Nautilus Review | Agent Skills Atlas

About this skill

Review user-written Nautilus code (functions using val , staticval, invoke, traced control flow, etc.) and propose strategies that improve tracing quality and the quality of generated code. Use when the user asks to review traced kernels, audit a Nautilus PR, evaluate a JIT-compiled function for tracing pitfalls, or asks about why a Nautilus function generates bad IR / slow code.

Quick start

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Review, license & listing details

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This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 38fcd1737a494ee68b8078915c9462a7b357c4b696d3e43daf57d31c32c52f53

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Original listing metadata

Original name

nautilus-review

Original description

Review user-written Nautilus code (functions using `val<T>`, `static_val`, `invoke`, traced control flow, etc.) and propose strategies that improve tracing quality and the quality of generated code. Use when the user asks to review traced kernels, audit a Nautilus PR, evaluate a JIT-compiled function for tracing pitfalls, or asks about why a Nautilus function generates bad IR / slow code.

About this listing

Category: General
Reported license: MIT
Listing language (estimated): English
Review status: Not individually reviewed
Agent compatibility: Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.