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Systematic debugging

Skill charlieviettq/awesome-agent-skill/.cursor/skills/core-workflow/systematic-debugging

Curated skill pack for LLM agents in engineer and science workflow (Cursor & Claude ready).

Install
npx -y skills add charlieviettq/awesome-agent-skill --skill systematic-debugging

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 22 stars22 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Four-phase root-cause debugging—reproduce, compare patterns, hypothesize, fix with tests. Use when errors are unclear, fixes failed twice, or symptoms keep returning. Triggers: "root cause", "debug systematically", "why is this broken", "still failing".

SKILL.md

2.1 KB, 450 tokens by cl100k_base, as published. Nobody here has run it

Systematic debugging

Iron law

No fixes without a reproduced failure and a testable hypothesis. After three failed fix attempts, question architecture or assumptions.

When to use

  • Intermittent or unclear failures
  • Prior "quick fixes" did not hold
  • Multiple subsystems involved (API, DB, cache, agent tools)

When not to use

  • Typo or one-line obvious fix with clear error message
  • User only wants a stack trace explained, not a fix

Four phases

1. Reproduce

  • Capture exact steps, inputs, environment, and error output
  • Minimize repro (one test, one script, one URL)
  • Confirm you can trigger the failure on demand

2. Compare

  • What changed recently (code, config, deps, data)?
  • Find a known-good comparison (last green commit, sibling module, docs example)
  • Diff behavior, not only code

3. Hypothesize

  • List 2–3 plausible causes ranked by likelihood
  • For each: one experiment that would confirm or rule it out
  • Prefer experiments that take minutes, not hours

4. Fix with test

  • Add or extend a test that fails for the current bug
  • Apply minimal fix; re-run repro and test
  • Run verify-before-done before claiming fixed

Escalation

SignalAction
3+ failed fix attemptsStop; write findings; propose design/architecture review
Cannot reproduceGather more data; do not patch blindly
Fix works locally onlyCheck env parity, feature flags, cached state

Anti-patterns

  • Random changes until something "seems" fixed
  • Fixing symptoms (broad try/catch, silent rescue) without root cause
  • Skipping repro because "it's obvious"

Related

test-first-development, test-failure-triage, verify-before-done, gstack/code-quality/investigate

Workflow inspired by obra/superpowers (MIT).

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.