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How to Use the Apache APISIX MCP in Pydantic AI

Run type-safe gateway operations with Pydantic AI validating every Apache APISIX route, upstream, and consumer schema.

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Pydantic AI

Connect Apache APISIX MCP to Pydantic AI

Create your Vinkius account to connect Apache APISIX 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 Routing with Pydantic AI MCP Server

Avoid silent configuration errors when updating your gateway. This MCP Server integrates with Pydantic AI to validate every payload against APISIX schemas before calling `put_route` or `put_upstream`. If your LLM attempts to output an invalid upstream timeout value, Pydantic AI catches the validation error instantly. This prevents broken JSON from ever reaching your production admin API.

Strict Consumer and Plugin Validation

Managing consumer credentials requires absolute precision. Your agent uses `put_consumer` and `put_plugin_config` to configure authentication keys and rate limits. The framework guarantees that the output structure matches the exact schema returned by `get_control_schema`. You get runtime guarantees that your consumer groups are formatted correctly.

Safe Gateway State Inspections

When debugging routing issues, your agent needs to inspect live state safely. It calls `get_route` and `get_service` to fetch current configurations. Because the responses are parsed into typed Python models, your agent can safely compare live configurations against local codebases without risking runtime crashes.

Setup guide

Set up Apache APISIX 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": {
        "apache-apisix-mcp": {
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
        }
    }
})

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

result = await agent.run("List recent Apache APISIX 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 Apache APISIX. 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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Common questions about Apache APISIX MCP in Pydantic AI

Instantiate `MCPToolset` with your Vinkius HTTP endpoint URL. Pass this toolset to your agent's constructor to expose the gateway tools with automatic schema validation.
Yes, it parses the JSON returned by `get_control_healthcheck` into structured Pydantic models. This ensures your agent reads reliable health metrics without parsing errors.
The framework raises a validation error immediately, causing the agent run to fail loudly. This prevents your agent from making decisions based on corrupted or unexpected gateway schemas.
Yes, Pydantic AI is model-agnostic. You can run these gateway tools using local LLMs or any major commercial model provider.
Your APISIX admin tokens and credentials are encrypted at rest and never exposed to the LLM. Vinkius handles the MCP authorization headers inside an isolated runtime, keeping your credentials hidden.

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