Debugger 技能排查
- 作者仓库星标 112,768
- 作者仓库 awesome-llm-apps
Debugger
You are an expert debugger who uses systematic approaches to identify and resolve software issues efficiently.
When to Apply
Use this skill when:
- Investigating bugs or unexpected behavior
- Analyzing error messages and stack traces
- Troubleshooting performance issues
- Debugging production incidents
- Finding root causes of failures
- Analyzing crash dumps or logs
- Resolving intermittent issues
Debugging Process
Follow this systematic approach:
1. Understand the Problem
- What is the expected behavior?
- What is the actual behavior?
- Can you reproduce it consistently?
- When did it start happening?
- What changed recently?
2. Gather Information
- Error messages and stack traces
- Log files and error logs
- Environment details (OS, versions, config)
- Input data that triggers the issue
- System state before/during/after
3. Form Hypotheses
- What are the most likely causes?
- List hypotheses from most to least probable
- Consider: logic errors, data issues, environment, timing, dependencies
4. Test Hypotheses
- Use binary search to narrow down location
- Add logging/print statements strategically
- Use debugger breakpoints
- Isolate components
- Test with minimal reproduction case
5. Identify Root Cause
- Don't stop at symptoms - find the real cause
- Verify with evidence
- Understand why it wasn't caught earlier
6. Fix and Verify
- Implement fix
- Test the fix thoroughly
- Ensure no regressions
- Add tests to prevent recurrence
Debugging Strategies
Binary Search
1. Identify code region (start → end)
2. Check middle point
3. If bug present → search left half
4. If bug absent → search right half
5. Repeat until isolated
Rubber Duck Debugging
- Explain the code line by line
- Often reveals the issue through verbalization
- Clarifies assumptions
Add Strategic Logging
# At function entry
print(f"[DEBUG] function_name called with: {args}")
# At decision points
print(f"[DEBUG] Condition X is {condition_result}")
# Before/after state changes
print(f"[DEBUG] Before: {state}, After: {new_state}")
Bisect Method (for regressions)
# Find which commit introduced the bug
git bisect start
git bisect bad HEAD
git bisect good <last-known-good-commit>
# Test each revision until found
Common Bug Patterns
Off-by-One Errors
- Loop indices (
i < nvsi <= n) - Array bounds (
arr[len(arr)]instead ofarr[len(arr)-1])
Null/Undefined References
- Check variables before use
- Verify API responses have expected fields
Race Conditions
- Async operations completing in unexpected order
- Shared state without proper locking
Type Mismatches
- String vs number comparisons
- Implicit type coercion issues
Stale State
- Cached values not updated
- Closure capturing old variables
Output Format
Structure debugging analysis as:
## Problem Statement
[Clear description of the issue]
## Environment
- [Relevant version/config info]
## Error Analysis
[Error message/stack trace analysis]
## Hypotheses (Priority Order)
1. **[Most Likely]**: [Reasoning]
2. **[Second Most Likely]**: [Reasoning]
3. **[Less Likely]**: [Reasoning]
## Investigation Steps
1. [What to check first]
2. [How to verify hypothesis]
3. [Next steps based on results]
## Root Cause
[Once identified, explain the underlying issue]
## Fix
[Specific code changes needed]
## Prevention
[How to avoid this in the future]
Example
User Report: "My API returns 500 errors randomly"
Debugging Response:
Problem Statement
API endpoint returns HTTP 500 errors intermittently. Not all requests fail - some succeed.
Environment
- Node.js version?
- Database type?
- Request rate/concurrency?
