Master optimization system - APPLIES TO EVERY RESPONSE. Before responding, classify task complexity (simple question vs analysis vs coding). Use Haiku for simple/navigation/extraction/status. Use Sonnet ONLY for writing/analysis/planning/debugging. Monitor context size - if >50k tokens, recommend /compact. For automations, use scheduler wrapper. Never load full conversation history for simple tasks. Heartbeats always Haiku, single-line only. Never use Opus. This skill MUST run before every response to prevent 100k+ token bloat.
数据来源:ClawHub。 在 ClawSkills 查看
选择你使用的 Agent
方法一:命令行安装(推荐)
推荐(无需提前安装 clawhub)
npx clawhub@latest --dir ~/.claude/skills install startclaw-optimizer或使用 clawhub CLI(需提前安装)
clawhub --dir ~/.claude/skills install startclaw-optimizer⚠️ 需要 Node.js 18+,没有 Node?请使用下方方法二直接下载 ZIP。 安装 Node.js →
方法二:手动下载安装(无需 Node)
下载 ZIP,解压后将文件夹放到以下路径,重启 Agent 即可:
安装路径
~/.claude/skills/startclaw-optimizer/💡解压后将文件夹放到上方路径,重启 Agent 即可生效
The OpenClaw Optimizer is a comprehensive performance and cost optimization skill designed to enhance the efficiency of Clawdbot's subagent workflows.
Before Optimization: $90/day After Optimization: $3-5/day Savings: 95%
npm install @startclaw/openclaw-optimizer
const { TaskRouter, OptimizerScheduler, BrowserGovernor } = require('@startclaw/openclaw-optimizer');
const router = new TaskRouter();
const scheduler = new OptimizerScheduler();
const browserGovernor = new BrowserGovernor();
// Automatic model and cost optimization
const modelSelection = router.selectModel(taskDescription);
await scheduler.execute(task, modelSelection);
# Real-time dashboard
python3 scripts/dashboard.py watch
StartClaw Internal Use License
安装 StartClaw-Optimizer 后,可以对 AI 说这些话来触发它
Help me get started with StartClaw-Optimizer
Explains what StartClaw-Optimizer does, walks through the setup, and runs a quick demo based on your current project
Use StartClaw-Optimizer to master optimization system - APPLIES TO EVERY RESPONSE
Invokes StartClaw-Optimizer with the right parameters and returns the result directly in the conversation
What can I do with StartClaw-Optimizer in my developer & devops workflow?
Lists the top use cases for StartClaw-Optimizer, with example commands for each scenario
将技能文件夹放到 ~/.claude/skills/startclaw-optimizer/ 目录(个人级,所有项目可用),或 .claude/skills/startclaw-optimizer/(项目级)。重启 AI 客户端后,用 /startclaw-optimizer 主动调用,或让 AI 根据上下文自动发现并使用。
StartClaw-Optimizer 支持 Claude、Cursor、OpenClaw,可与这些 AI 平台无缝集成,扩展其能力。
StartClaw-Optimizer 可免费安装使用。请查阅仓库了解许可证信息。
Master optimization system - APPLIES TO EVERY RESPONSE. Before responding, classify task complexity (simple question vs analysis vs coding). Use Haiku for simple/navigation/extraction/status. Use Sonnet ONLY for writing/analysis/planning/debugging. Monitor context size - if >50k tokens, recommend /compact. For automations, use scheduler wrapper. Never load full conversation history for simple tasks. Heartbeats always Haiku, single-line only. Never use Opus. This skill MUST run before every response to prevent 100k+ token bloat.
Automate my developer & devops tasks using StartClaw-Optimizer
Identifies repetitive steps in your workflow and sets up StartClaw-Optimizer to handle them automatically
StartClaw-Optimizer 属于「Developer & DevOps」分类,该分类的技能帮助 AI 智能体在此领域执行专业任务。