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model-compression-exploration
apple/coreai-modelsSkill
Systematically explore weight compression configurations (quantization and palettization) for a PyTorch model using coreai-opt, presenting a comprehensive overview of accuracy-vs-size tradeoff options. Use this skill whenever the user wants to compress a model, explore quantization or palettization options, understand compression config tradeoffs, reduce model size, or compare different compression techniques. Also trigger when the user mentions coreai-opt compression, weight quantization exploration, or palettization exploration — even if they don't say "explore" explicitly.
Why this score
This repo hosts 3 skills, so its 2,198 stars are split between them (about 733 each) for scoring.
Popularity score: 78/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit 82c3488537d8, with Cisco's open-source skill-scanner.
What its code does:
- Runs shell commands Common for dev tools. Read the commands it runs.SKILL.md:83
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onemodel-compression-exploration apple/coreai-models · Skill | 78 | ★ 2.2k | ≈153 always | 16d ago |
| cli-compression diegosouzapw/OmniRoute · Skill Both about compression | 90 | ★ 79k | ≈45 always | 16d ago |
| design-exploration BuilderIO/agent-native · Skill Both about exploration | 78 | ★ 7.4k | ≈21 always | 16d ago |
| agent-exploration compozy/compozy · Skill Both about exploration and explicitly | 72 | ★ 2.8k | ≈24 always | 16d ago |
| context-compression bojieli/ai-agent-book · Skill Both about compression | 88 | ★ 55k | ≈35 always | 27d ago |
| semantic-compression can1357/oh-my-pi · Skill Both about compression | 91 | ★ 36k | ≈105 always | 16d ago |