qstack-fix-root-causes

qstack-fix-root-causes is a skill for Codex from hani-q/qstack. It costs 79 tokens per session (829 once invoked), scanned A, original, MIT.

A debugging method that reproduces a failure and follows evidence back to the underlying cause.

In plain words
What is it for?
Use it for recurring bugs, failures after restarting, uncertain workarounds, and any diagnosis where the root cause needs direct evidence.
Why use it?
It prevents symptom fixes, such as guards that silence an error without correcting the defect that caused it.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it for recurring bugs, failures after restarting, uncertain workarounds, and any diagnosis where the root cause needs direct evidence.

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Install with agentmods
npx agentmods add skills/hani-q/qstack/qstack-fix-root-causes
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-fix-root-causes
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-fix-root-causes

README.md
[![agentmods](https://agentmods.dev/badge/skills/hani-q/qstack/qstack-fix-root-causes/github.svg)](https://agentmods.dev/skills/hani-q/qstack/qstack-fix-root-causes)
Your own site
<a href="https://agentmods.dev/skills/hani-q/qstack/qstack-fix-root-causes"><img src="https://agentmods.dev/badge/skills/hani-q/qstack/qstack-fix-root-causes/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-fix-root-causes

Your own site · 80×15
<a href="https://agentmods.dev/skills/hani-q/qstack/qstack-fix-root-causes"><img src="https://agentmods.dev/badge/skills/hani-q/qstack/qstack-fix-root-causes.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 79 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 829 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 $0.00079 $0.00829
Opus 5.5 $0.00032 $0.00332
Sonnet 5.5 $0.00016 $0.00166
Haiku 4.5 $0.00008 $0.00083

Measured 1mo ago against content hash 249659043651, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

qstack-fix-root-causes 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 1mo 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-fix-root-causes/SKILL.md · 68 lines

How it starts

The opening of the file, as written. The whole thing — 68 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Fix root causes

Diagnosis precedes remediation. A request to diagnose is read-only and does not authorize implementing a fix, adding instrumentation, clearing state, or changing every related instance. It also does not authorize commits, pushes, publishing, deployment, or external messages.

Diagnose a failure

  1. Reproduce the symptom with the smallest faithful path. If it cannot be reproduced, state that limitation and keep the eventual fix unverified.
  2. Gather the actual error, state, inputs, and timing. Use existing logs and observability first; instrument only when the request authorizes that edit.
  3. Follow the causal chain by repeatedly asking why each observed condition exists. Stop at the layer whose behavior explains the full reproduction.
  4. Reject symptom patches such as a nil guard that merely silences a crash or a long comment defending a workaround.
  5. Search for the same causal pattern across the relevant codebase. Report out-of-scope instances, but modify only the authorized scope.
  6. For failures that appear only after restart, inspect changing persistent state before unchanged code: configuration, caches, lockfiles, serialized state, and abandoned temporary artifacts. Clearing state can support a diagnosis; it is not itself a durable fix.

Report the reproduction, evidence, causal chain, root cause, pattern scan, proposed repair, and verification path. Implement only when the user's request includes fixing the problem.

Trace a constraint

A cost, an estimate, a limit, or "we always do it this way" is a claim with a source, not a fact to plan around. Follow its causal chain the same way.

  1. Quote the constraint as stated and name its source: a person, a ticket, a vendor quote, a past plan, or a measurement. "The ticket says so" locates the source; it is not the evidence.
  2. Break the constraint into the parts that produce it. Stop one or two levels below the claim, where the verdict stops changing.
  3. Tag each part. Fixed: physics, math, or a measured limit, with the evidence cited. Priced: a contract, regulation, or policy that can change, with its change cost named. Inherited: a habit, an old estimate, or an analogy to a past project, with nothing behind it.
  4. Compute the floor from the fixed parts alone, using the few parts that dominate it. Say what the gap between the floor and the claim is made of and whether it is removable.

Read the full file on GitHub · 68 lines

Files

What ships with it

1 file 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. 1mo ago Changed · +26 lines · +32 tokens per session 249659043651
  2. 1mo ago First seen · 42 lines · 47 tokens per session scan A 7e3435419dae

Subscribe to this mod's changes

qstack-fix-root-causes is a skill published in the GitHub repository hani-q/qstack (7 stars, last pushed 3d ago), licensed MIT. It adds 79 tokens to every session and 829 once invoked, about $0.0003 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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