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How to Use the Buildkite MCP in Pydantic AI

Run type-safe Buildkite pipeline operations using Pydantic AI.

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Works with every AI agent you already use

…and any MCP-compatible client

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Pydantic AI

Connect Buildkite MCP to Pydantic AI

Create your Vinkius account to connect Buildkite 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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Trigger verified runs with Pydantic AI

Prevent runtime failures by letting Pydantic AI validate the arguments for `create_build` and `rebuild` before hitting the Buildkite API. This ensures your Pydantic AI agent never sends malformed payloads to Buildkite. If the Buildkite API returns unexpected data, Pydantic AI raises a validation error instead of letting your agent make decisions on corrupt data.

Monitor Buildkite agents safely with Pydantic AI

Audit your self-hosted runners using Pydantic AI to validate the output of `list_agents`. This guarantees your Pydantic AI agent gets clean, typed data about your Buildkite infrastructure. The agent can also verify its access scopes using `get_access_token_info` and list workspaces with `list_organizations` under Pydantic AI's strict type checks.

Query Buildkite MCP Server history with strict schemas

Pull build history using `list_pipeline_builds` or `list_all_builds` to generate automated reports within your Pydantic AI application. This Buildkite MCP Server returns structured data that Pydantic AI parses into typed models. The agent extracts specific fields from `get_build` and validates them using Pydantic AI schemas, allowing it to safely call `cancel_build` if a run fails.

Setup guide

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

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

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

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Why Choose Vinkius

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Real-time monitoring

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visibility into every interaction

Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.

Built-in savings

60%

lower AI costs

Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.

Single dashboard

One

place for every integration

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

Common questions about Buildkite MCP in Pydantic AI

Install `pydantic-ai-slim[mcp]` and use the `MCPToolset` class pointing to your Vinkius HTTP endpoint for Buildkite. Pass this toolset directly to your Pydantic AI `Agent` instance.
Yes, every argument for Buildkite tools like `create_build` is checked against Pydantic AI models before execution.
Yes, you can use Pydantic AI to run these Buildkite tools using OpenAI, Anthropic, Gemini, or local models.
It raises a clear validation or connection error, preventing your Pydantic AI application from acting on incomplete Buildkite data.
Vinkius runs this MCP server inside an ephemeral sandbox, sending Buildkite agent lists and build logs directly to your Pydantic AI client over encrypted channels.

Start using the Buildkite MCP today

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Built & Managed by Vinkius 30s setup 11 tools

We've already built the connector for Buildkite. Just plug in your AI agents and start using Vinkius.

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