MR
Mayur Rathi
@sickn33
⭐ 0 GitHub stars

hf-mem

hf-mem is an data AI skill with a core value of Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub. It helps developers solve real-world problems in the data domain, boosting efficiency, automating repetitive tasks, and optimizing workflows.

Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub

Last verified on: 2026-07-05

Quick Facts

Category data
Works With Claude
Source sickn33/antigravity-awesome-skills
Last Verified 2026-07-05
Risk Level Low
mkdir -p ./skills/hf-mem && curl -sfL https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/main/skills/hf-mem/SKILL.md -o ./skills/hf-mem/SKILL.md

Run in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).

Skill Content

Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub

🎯 Best For

  • UI designers
  • Product designers
  • Claude users
  • Data professionals
  • Analytics teams

💡 Use Cases

  • Generating component mockups
  • Creating design system tokens
  • Data pipeline auditing
  • Query optimization

📖 How to Use This Skill

  1. 1

    Install the Skill

    Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.

  2. 2

    Load into Your AI Assistant

    Open Claude and reference the skill. Paste the SKILL.md content or use the system prompt tab.

  3. 3

    Apply hf-mem to Your Work

    Provide context for your task — paste source material, describe your audience, or share existing work to guide the AI.

  4. 4

    Review and Refine

    Edit the AI output for accuracy, tone, and completeness. Add human insight where the AI lacks context.

❓ Frequently Asked Questions

Does this work with Figma?

Some design skills integrate with Figma plugins. Check the Works With section for supported tools.

How do I install hf-mem?

Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/hf-mem/SKILL.md, ready to use.

Can I customize this skill for my team?

Absolutely. Edit the SKILL.md file to add team-specific instructions, examples, or workflows.

⚠️ Common Mistakes to Avoid

Skipping usability testing

AI-generated designs should be validated with real users before development.

Ignoring data quality

AI analysis inherits all data quality issues — profile your data first.

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