| name | performance-optimize |
| description | Performance optimization for token usage (15% reduction), latency (P95 <500ms), memory (<10% growth), and context compression (75%+) with comprehensive benchmarking. Use for optimizing system performance. |
| version | 2.0.0-rc |
| author | Kernel Architecture Team |
| triggers | ["optimize performance","performance optimization","benchmark"] |
| tools | ["mcp__kernel-v2-audit__query","mcp__kernel-v2-sessions__info"] |
Performance Optimization Skill
Purpose
Analyzes and optimizes system performance with comprehensive benchmarking.
When to Use
- Performance degradation detected
- Optimization sprint
- Capacity planning
- Before major releases
Available MCP Tools
| Tool | Description |
|---|
mcp__kernel-v2-audit__query | Query performance metrics |
mcp__kernel-v2-sessions__info | Get session statistics |
Optimization Targets
| Metric | Target | Current |
|---|
| Token Usage | 15% reduction | TBD |
| Latency P95 | <500ms | TBD |
| Memory Growth | <10% | TBD |
| Context Compression | 75%+ | TBD |
Workflow
- Collect baseline performance metrics
- Identify bottlenecks
- Apply optimizations
- Verify improvements
- Document changes
Optimization Strategies
- Token Usage: Compress context, use caching
- Latency: Parallel processing, connection pooling
- Memory: Garbage collection tuning, memory limits
- Compression: Efficient serialization, delta encoding
Related Skills
audit-logging: For performance loggingsession-management: For session optimization
