V3 Performance Engineer
技能 已验证 活跃Agent skill for v3-performance-engineer - invoke with $agent-v3-performance-engineer
To achieve and validate industry-leading performance improvements for Claude Flow v3 by focusing on Flash Attention, AgentDB optimization, and comprehensive system benchmarking.
功能
- Validates aggressive performance targets
- Optimizes Claude Flow v3 components
- Performs comprehensive benchmarking
- Stores performance patterns
- Checks for necessary tools like npm and node
使用场景
- When needing to achieve aggressive performance targets for Claude Flow v3
- To validate improvements in Flash Attention speedup
- To benchmark and optimize AgentDB search performance
- To monitor and reduce memory usage and startup times
非目标
- General code refactoring or debugging
- Functional testing of agent logic
- User-facing command execution outside of performance validation
工作流
- Start V3 Performance Engineer optimization mission.
- Check for necessary tools (npm, node).
- Validate aggressive performance targets (Flash Attention, AgentDB Search, Memory Usage, Startup Time, SONA Learning).
- Store performance patterns using agentic-flow.
安装
npx skills add ruvnet/ruflo通过 npx 运行 Vercel skills CLI(skills.sh)— 需要本地安装 Node.js,以及至少一个兼容 skills 的智能体(Claude Code、Cursor、Codex 等)。前提是仓库遵循 agentskills.io 格式。
质量评分
已验证类似扩展
Performance Analysis
100Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms
Deepinit
100Deep codebase initialization with hierarchical AGENTS.md documentation
Benchmark
100Performance regression detection using the browse daemon. Establishes baselines for page load times, Core Web Vitals, and resource sizes. Compares before/after on every PR. Tracks performance trends over time. Use when: "performance", "benchmark", "page speed", "lighthouse", "web vitals", "bundle size", "load time". (gstack) Voice triggers (speech-to-text aliases): "speed test", "check performance".
MongoDB Connection Optimizer
100为任何支持的驱动程序语言优化 MongoDB 客户端连接配置（池、超时、模式）。在处理/更新/审查实例化或配置 MongoDB 客户端（例如，调用 `connect()` 时）、配置连接池、对连接错误（ECONNREFUSED、超时、池耗尽）进行故障排除、优化与连接相关的性能问题时，请使用此技能。这包括构建具有 MongoDB 的无服务器函数、创建使用 MongoDB 的 API 端点、优化高流量 MongoDB 应用程序、创建长期运行任务和并发性，或调试与连接相关的失败等场景。
Sql Optimization
100Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Provides execution plan analysis, pagination optimization, batch operations, and performance monitoring guidance.
Core Web Vitals
100优化核心 Web 指标（LCP、INP、CLS），以获得更好的页面体验和搜索排名。当被要求“改进核心 Web 指标”、“修复 LCP”、“减少 CLS”、“优化 INP”、“页面体验优化”或“修复布局偏移”时使用。