Skill

Debug and Fix Code Systematically

A systematic debugging skill that guides AI assistants through evidence-based bug hunting: reproduce, gather logs, form hypotheses, isolate root causes, and

Works with github

79
Spark score
out of 100
Updated 17 days ago
Version 1.0.0

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Why it matters

Systematically identify, reproduce, and resolve software bugs by following a structured debugging process. This skill ensures that root causes are addressed, not just symptoms, leading to more robust and reliable code.

Outcomes

What it gets done

01

Reproduce bugs consistently to understand the failure.

02

Gather evidence from logs, error messages, and system state.

03

Formulate and test hypotheses to pinpoint the root cause.

04

Implement fixes for root causes and add tests to prevent regressions.

Install

Add it to your toolbox

Run in your project directory:

curl -fsSL https://spark.entire.vc/get/ag-bug-hunter | bash

Capabilities

What this skill does

Debug

Traces errors to their root cause and suggests fixes.

Write tests

Creates unit, integration, or end-to-end test cases.

Review code

Analyzes code for bugs, style issues, and improvements.

Overview

Bug Hunter

What it does

Bug Hunter is a systematic debugging skill that teaches an 8-step evidence-based process for hunting down and fixing bugs. It covers reproducing bugs consistently, gathering evidence from logs and error messages, forming and testing hypotheses, tracing back to root causes, implementing fixes that address causes rather than symptoms, verifying fixes work, and adding regression tests. The skill includes proven debugging techniques (binary search, rubber duck, print debugging, diff debugging, time travel debugging with git bisect), common bug patterns (null/undefined, race conditions, off-by-one

How it connects

Use Bug Hunter when a user reports a bug or error, when something isn't working as expected, when a user explicitly asks to fix a bug or debug code, for intermittent failures or unexpected behavior, or when production issues need investigation. The skill is appropriate only when the task clearly matches this debugging scope. Do not use it as a substitute for environment-specific validation, testing, or expert review. Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

Source README

Bug Hunter

Systematically hunt down and fix bugs using proven debugging techniques. No guessing-follow the evidence.

When to Use This Skill

  • User reports a bug or error
  • Something isn't working as expected
  • User says "fix the bug" or "debug this"
  • Intermittent failures or weird behavior
  • Production issues need investigation

The Debugging Process

1. Reproduce the Bug

First, make it happen consistently:

1. Get exact steps to reproduce
2. Try to reproduce locally
3. Note what triggers it
4. Document the error message/behavior
5. Check if it happens every time or randomly

If you can't reproduce it, gather more info:

  • What environment? (dev, staging, prod)
  • What browser/device?
  • What user actions preceded it?
  • Any error logs?

2. Gather Evidence

Collect all available information:

Check logs:

### Application logs
tail -f logs/app.log

### System logs
journalctl -u myapp -f

### Browser console
### Open DevTools → Console tab

Check error messages:

  • Full stack trace
  • Error type and message
  • Line numbers
  • Timestamp

Check state:

  • What data was being processed?
  • What was the user trying to do?
  • What's in the database?
  • What's in local storage/cookies?

3. Form a Hypothesis

Based on evidence, guess what's wrong:

"The login times out because the session cookie 
expires before the auth check completes"

"The form fails because email validation regex 
doesn't handle plus signs"

"The API returns 500 because the database query 
has a syntax error with special characters"

4. Test the Hypothesis

Prove or disprove your guess:

Add logging:

console.log('Before API call:', userData);
const response = await api.login(userData);
console.log('After API call:', response);

Use debugger:

debugger; // Execution pauses here
const result = processData(input);

Isolate the problem:

// Comment out code to narrow down
// const result = complexFunction();
const result = { mock: 'data' }; // Use mock data

5. Find Root Cause

Trace back to the actual problem:

Common root causes:

  • Null/undefined values
  • Wrong data types
  • Race conditions
  • Missing error handling
  • Incorrect logic
  • Off-by-one errors
  • Async/await issues
  • Missing validation

Example trace:

Symptom: "Cannot read property 'name' of undefined"
↓
Where: user.profile.name
↓
Why: user.profile is undefined
↓
Why: API didn't return profile
↓
Why: User ID was null
↓
Root cause: Login didn't set user ID in session

6. Implement Fix

Fix the root cause, not the symptom:

Bad fix (symptom):

