Identify MCode optimization opportunities for hot loops in AutoHotkey scripts.
npx skills add https://github.com/cwilliams5/Alt-Tabby --skill review-mcode
Please help me install this Agent Skill. Skill: review-mcode Source: https://github.com/cwilliams5/Alt-Tabby/tree/main/.claude/skills/review-mcode Command: npx skills add https://github.com/cwilliams5/Alt-Tabby --skill review-mcode
This Skill identifies performance bottlenecks in AutoHotkey scripts, specifically targeting hot loops that can be significantly accelerated by compiling them into native C code (MCode).
Scan the codebase for MCode optimization opportunities and generate a plan.
High-intent search queries and answers about installing and using this skill.
You can optimize slow AutoHotkey loops by identifying interpreter-bound hot loops and replacing them with MCode (native C). This targets pure buffer computations exceeding a ~100μs worst-case cost for substantial speedups.
MCode optimization works by compiling hot loops into native C code to bypass the AutoHotkey interpreter. It scans for math-heavy loops and NumGet/NumPut buffer iterations, recommending native C replacements.
You need MCode for AutoHotkey performance bottlenecks when pure buffer computations scale with data and exceed a ~100μs worst-case cost, such as processing large image buffers pixel-by-pixel.
Yes, you can use native C optimization for byte-by-byte buffer iteration in AutoHotkey. It analyzes codebases for NumGet/NumPut within loops and flags data-scaling candidates for MCode acceleration.
MCode optimization in AutoHotkey is limited to pure buffer computations and math-heavy loops. It targets interpreter-bound hot loops exceeding ~100μs, meaning non-computational bottlenecks or UI-bound scripts are not suitable candidates.
zarkuaApply in-place xmath optimizations to Defold math code using pre-allocated scratch buffers.
wenermePrevents unsafe patterns in Bun's C/C++ interop via bun:ffi.
getspurProfile CLI applications and binary workloads to quantify on-CPU and off-CPU bottlenecks.
alicangnllIdentify and develop exploits for unknown vulnerabilities in C code.
