Generate Tool

Turn a Python script or natural language description into a fully parameterized ArcGIS Python toolbox (.pyt). The tool handles boilerplate, parameter inference, and packaging so you can focus on logic.

Overview

Generate Tool accepts either raw Python code or a descriptive prompt. The AI drafts the tool class, parameter definitions, and execute logic, then writes a ready-to-use .pyt file.

Usage

Add the toolbox to ArcGIS Pro.
Open Generate Tool.
Choose whether you are supplying code or a natural language prompt.
Set toolbox name, tool name, and output folder.
Optionally enable advanced mode to provide explicit parameter JSON.
Run the tool. A .pyt file is created and ready to add to ArcGIS Pro.

Parameters

Name	Type	Required	Description
Source	String (Choice)	Yes	AI provider (OpenRouter, OpenAI, Azure OpenAI, Claude, DeepSeek, Local LLM).
Model	String	No	Specific model for the provider.
Endpoint	String	No	Custom endpoint for Azure or local deployments.
Deployment Name	String	No	Azure OpenAI deployment ID.
Input Type	String (Choice)	Yes	Use "Natural Language Prompt" or "Python Code".
Python Code	String (Multiline)	No	Paste existing code when Input Type = Python Code.
Natural Language Prompt	String	No	Describe the tool you want when Input Type = Prompt.
Toolbox Name	String	Yes	Name for the generated toolbox.
Tool Name	String	Yes	Class name for the generated tool.
Output Path	Folder	Yes	Directory where the .pyt file will be saved.
Advanced Mode	Boolean	No	Enable to supply custom parameter JSON.
Parameter Definition (JSON)	String (Multiline)	No	Only used with Advanced Mode.
Output Toolbox	File (Derived)	Auto	Path to the generated .pyt.

How it works

Input processing: Prompts are converted to Python; existing code is used as-is.
Parameter inference: The AI inspects the code to infer parameters and properties.
Toolbox generation: A complete .pyt is written with the correct ArcGIS class structure.
Validation: Syntax and structure are checked before writing the file.

Tips

Describe inputs, outputs, and edge cases explicitly.
Use descriptive toolbox/tool names for clarity.
Test the output .pyt before distributing it.
Iterate by refining your prompt or code if the first attempt needs adjustment.

Advanced parameter definition

When Advanced Mode is enabled, provide JSON to control parameters. Example:

{
  "parameters": [
    {
      "name": "input_layer",
      "displayName": "Input Feature Layer",
      "datatype": "GPFeatureLayer",
      "parameterType": "Required",
      "direction": "Input"
    },
    {
      "name": "buffer_distance",
      "displayName": "Buffer Distance",
      "datatype": "GPLinearUnit",
      "parameterType": "Required",
      "direction": "Input"
    },
    {
      "name": "output_layer",
      "displayName": "Output Feature Layer",
      "datatype": "GPFeatureLayer",
      "parameterType": "Required",
      "direction": "Output"
    }
  ]
}

Example uses

Convert a standalone script into a reusable tool for your team.
Prototype specialized geoprocessing workflows quickly.
Package automation utilities with proper parameters.

Data privacy

Important: The code or prompt you provide is sent to the AI provider. Avoid sharing proprietary algorithms or sensitive data unless you are using a trusted, local model.