How to Use the Baker Percentage Calculator MCP in OpenAI Agents SDK

Run the Baker Percentage Calculator with OpenAI Agents SDK to scale commercial bread formulas with strict production guardrails.

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Connect Baker Percentage Calculator MCP to OpenAI Agents SDK

Create your Vinkius account to connect Baker Percentage Calculator to OpenAI Agents SDK — we handle the hosting, security, and runtime updates so you don't have to. No server setup required.

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Setup Baker Percentage Calculator with OpenAI Agents SDK

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Standardize formulas with OpenAI Agents SDK

The `recipe_to_baker_percentage` tool converts raw ingredient weights into clean ratios where flour weight is always the baseline. This lets your agent clean up kitchen logs that mix up baker math with random volumetric guesses. This calculation allows you to analyze hydration and salt ratios without worrying about the original batch size.

Scale production batches on demand

The `scale_baker_percentage_to_weights` tool translates percentage ratios back into precise metric weights. This ensures that your prep cooks receive exact gram measurements for every single batch of dough. When you need to adjust production for a cold day or a larger order, your agent calls this tool to output exact weights. You get precise grams for every batch, keeping the dough consistency identical across shifts.

Reconstruct recipes from single ingredients

The `check_flour_base` tool reverse-calculates the total flour weight from any known ingredient and its percentage. This keeps your inventory tracking accurate even when dealing with complex, multi-stage dough builds. The agent invokes this function to solve the problem of finding total flour from a single pre-ferment. It ensures your calculations stay correct even when working backward.

Setup guide

Set up Baker Percentage Calculator MCP in OpenAI Agents SDK

Prerequisites

Python 3.10+ installed
openai-agents package (pip install openai-agents)
Active Vinkius subscription with a valid endpoint token

1

Install the SDK

Run pip install openai-agents to install the OpenAI Agents SDK. The MCP integration is built-in — no extra dependencies needed.
2

Connect via SSE transport

Use MCPServerSse with your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. The SDK auto-discovers all Baker Percentage Calculator tools at runtime.
3

Create your Agent

Pass the MCP to Agent(mcp_servers=[server]). The agent receives Baker Percentage Calculator tools as native definitions — JSON schemas resolve automatically.
4

Run the agent

Call Runner.run(agent, prompt) to execute. The agent invokes the appropriate Baker Percentage Calculator tools and returns structured results. Copy the full example on the right to get started.

agent.py

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerSse

async def main():
    async with MCPServerSse(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as server:
        agent = Agent(
            name="Baker Percentage Calculator Agent",
            instructions="You have access to Baker Percentage Calculator tools.",
            mcp_servers=[server],
        )
        result = await Runner.run(agent, "List recent transactions")
        print(result.final_output)

asyncio.run(main())

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Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Baker Percentage Calculator. 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 Baker Percentage Calculator MCP in OpenAI Agents SDK

Run pip install openai-agents in your environment. Then, initialize the connection using MCPServerStreamableHttp with the Vinkius endpoint. Pass the server instance directly to your agent constructor, and the tools will auto-discover instantly.

Yes. You can set the cacheToolsList parameter to true during the initialization of this MCP on Vinkius. This keeps your agent running fast and reduces unnecessary network roundtrips during busy kitchen shifts.

Absolutely. Vinkius provides a built-in financial circuit breaker that enforces strict spending budgets on your MCP calls. Your agent cannot bypass these limits, protecting you from run-away loops.

No. The OpenAI framework auto-discovers all three calculation tools from this MCP as soon as the streamable HTTP connection is established. Your agent can immediately call them without manual routing.

Your raw ingredient weights and flour bases are processed entirely in transit. Vinkius runs a zero-trust proxy where no data is ever written to disk, and every calculation is protected inside an isolated V8 sandbox.

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