Generate GraphQL queries using the Builder MCP Server

Get Started
Functionality
Learning
Extension
Dev Tooling
APIs
Releases

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: No alt provided

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: No alt provided

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: No alt provided

Related content

Getting started with the Fluent Builder MCP server

Edited 52 days ago

Fluent Builder MCP Server

Edited 66 days ago

Copyright © 2024-2026 Fluent Retail Pty Ltd (trading as Fluent Commerce). Unless otherwise expressly stated in a current written agreement with Fluent Commerce or any of its affiliates or on any single page of the docs.fluentcommerce.com site, use of the materials on this site is strictly limited to viewing by individuals over 18 years old for legitimate commercially appropriate reasons; and any downloading, copying or other actions or uses of any kind or by any means of the materials on this site, including by artificial intelligence tools, is strictly prohibited. All other rights reserved.

Processing and Output

Here is an example of what Claude Code would output in this example: No alt provided

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.

Here are a few more examples of this GraphQL query generation

Input: `Fetch total reservations for a product broken down by location`Output: No alt provided

Generate GraphQL queries using the Builder MCP Server

Key Points

Steps

Describe the query

Processing and Output

Additional Examples

Here are a few more examples of this GraphQL query generation

Related content

Getting started with the Fluent Builder MCP server

Fluent Builder MCP Server

John Vurdelja

Building Blocks

By Type

Helpful Resources

Quick Links

Describe the query

Processing and Output

Here are a few more examples of this GraphQL query generation