ComfyUI Extension: ComfyUI-CLIPScore

Authored by emniko

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Run ComfyUI workflows without the setup

No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.

Research-grade CLIP Score metric for Flux/SD. Raw cosine similarity.

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    README

    ComfyUI-CLIPScore 🐱‍👤📊

    Research-grade CLIP Score node for ComfyUI. Raw cosine similarity (-1 to +1) between prompts and Flux/SD images.

    CLIP Score Demo

    Features

    • RGBA support (VAE Decode → RGB auto)
    • Batch-first scoring
    • Raw cosine scores (0.25-0.35 = excellent)
    • Flux/SD3/SDXL ready

    Score Scale

    | Score | Rating | Example | | --------- | ----------- | -------------------- | | ≥0.30 | 🎖️ Excellent | Perfect prompt match | | 0.25-0.29 | 👍 Good | Strong alignment | | 0.20-0.24 | ⚠️ Fair | Usable | | <0.20 | ❌ Poor | Mismatch |

    Install

    cd ComfyUI/custom_nodes
    git clone https://github.com/yourusername/ComfyUI-CLIPScore.git
    cd ComfyUI-CLIPScore
    pip install -r requirements.txt
    

    Run ComfyUI workflows without the setup

    No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.

    Learn more