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model-authoring
apple/coreai-modelsSkill
Empirical rules for authoring PyTorch models for on-device execution on Apple platforms, covering energy-efficient inference, scalable compute, and correctness testing. Use this skill whenever the user is writing, debugging, or reviewing PyTorch model code intended for on-device execution — even if they don't explicitly mention Neural Engine or Core AI. Covers BC1S layout, op compatibility, KV cache patterns, precision rules, PSNR verification, activation functions, and common issues.
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.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
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-authoring apple/coreai-models · Skill | 78 | ★ 2.2k | ≈126 always | 16d ago |
| document-authoring leon-ai/leon · Skill Both about authoring | 87 | ★ 18k | ≈34 always | 16d ago |
| authoring activeing123/mcptoon · Skill Both about authoring and rule | 61 | ★ 347 | ≈38 always | 16d ago |
| authoring-model-cards maziyarpanahi/openmed · Skill Both about authoring and intended | 77 | ★ 5.7k | ≈156 always | 16d ago |
| authoring-dags astronomer/agents · Skill Both about authoring and debugging | 66 | ★ 454 | ≈105 always | 21d ago |
| authoring-motion-diagrams 2389-research/claude-plugins · Skill Both about authoring | 68 | ★ 97 | ≈62 always | 19d ago |