LaunchKit · 2026
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debug-methodology

Systematic debugging that prevents patch-chaining and workaround addiction in AI agents.

0
520 downloads
by @abczsl520

Setup & Installation

openclaw skills install @abczsl520/debug-methodology

Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:

npx clawhub install debug-methodology

Version History

v1.2.0Mar 6, 2026 - Version note by skill developer:

Added AI Dev Quality Suite cross-references and install command

What This Skill Does

A structured debugging approach built around root cause analysis. Forces a stop-and-assess phase before any fix attempt, enforces the 5 Whys for non-obvious bugs, and cuts off patch-chaining after two failed attempts. Distinguishes genuine fixes from workarounds using a concrete self-check test.

Most debugging approaches describe process steps but don't enforce a gate that blocks workarounds before they get applied, which is where patch-chains start.

When to use it

  • Debugging a recurring API timeout that keeps returning after each fix attempt
  • Stopping a chain of failed deployment fixes before the codebase degrades further
  • Verifying a proposed patch targets root cause before pushing to production
  • Tracing a regression to a specific recent code change
  • Safely modifying and redeploying server files without breaking the running service

Example Workflow

Here's how your AI assistant might use this skill in practice.

INPUT

User asks: Our API keeps returning 524 timeout errors and switching to a faster model didn't help

AGENT
  1. 1Stop and record the exact symptom: Cloudflare 524 after connections exceed 100 seconds
  2. 2Apply Root Cause Gate: switching models is a workaround, not a fix, because the timeout occurs regardless of model speed
  3. 3Run 5 Whys: 524 → connection held >100s → server sends no data during processing → non-streaming fetch used → streaming API not implemented
  4. 4Propose root cause fix: switch to streaming API so Cloudflare receives continuous data and does not cut the connection
  5. 5Verify post-fix: confirm 524 errors stop, check for regressions, confirm removing streaming reproduces the timeout
OUTPUT

Streaming API implemented, 524 errors resolved, root cause documented