← ClaudeAtlas

mqlisted

Structure-aware context query for large files — probe structure, then extract only the section you need, instead of reading whole files into context. Works on Markdown, HTML, PDF, JSON, YAML, CSV, XLSX, DOCX, PPTX AND source code (Go/Python/TS/Rust/...). Triggers on: reading any file 200+ lines, exploring a directory you haven't seen, extracting one section/function/endpoint from a large file, searching a topic across many files, 'use mq', or when reading a full file would waste context.
phnx-labs/.agents · ★ 0 · Data & Documents · score 56
Install: claude install-skill phnx-labs/.agents
# mq Skill: Structure-Aware Context Query `mq` doesn't compute answers — it externalizes a file's structure into your context so you extract only what you need instead of dumping the whole file. Probe, then extract. ``` File or dir → mq query → structure/section enters your context → you reason → answer ``` ## When to use mq — and when NOT mq's benefit is a smaller context footprint; its cost is per-call round-trips. Net win only when the saving beats the overhead. This is a real tradeoff, measured — not "always mq". | Situation | Do this | |---|---| | You **know** the function/section you want | **One call:** `mq <file> '.section("Name") \| .text'` or `mq <file> '.search("term")'`. Beats reading the whole file (~18% cheaper + faster, measured). | | You'll read the **same big file repeatedly** | `.tree` once, then many cheap `.section` extracts. Map amortizes. | | **Unfamiliar directory** / search across files | `mq dir/ '.tree \| depth(1)'`, `mq dir/ '.search("x")'` — one call replaces many grep+cat. | | Large file (200+ lines), you need a **slice** | Extract the slice; don't slurp the file. | | **Small file (<~100 lines)** | Just `Read` it — mq's round-trip costs more than the file. | | **One-shot** read, you need **most/all** of the file | Just `Read` it (targeted with offset/limit if you know the slice). | **The #1 pitfall — the `.tree`→`.section` dance for a target you already named.** If the task names the thing, do NOT run `.tree` first. That two-call dance was m