# Performance Bottleneck Analysis
## Purpose
Identify and resolve performance bottlenecks in your development workflow.
## Automated Analysis
### 1. Real-time Detection
The post-task hook automatically analyzes:
- Execution time vs. complexity
- Agent utilization rates
- Resource constraints
- Operation patterns
### 2. Common Bottlenecks
**Time Bottlenecks:**
- Tasks taking > 5 minutes
- Sequential operations that could parallelize
- Redundant file operations
**Coordination Bottlenecks:**
- Single agent for complex tasks
- Unbalanced agent workloads
- Poor topology selection
**Resource Bottlenecks:**
- High operation count (> 100)
- Memory constraints
- I/O limitations
### 3. Improvement Suggestions
```
Tool: mcp__claude-flow__task_results
Parameters: {"taskId": "task-123", "format": "detailed"}
Result includes:
{
"bottlenecks": [
{
"type": "coordination",
"severity": "high",
"description": "Single agent used for complex task",
"recommendation": "Spawn specialized agents for parallel work"
}
],
"improvements": [
{
"area": "execution_time",
"suggestion": "Use parallel task execution",
"expectedImprovement": "30-50% time reduction"
}
]
}
```
## Continuous Optimization
The system learns from each task to prevent future bottlenecks!