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BytesAgain β€Ί Skills β€Ί Memorable Image Generator
πŸ¦€ ClawHub

Memorable Image Generator

by @kiwi-phantomworks

Science-backed image generation agent that scores and optimizes images for memorability using ResMem (Brain Bridge Lab, University of Chicago) before returni...

Versionv1.0.1
Downloads269
#crypto#requires-sensitive-credentials#clawhub
TERMINAL
clawhub install memorable-image-gen

πŸ“– About This Skill

name: Memorable Image Generator description: "Science-backed image generation agent that scores and optimizes images for memorability using ResMem (Brain Bridge Lab, University of Chicago) before returning results. Unlike generic image generators, this agent iterates until the image clears a memorability threshold β€” producing visuals that stick in viewers' minds. Use for blog hero images, marketing visuals, social media graphics, product thumbnails, or any context where image recall matters. Triggers on: generate a memorable image, create a blog hero image, make a marketing visual that sticks, image that people will remember, or any image generation request where memorability is a goal." metadata: openclaw: homepage: https://github.com/PhantomWorksIO/clawhub-skills emoji: "🧠" category: media requires: env: ["GEMINI_API_KEY"] python_packages: ["resmem", "torch", "torchvision", "pillow", "requests"]

Memorable Image Generator

Science-backed image generation that optimizes for memorability β€” not just aesthetics.

Most image generators stop when the image looks good. This one keeps going until the image is *remembered*. Powered by Google Gemini for generation and ResMem (Brain Bridge Lab, University of Chicago) for memorability scoring, it iterates until your image clears a science-validated memorability threshold.

Prerequisites

API Key:

  • GEMINI_API_KEY environment variable, OR
  • --api-key CLI flag, OR
  • ~/.config/gemini/api_key file

    • Python 3.8+ with these packages: 

    pip install resmem torch torchvision pillow requests

    Quick Start

    python scripts/generate_memorable_image.py \
  --prompt "a lone astronaut standing on a red desert planet at dusk" \
  --output hero.png \
  --threshold 0.7 \
  --verbose

    How It Works

    1. Generate β€” Calls the Gemini REST API (gemini-2.0-flash-exp) with your prompt 2. Score β€” Runs the image through ResMem to get a memorability score (0–1) 3. Threshold check β€” If score β‰₯ threshold (default: 0.7), saves and returns the image 4. Regenerate β€” If below threshold and attempts remain, enhances the prompt with composition cues and tries again 5. Max attempts β€” After 3 attempts (default), saves the best result regardless

    Each failed attempt appends increasingly strong composition cues to the prompt:

  • Attempt 2: ", striking composition"
  • Attempt 3: ", vivid colors, memorable focal point"

    • Script Usage

    # Basic usage
python scripts/generate_memorable_image.py --prompt "your image description"
    Full options
    
python scripts/generate_memorable_image.py \
  --prompt "your image description" \
  --output path/to/output.png \
  --threshold 0.75 \
  --max-attempts 3 \
  --api-key YOUR_KEY \
  --verbose
    With verbose scoring output
    
python scripts/generate_memorable_image.py \
  --prompt "a surreal clock melting over a desert canyon" \
  --verbose

    CLI Arguments:

    | Argument | Default | Description | |---|---|---| | --prompt | (required) | Image description | | --output | memorable-image.png | Output file path | | --threshold | 0.7 | Memorability threshold (0–1) | | --max-attempts | 3 | Max regeneration attempts | | --api-key | (env/file) | Gemini API key | | --verbose | (flag) | Show memorability scores per attempt |

    Prompt Tips for High-Memorability Images

    Research shows these compositional elements consistently score higher with ResMem:

  • Faces and eyes β€” Human faces, especially with direct gaze, are inherently memorable
  • Unusual juxtapositions β€” Unexpected scale, context, or combination of objects ("a whale floating through a city skyline")
  • Strong focal point β€” One clear subject against a contrasting background
  • High contrast β€” Bold color separations between subject and background
  • Emotional resonance β€” Images that imply narrative or emotion
  • Unusual lighting β€” Dramatic shadows, golden hour, bioluminescence, neon
  • Unexpected scale β€” Macro details of normally-seen-large things, or vice versa

    • Prompts that tend to score low: generic landscapes, symmetrical compositions, neutral palettes, cluttered scenes with no clear focal point.

    Memorability Science

    > ResMem β€” Brain Bridge Lab, University of Chicago > Β© 2021 The University of Chicago. Non-commercial use license. > https://github.com/Brain-Bridge-Lab/resmem > > ResMem is a deep learning model trained to predict image memorability scores β€” how likely a person is to remember having seen an image after a brief exposure. Scores range from 0 (instantly forgotten) to 1 (highly memorable). > > License: ResMem Non-commercial License β€” redistribution permitted for non-commercial purposes with attribution. For commercial licensing: wilma@uchicago.edu

    Built for Claude Code. Requires a Gemini API key and a local Python environment with resmem installed.

    πŸ’‘ Examples

    python scripts/generate_memorable_image.py \
  --prompt "a lone astronaut standing on a red desert planet at dusk" \
  --output hero.png \
  --threshold 0.7 \
  --verbose

    βš™οΈ Configuration

    API Key:

  • GEMINI_API_KEY environment variable, OR
  • --api-key CLI flag, OR
  • ~/.config/gemini/api_key file

    • Python 3.8+ with these packages: 

    pip install resmem torch torchvision pillow requests