Generate GraphQL queries using the Builder MCP Server
How-to Guide
Author:
John Vurdelja
Changed on:
4 Feb 2026
Key Points
- Use natural language to create the GraphQL query you need
- Quick creation of queries - without having to research the schema and manually build out the query
- Reduce hallucinations
Steps
Describe the query
Use the `/fluent-mcp:prime` command in Claude Code, and describe what you need the query to do. Something like: `Return all the fulfilments and their items that are currently awaiting wave at a given location.`Processing and Output
Here is an example of what Claude Code would output in this example:
There are three main parts of this process:- Using the MCP resources and tools to get the required supporting GraphQL information used to help generate the query.
- Creation of the query, along with validation against the schema.
- Output - provides the query, necessary variables, some notes about what the query does, and any other instructions like replacing the variable placeholder text.
Additional Examples
Here are a few more examples of this GraphQL query generation
Input: `Fetch total reservations for a product broken down by location`Output:
Input: `Get me the GTINs for all items on a given order`NOTE: This is a more complex version that incorporates a fragment in the query to get to the required Variant Product data.Output:
