Writing GraphQL queries with AI

Indeed, writing GraphQL queries is not difficult for those familiar with the GraphQL language, and tools such as GraphiQL make it even easier. However, with a deep understanding of the schema and its structure, AI should be able to handle this task as well.

Instead of manually writing a query to receive books by Robert Ludlum, we could simply say, “Hey, give me a list of all books by Robert Ludlum available in the library.” Then, under the hood, AI can generate the appropriate query, and GraphQL can return the data accordingly. This demonstrates how AI can assist developers in composing complex queries by understanding natural language instructions.

Here, let’s create a message system that includes LLM variables. These variables are written in uppercase letters, and in our case, they are SCHEMA_HERE and PROMPT_HERE – this makes it easier to understand the prompt structure for our LLM system:

You are a query generator...