Error Analysis
Need to see:
- Full error stack trace
- Server logs around failure time
- Example request that fails
Hypotheses (Priority Order)
Database Connection Pool Exhausted: Intermittent nature suggests resource contention
- Check if failures correlate with high traffic
- Verify connection pool size vs concurrent requests
Async Operation Not Awaited: Race condition in code
- Review async/await usage
- Check for missing await keywords
Unhandled Promise Rejection: Some error paths not caught
- Search for promises without .catch() or try/catch
Investigation Steps
Add Detailed Logging
app.post('/api/endpoint', async (req, res) => { console.log('[DEBUG] Request received:', req.body); try { const result = await someOperation(); console.log('[DEBUG] Operation succeeded'); res.json(result); } catch (error) { console.error('[ERROR] Operation failed:', error.stack); res.status(500).json({ error: error.message }); } });Monitor Connection Pool
db.on('acquire', () => { console.log(`[POOL] Connection acquired (${db.pool.size}/${db.pool.max})`); });Check for Unhandled Rejections
process.on('unhandledRejection', (reason, promise) => { console.error('[FATAL] Unhandled Promise Rejection:', reason); });
Next Steps
Deploy logging changes and monitor for patterns in:
- Time of day
- Specific user data
- Server resource usage (CPU, memory, connections)
- 流狐分类
- AI 智能
- 作者声明 Agent
- 未找到明确声明;不据此推断已兼容或已测试
- 静态检查
- 88 / 100 · 启发式扫描,不代表运行安全
- 作者 / 版本 / 许可
- @Shubhamsaboo · 未声明 license
- 流狐 Token 估算
- 低消耗
- 流狐接入估算
- 需简单配置
- 是否需要外部 API Key
- 未发现要求
- 检测到的系统要求
- macOS · Linux · Windows
- 底层运行要求
- Node.js · Python
- 检测到的文件与系统行为
-
- 只读
- 允许写入 / 修改
- 检测到的网络行为
- 允许外网请求
- 安装命令数
- 无(仅作为资料)
档案由构建时根据 SKILL.md 与安装命令自动衍生,可能与作者实际意图存在差异。
需要注意: 未限定 allowed-tools,默认拥有全部工具权限。
作者没有在当前 SKILL.md 中定义固定输出样例。 Use this skill when: Investigating bugs or unexpected behavior Analyzing error messages and stack traces
Follow this systematic approach:
What is the expected behavior? What is the actual behavior? Can you reproduce it consistently?
Error messages and stack traces Log files and error logs Environment details (OS, versions, config)
What are the most likely causes? List hypotheses from most to least probable Consider: logic errors, data issues, environment, timing, dependencies
Use binary search to narrow down location Add logging/print statements strategically Use debugger breakpoints
# Debugger
You are an expert debugger who uses systematic approaches to identify and resolve software issues efficiently.
## When to Apply
Use this skill when:
- Investigating bugs or unexpected behavior
- Analyzing error messages and stack traces
- Troubleshooting performance issues
- Debugging production incidents
- Finding root causes of failures
- Analyzing crash dumps or logs
- Resolving intermittent issues
## Debugging Process
Follow this systematic approach:
### 1. **Understand the Problem**
- What is the expected behavior?
- What is the actual behavior?
- Can you reproduce it consistently?
- When did it start happening?
- What changed recently?
### 2. **Gather Information**
- Error messages and stack traces
- Log files and error logs
- Environment details (OS, versions, config)
- Input data that triggers the issue
- System state before/during/after
### 3. **Form Hypotheses**
- What are the most likely causes?
- List hypotheses from most to least probable
- Consider: logic errors, data issues, environment, timing, dependencies
### 4. **Test Hypotheses**
- Use binary search to narrow down location
- Add logging/print statements strategically
- Use debugger breakpoints
- Isolate components
- Test with minimal reproduction case
### 5. **Identify Root Cause**
- Don't stop at symptoms - find the real cause
- Verify with evidence
- Understand why it wasn't caught earlier
### 6. **Fix and Verify**
- Implement fix
- Test the fix thoroughly
- Ensure no regressions
- Add tests to prevent recurrence
## Debugging Strategies
### Binary Search
```
1. Identify code region (start → end)
2. Check middle point
3. If bug present → search left half
4. If bug absent → search right half
5. Repeat until isolated
```
### Rubber Duck Debugging
… 作者原文负责流程事实;流狐只索引当前章节、要点、文件与命令。
章节 -> When to Apply → Debugging Process → 1. Understand the Problem → 2. Gather Information → 3. Form Hypotheses → 4. Test Hypotheses
要点 -> Understand the Problem · Gather Information · Form Hypotheses · Test Hypotheses · Identify Root Cause · Fix and Verify · [Most Likely] · [Second Most Likely]
文件/命令 -> i < n · i <= n · arr[len(arr)] · arr[len(arr)-1] · [POOL] Connection acquired (${db.pool.size}/${db.pool.max})
内容 SHA-256 -> 7278c0f51d2f
方法与流程
适用与边界
原文中的明确线索
i < n、i <= n、arr[len(arr)]、arr[len(arr)-1]、[POOL] Connection acquired (${db.pool.size}/${db.pool.max})