A ComfyUI custom-node collection focused primarily on ControlNet execution and composition improvements. Its centerpiece is the JLC non-recursive ControlNet family, including Composition and Orchestrator nodes that replace recursive multi-ControlNet chaining with isolated ControlNet evaluation and deterministic weighted fusion while preserving native single-ControlNet behavior. These nodes are intended for ControlNet-heavy Flux and diffusion workflows where recursive chaining can become difficult to reason about, slow, or memory-sensitive. The collection also includes practical workflow tools that support these pipelines, including graph-safe ControlNet Apply variants, shared-cache ControlNet loading, dynamic ControlNet Aux preprocessing, padded image/latent helpers for inpainting and outpainting, dynamic LoRA loaders, seed utilities, and stage-boundary VRAM cleanup helpers.
https://github.com/Damkohler/jlc-comfyui-nodes
git clone https://github.com/Damkohler/jlc-comfyui-nodes
comfy node install jlc-comfyui-nodes