// Just hide the error
const name = user?.profile?.name || 'Unknown';

Good fix (root cause):

// Ensure user ID is set on login
const login = async (credentials) => {
  const user = await authenticate(credentials);
  if (user) {
    session.userId = user.id; // Fix: Set user ID
    return user;
  }
  throw new Error('Invalid credentials');
};

7. Test the Fix

Verify it actually works:

1. Reproduce the original bug
2. Apply the fix
3. Try to reproduce again (should fail)
4. Test edge cases
5. Test related functionality
6. Run existing tests

8. Prevent Regression

Add a test so it doesn't come back:

test('login sets user ID in session', async () => {
  const user = await login({ email: 'test@example.com', password: 'pass' });
  
  expect(session.userId).toBe(user.id);
  expect(session.userId).not.toBeNull();
});

Debugging Techniques

Binary Search

Cut the problem space in half repeatedly:

// Does the bug happen before or after this line?
console.log('CHECKPOINT 1');
// ... code ...
console.log('CHECKPOINT 2');
// ... code ...
console.log('CHECKPOINT 3');

Rubber Duck Debugging

Explain the code line by line out loud. Often you'll spot the issue while explaining.

Print Debugging

Strategic console.logs:

console.log('Input:', input);
console.log('After transform:', transformed);
console.log('Before save:', data);
console.log('Result:', result);

Diff Debugging

Compare working vs broken:

  • What changed recently?
  • What's different between environments?
  • What's different in the data?

Time Travel Debugging

Use git to find when it broke:

git bisect start
git bisect bad  # Current commit is broken
git bisect good abc123  # This old commit worked
### Git will check out commits for you to test

Common Bug Patterns

Null/Undefined

// Bug
const name = user.profile.name;

// Fix
const name = user?.profile?.name || 'Unknown';

// Better fix
if (!user || !user.profile) {
  throw new Error('User profile required');
}
const name = user.profile.name;

Race Condition

// Bug
let data = null;
fetchData().then(result => data = result);
console.log(data); // null - not loaded yet

// Fix
const data = await fetchData();
console.log(data); // correct value

Off-by-One

// Bug
for (let i = 0; i <= array.length; i++) {
  console.log(array[i]); // undefined on last iteration
}

// Fix
for (let i = 0; i < array.length; i++) {
  console.log(array[i]);
}

Type Coercion

// Bug
if (count == 0) { // true for "", [], null
  
// Fix
if (count === 0) { // only true for 0

Async Without Await

// Bug
const result = asyncFunction(); // Returns Promise
console.log(result.data); // undefined

// Fix
const result = await asyncFunction();
console.log(result.data); // correct value

Debugging Tools

Browser DevTools

Console: View logs and errors
Sources: Set breakpoints, step through code
Network: Check API calls and responses
Application: View cookies, storage, cache
Performance: Find slow operations

Node.js Debugging

// Built-in debugger
node --inspect app.js

// Then open chrome://inspect in Chrome

VS Code Debugging

// .vscode/launch.json
{
  "type": "node",
  "request": "launch",
  "name": "Debug App",
  "program": "${workspaceFolder}/app.js"
}

When You're Stuck

  1. Take a break (seriously, walk away for 10 minutes)
  2. Explain it to someone else (or a rubber duck)
  3. Search for the exact error message
  4. Check if it's a known issue (GitHub issues, Stack Overflow)
  5. Simplify: Create minimal reproduction
  6. Start over: Delete and rewrite the problematic code
  7. Ask for help (provide context, what you've tried)

Documentation Template

After fixing, document it:

### Bug: Login timeout after 30 seconds

**Symptom:** Users get logged out immediately after login

**Root Cause:** Session cookie expires before auth check completes

**Fix:** Increased session timeout from 30s to 3600s in config

**Files Changed:**
- config/session.js (line 12)

**Testing:** Verified login persists for 1 hour

**Prevention:** Added test for session persistence

Key Principles

  • Reproduce first, fix second
  • Follow the evidence, don't guess
  • Fix root cause, not symptoms
  • Test the fix thoroughly
  • Add tests to prevent regression
  • Document what you learned

Related Skills

  • @systematic-debugging - Advanced debugging
  • @test-driven-development - Testing
  • @codebase-audit-pre-push - Code review

Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

Discussion

Questions & comments · 0

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