Review MLX Changes

SkillFiles & storage

Review changes in the MLX submodule for concrete bugs, behavioral regressions, structural mismatches, and obvious performance problems. Use when asked to review uncommitted `mlx/` changes, a supplied diff, commit, file, or change set and provide actionable evidence-based feedback without modifying code.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Review MLX Changes skill

What this skill tells your AI

The instructions your AI receives, as published by goniz/mlx-vulkan in .agents/skills/mlx-review/SKILL.md and read by ahel’s review.

Review code changes, not pre-existing code. Do not modify files.

  1. Resolve the requested review target. With no target, inspect git -C mlx diff, git -C mlx diff --cached, and git -C mlx status --short.
  2. Read the full contents of every modified and untracked file, not only the diff. Read AGENTS.md, .editorconfig, and other applicable conventions.
  3. Investigate uncertain behavior through surrounding code and established patterns before reporting an issue.
  4. Prioritize concrete bugs: logic and boundary errors, incorrect guards, error handling, race conditions, security risks, and unintended behavior changes.
  5. Flag structural mismatches only when they conflict with established project patterns. Flag performance only when clearly problematic, such as unbounded quadratic work or blocking I/O on a hot path.
  6. Do not invent hypothetical concerns. State the realistic input, environment, or control-flow condition required for every finding.

Report findings first, ordered by severity, with path:line, a concise explanation, the triggering scenario, and why it is a defect. State explicitly when no actionable findings remain. Keep the tone factual and avoid non-actionable praise or style preferences.

Signals

GitHub stars
38
Forks
5
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
mlx-review
Source
github.com/goniz/mlx-vulkan