performance-analysis

Detect performance bottlenecks in Claude Flow swarm operations.

2|1|Updated Jul 24, 2025
One-click install
npx skills add https://github.com/breddin/claude-flow-baseline --skill performance-analysis-breddin
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: performance-analysis
Source: https://github.com/breddin/claude-flow-baseline/tree/main/.claude/skills/performance-analysis
Command: npx skills add https://github.com/breddin/claude-flow-baseline --skill performance-analysis-breddin

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solves? This Skill identifies and resolves performance bottlenecks in Claude Flow swarms, providing comprehensive analysis, real-time profiling, and AI-powered optimization recommendations to ensure your AI agents operate at peak efficiency.

Core Features & Use Cases

  • Bottleneck Detection: Pinpoint communication, processing, memory, and network bottlenecks with detailed impact assessment.
  • Performance Profiling: Monitor swarm operations in real-time and analyze historical data for performance trends and agent utilization.
  • Report Generation: Create detailed performance reports in HTML, JSON, or Markdown formats with actionable recommendations for improvement.
  • Use Case: Automatically detect a communication bottleneck in your development swarm, receive a recommendation to switch to a hierarchical topology, and apply the fix to reduce task completion times by 30-50%.

Quick Start

Detect performance bottlenecks in your current swarm

npx claude-flow bottleneck detect

Generate a comprehensive HTML performance report

npx claude-flow analysis performance-report --format html --include-metrics

Analyze and automatically apply fixes for detected issues with a 15% threshold

npx claude-flow bottleneck detect --fix --threshold 15

Frequently Asked Questions about performance-analysis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect performance bottlenecks in Claude Flow swarms?

Bottleneck detection identifies communication, processing, memory, and network constraints in your swarm operations. Run `npx claude-flow bottleneck detect` to pinpoint performance issues with detailed impact assessment across all domains.

Can I analyze historical performance data and trends in my swarm operations?

Performance profiling captures real-time and historical swarm operation metrics to reveal trends and agent utilization patterns. Use `npx claude-flow analysis performance-report` to generate comprehensive reports with actionable optimization recommendations.

What formats can performance reports be exported in?

Performance reports support HTML, JSON, and Markdown formats for flexible integration into your workflows. Use the `--format` flag to specify output type and `--include-metrics` to embed detailed performance data.

How do I automatically fix detected performance issues in my swarm?

Automated optimization applies fixes to detected bottlenecks based on a configurable threshold. Run `npx claude-flow bottleneck detect --fix --threshold 15` to automatically resolve issues and improve task completion times.

What kinds of bottlenecks can be detected in swarm communication and processing?

The profiler detects bottlenecks across communication protocols, processing latency, memory constraints, and network throughput. Each bottleneck includes impact assessment and topology-specific recommendations like switching to hierarchical architectures.

Do I need to configure time ranges and thresholds for performance analysis?

Performance analysis supports configurable time ranges and thresholds to match your monitoring requirements. Customize detection sensitivity and reporting windows to focus on critical performance metrics relevant to your swarm scenarios.