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Get Started Free →This skill should be used when the user asks to "debug this", "fix this error", "investigate this bug", "troubleshoot this issue", "find the problem", "something is broken", "this isn't working", "why is this failing", or reports errors/exceptions/bugs. Provides systematic debugging workflow and common error patterns.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 105% | 0% |
| case-02 | ✓→✗ | ▼ Worse | 82% | 0% |
| case-20 | ✓→✗ | ▼ Worse | 16% | 0% |
| case-12 | ✓→✓ | = Same ✓ | 91% | 0% |
| case-19 | ✓→✓ | = Same ✓ | 135% | 0% |
A systematic debugging workflow for investigating and resolving code errors, exceptions, and failures. Provides structured debugging methods and common error pattern recognition.
Debugging is a scientific problem-solving process that requires:
Before starting to debug, clarify the following information:
Required information to collect:
Question template:
1. What is the exact error message?
2. Which file and line does the error occur at?
3. How can this issue be reproduced? Provide detailed steps.
4. What was the expected result? What actually happened?
5. What recent changes might have introduced this issue?Choose a debugging strategy based on error type:
| Error Type | Characteristics | Debugging Method | |-----------|----------------|-----------------| | Syntax Error | Code cannot be parsed | Check syntax, bracket matching, quotes | | Import Error | ModuleNotFoundError | Check module installation, path config | | Type Error | TypeError | Check data types, type conversions | | Attribute Error | AttributeError | Check if object attribute exists | | Key Error | KeyError | Check if dictionary key exists | | Index Error | IndexError | Check list/array index range | | Null Reference | NoneType/NullPointerException | Check if variable is None | | Network Error | ConnectionError/Timeout | Check network connection, URL, timeout settings | | Permission Error | PermissionError | Check file permissions, user permissions | | Resource Error | FileNotFoundError | Check if file path exists |
Use the following methods to locate the issue:
1. Binary Search Method
2. Log Tracing
3. Breakpoint Debugging
4. Stack Trace Analysis
Hypothesis framework:
Hypothesis: [problem description] causes [error phenomenon]
Verification steps:
1. [verification method 1]
2. [verification method 2]
Expected results:
- If hypothesis is correct: [expected phenomenon]
- If hypothesis is wrong: [expected phenomenon]After fixing, verify:
is for String Comparisonsuper().__init__()this Binding Issuesbash# ❌ No spaces allowed in assignment name = "John" # Error: tries to run 'name' command # ✅ Correct assignment name="John" # ❌ Missing spaces in conditional test if[$name -eq 1]; then # Error # ✅ Correct if [ $name -eq 1 ]; then
bash# ❌ Variables not expanded inside single quotes echo 'The value is $var' # Output: The value is $var # ✅ Use double quotes echo "The value is $var" # Output: The value is actual_value # ❌ Using backticks for command substitution (confusing) result=`command` # ✅ Use $() result=$(command)
bash# ❌ Unquoted variable, empty value causes errors rm -rf $dir/* # If dir is empty, deletes all files in current directory # ✅ Always quote variables [ -n "$dir" ] && rm -rf "$dir"/* # Or use set -u to prevent undefined variables set -u # or set -o nounset
bash# ❌ Pipe creates subshell, outer variable unchanged cat file.txt | while read line; do count=$((count + 1)) # Outer count won't change done echo "Total: $count" # Outputs 0 # ✅ Use process substitution or redirection while read line; do count=$((count + 1)) done < file.txt echo "Total: $count" # Correct output
bash# ❌ Incorrect array access arr=(1 2 3) echo $arr[1] # Outputs 1[1] # ✅ Correct array access echo ${arr[1]} # Outputs 2 echo ${arr[@]} # Outputs all elements echo ${#arr[@]} # Outputs array length
bash# ✅ Use `=` inside POSIX `[` tests and `==` inside Bash `[[ ]]` tests if [ "$name" = "John" ]; then if [[ "$name" == "John" ]]; then # ❌ Using -eq for numeric comparison instead of = if [ $age = 18 ]; then # Wrong # ✅ Use arithmetic operators for numeric comparison if [ $age -eq 18 ]; then if (( age == 18 )); then
bash# ❌ Execution continues after command failure cd /nonexistent rm file.txt # Deletes file.txt in current directory # ✅ Use set -e to exit on error set -e # or set -o errexit cd /nonexistent # Script exits here rm file.txt # Or check if command succeeded cd /nonexistent || exit 1
bashpython -m pdb script.py pytest -x -vv tests/test_target.py
bashnode --inspect-brk app.js node --trace-warnings app.js
bashgit bisect start git bisect bad git bisect good <known-good-commit>
bash# Run script in debug mode bash -x script.sh # Print each command bash -v script.sh # Print command source bash -n script.sh # Syntax check, no execution # Enable debugging within a script set -x # Enable command tracing set -v # Enable verbose mode set -e # Exit on error set -u # Error on undefined variables set -o pipefail # Fail if any command in pipe fails
For detailed debugging techniques and patterns:
references/python-errors.md - Python error detailsreferences/javascript-errors.md - JavaScript/TypeScript error detailsreferences/shell-errors.md - Bash/Zsh script error detailsreferences/debugging-tools.md - Debugging tools usage guidereferences/common-patterns.md - Common error patternsWorking debugging examples:
examples/debugging-workflow.py - Complete debugging workflow exampleexamples/error-handling-patterns.py - Error handling patternsexamples/debugging-workflow.sh - Shell script debugging exampleOther measured skills in the registry, with their headline benchmark lift.