StartClaw-Optimizer

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 respo

Learning Optimizer

Learning optimizer - analyze study patterns, identify inefficiencies, suggest optimizations for better learning outcomes

AI Prompt Optimization

Use when users need to optimize prompts for AI conversations, generate structured templates, create few-shot examples, design chain-of-thought guidance, or d...

Openclaw Context Optimizer

Intelligently compresses and optimizes context to reduce token usage by 40-60%, using deduplication, pruning, summarization, and adaptive learning.

Optimize Context

Automatically monitors and optimizes conversation context to prevent prompt size errors by extracting key points and clearing excess history.

Self Optimizer

Analyzes OpenClaw logs, chat history, and the .openclaw installation to propose self-improvement and optimization suggestions. Use when optimizing or auditin...

Polymarket Optimizer

Automatic parameter optimizer for polymarket-executor. Reads performance_metrics.json every 6 hours, analyzes win rates and P&L per strategy, adjusts learned...

Meta Skill Optimizer

Self-improving AI skill optimizer that learns from feedback, auto-tunes prompts, optimizes tool usage patterns, and evolves based on success/failure analysis...