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How does ComfyUI-Copilot's smart node recommendation feature work?

2025-09-05 1.8 K

The intelligent node recommendation function of ComfyUI-Copilot is realized based on the large language modeling technology, and its working principle can be divided into three stages:

1. requirements analysis: When a user enters a task description (e.g., "need an audio generation node") in a dialog box, Copilot analyzes the natural language for keywords, task types, and implied requirements.

2. Node Matching: The system intelligently matches the parsed requirements with the ComfyUI node database, taking into account factors such as node functionality, parameter compatibility, and historical user preferences.

3. Recommended Showcase: Returns a list of adapted nodes and sample documentation, e.g. when recommending the "AudioGen" node, along with typical parameter configuration ranges and connection recommendations.

This function is particularly suitable for the following scenarios:

  • Quickly locate functional nodes when unfamiliar with the ComfyUI node system.
  • When there is a need to compare the applicable scenarios of multiple similar nodes
  • When multiple nodes are required to handle complex tasks

Users can progressively refine their recommendations through successive dialogs, e.g., by adding conditions such as "nodes that need to support real-time processing".

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