI. Validate every JokeAPI response against your models at runtime.

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Pydantic AI

Connect JokeAPI MCP to Pydantic AI

Create your Vinkius account to connect JokeAPI 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 joke retrieval for Pydantic AI

The `get_joke` tool returns data that Pydantic AI validates against your schema. If the response structure shifts, your agent catches it immediately. This prevents runtime crashes. You get predictable behavior for every joke your agent retrieves.

List categories with Pydantic AI validation

Use `list_joke_categories` to receive a validated list of strings. Your agent knows exactly what categories exist before it tries to filter them. It removes ambiguity. You define the expected types, and the MCP Server delivers them.

Batch processing with the MCP Server

The `list_jokes` tool pulls multiple records that Pydantic AI checks for correctness. Your agent processes these lists without risking invalid data injection. This creates a stable pipeline. You rely on the schema to keep your agent's logic sound.

Setup guide

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

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

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

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Common questions about JokeAPI MCP in Pydantic AI

Yes, you define the model and the framework validates the MCP response against it. If the server returns bad data, the agent stops execution.
It treats them as validation errors. You define the failure logic in your agent code to handle cases where the API might be unreachable.
The server provides consistent output formats. When combined with your Pydantic models, you get the highest level of data integrity available.
Absolutely. The MCP Server acts as a standard tool provider. Your agent will interact with it regardless of the underlying model.
The server is scoped to joke data only. Your agent’s environment remains isolated, ensuring no sensitive configuration or runtime state is exposed.

Start using the JokeAPI MCP today

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