--- name: openclaw-cost-optimization version: 1.0.1 description: OpenClaw 成本优化 - 降低 AI API 支出技巧。适合：成本敏感用户、企业部署。 metadata: openclaw: emoji: "
Analyzes AWS infrastructure for cost savings. Right-sizing, Reserved Instances, Savings Plans, unused resources.
Add cheap model aliases to your OpenRouter setup for tasks from simple to complex, cutting API costs 50-90% without changing your default model.
Project manager and task delegation system. Use when you need to break down complex work into smaller tasks, assign appropriate AI models based on complexity, spawn sub-agents for parallel execution,
Optimize web performance and LLM API costs. Covers loading speed, runtime efficiency, resource optimization, and cost-aware LLM pipelines with model routing,...
Analyze and optimize cloud costs across AWS, Azure, and GCP. Use when evaluating cloud spending, identifying cost optimization opportunities, analyzing cloud...
A comprehensive AI model routing system that automatically selects the optimal model for any task. Set up multiple AI providers (Anthropic, OpenAI, Gemini, Moonshot, Z.ai, GLM) with secure API key sto
OpenClaw token cost reduction, performance tuning, and security hardening guide. Use when asked to optimize OpenClaw, reduce token costs, fix missing capabil...
Reduce OpenClaw token usage and API costs through smart model routing, heartbeat optimization, budget tracking, and native 2026.2.15 features (session prunin...
Use when designing cloud architectures, planning migrations, or optimizing multi-cloud deployments. Invoke for Well-Architected Framework, cost optimization,...
Design AWS architectures for startups using serverless patterns and IaC templates. Use when asked to design serverless architecture, create CloudFormation te...
Monitor, budget, and optimize AI API spending across any provider. Tracks every call, enforces budgets, detects waste, provides optimization recommendations.
Track, analyze, and optimize LLM API spending across providers (OpenAI, Anthropic, Google, DeepSeek, etc.). Use when the user asks about API costs, token usa...
Track, analyze, and optimize AI and infrastructure costs with budgeting, spend forecasts, token usage scans, and optimization suggestions.
Expertise-aware model router with semantic domain scoring, context-overflow protection, and security redaction. Automatically selects the optimal AI model using weighted expertise scoring (Feb 2026 be
Track AI API costs across OpenAI, Anthropic, Google AI with budget alerts, analytics, and optimization tips
OpenClaw-native API management and cost optimization. Multi-provider key management, real-time monitoring, smart routing, and automated failover.
Optimize Azure dev/test environment costs with auto-shutdown schedules and Dev/Test pricing enrollment
Real-time AI model capability tracking via leaderboards (LMSYS Arena, HuggingFace, etc.) for intelligent compute routing and cost optimization
Analyze multi-cloud spend data to identify waste, rightsizing, reserved instance savings, and generate a prioritized 90-day cost optimization roadmap.