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context-optimization

@athola/claude-night-market
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SKILL.md

name context-optimization
description Reduce context usage with MECW principles (keep under 50% of total window). Triggers: context pressure, token usage, MECW, context window, optimization, decomposition, workflow splitting, context management, token optimization Use when: context usage approaches 50% of window, tasks need decomposition, complex multi-step operations planned, context pressure is high DO NOT use when: simple single-step tasks with low context usage. DO NOT use when: already using mcp-code-execution for tool chains. Use this skill BEFORE starting complex tasks. Check context levels proactively.
category conservation
token_budget 150
progressive_loading true

Context Optimization Hub

Quick Start

Orchestrate specialized modules for context optimization:

  • mecw-principles: MECW theory and the 50% context rule
  • mecw-assessment: Context analysis and risk identification
  • subagent-coordination: Workflow decomposition and delegation

When to Use

  • Automatic: Keywords: context, tokens, optimization, MECW
  • MECW Threshold: When context usage approaches 50% of total window size
  • Complex Tasks: For tasks requiring multiple steps or detailed analysis

Core Hub Responsibilities

  1. Assess context pressure and MECW compliance
  2. Route to appropriate specialized modules
  3. Coordinate subagent-based workflows
  4. Manage token budget allocation across modules
  5. Synthesize results from modular execution

Module Selection Strategy

def select_optimal_modules(context_situation, task_complexity):
    if context_situation == "CRITICAL":
        return ['mecw-assessment', 'subagent-coordination']
    elif task_complexity == 'high':
        return ['mecw-principles', 'subagent-coordination']
    else:
        return ['mecw-assessment']

Context Classification

Utilization Status Action
< 30% LOW Continue normally
30-50% MODERATE Monitor, apply principles
> 50% CRITICAL Immediate optimization required

Integration Points

  • Token Conservation: Receives usage strategies, returns MECW-compliant optimizations
  • CPU/GPU Performance: Aligns context optimization with resource constraints
  • MCP Code Execution: Delegates complex patterns to specialized MCP modules

Detailed Resources

For implementation details:

  • MECW Theory: See modules/mecw-principles.md for core concepts and 50% rule
  • Context Analysis: See modules/mecw-assessment.md for risk identification
  • Workflow Delegation: See modules/subagent-coordination.md for decomposition patterns