qstack-how

qstack-how is a skill for Codex from hani-q/qstack. It costs 43 tokens per session (541 once invoked), scanned A, original, MIT.

A read-only code-walkthrough skill that explains how a subsystem runs by tracing its entry points, files, callers, data changes, and boundaries. It can also critique architecture when the user explicitly asks for that.

In plain words
What is it for?
Use it for onboarding, runtime-flow explanations, architecture walkthroughs, placement questions, and explicitly requested architecture critiques. It records the paths and symbols it was able to trace.
Why use it?
It helps developers build a concrete mental model of unfamiliar code without presenting guesses as facts. It does not edit, fix, commit, publish, deploy, or message anyone.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it for onboarding, runtime-flow explanations, architecture walkthroughs, placement questions, and explicitly requested architecture critiques. It records the paths and symbols it was able to trace.

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Install with agentmods
npx agentmods add skills/hani-q/qstack/qstack-how
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add hani-q/qstack --skill qstack-how
Clone the repo
git clone --depth 1 https://github.com/hani-q/qstack

Made for: Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for qstack-how

README.md
[![agentmods](https://agentmods.dev/badge/skills/hani-q/qstack/qstack-how/github.svg)](https://agentmods.dev/skills/hani-q/qstack/qstack-how)
Your own site
<a href="https://agentmods.dev/skills/hani-q/qstack/qstack-how"><img src="https://agentmods.dev/badge/skills/hani-q/qstack/qstack-how/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for qstack-how

Your own site · 80×15
<a href="https://agentmods.dev/skills/hani-q/qstack/qstack-how"><img src="https://agentmods.dev/badge/skills/hani-q/qstack/qstack-how.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 43 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 541 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00043 $0.00541
Opus 5.5 $0.00017 $0.00216
Sonnet 5.5 $0.00009 $0.00108
Haiku 4.5 $0.00004 $0.00054

Measured 2mo ago against content hash 17b43f62837c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

qstack-how scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/qstack-how/SKILL.md · 57 lines

How it starts

The opening of the file, as written. The whole thing — 57 lines — stays where its author put it; the contents beside it link to each section on GitHub.

QStack how

Build a working mental model from the code. This skill is read-only. It does not edit files, fix critique findings, commit, push, publish, deploy, or message anyone.

Choose the mode

  • Explain is the default. Answer how the system works and where behavior lives.
  • Critique runs only when the user asks for architectural problems or improvements. Explain the system first, then critique it.

This skill explains mechanism, placement, and ownership. Label inferred motivation as inference instead of presenting it as historical fact.

Investigate

  1. Resolve the subject and scope. For harmless ambiguity, state a reasonable interpretation and proceed. Ask only when different interpretations would materially change the answer.
  2. Search for the entry point and read the implementation. Trace callers, callees, state changes, data transformations, types, and boundaries until the path from trigger to effect has no hand-waved step.
  3. Check repository instructions, configuration, generated code, tests, and external boundaries that change the flow. Do not infer behavior from names.
  4. Record exact paths, symbols, and lines. State any path that could not be traced.

Handle a narrow question directly. For a cross-cutting subsystem, read complex exploration. When the answer needs a full onboarding narrative, read structured explanation.

Present

Lead with the direct answer. Then include only the concepts, flow, file map, and gotchas needed to make it understandable. Use a diagram when it materially clarifies several components or state transitions.

For Critique mode, read architecture critique only after the explanation is grounded in the code. Report findings and tradeoffs; do not apply fixes.

Adapted from Lauren Tan's PStack how at commit 60c641e4fad674784b30abcf9f8915dea39df38d under the MIT License. See third-party notices.

Read the full file on GitHub · 57 lines

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 57 lines · 43 tokens per session scan A 17b43f62837c

Subscribe to this mod's changes

qstack-how is a skill published in the GitHub repository hani-q/qstack (7 stars, last pushed 3d ago), licensed MIT. It adds 43 tokens to every session and 541 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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