context-optimization

name	context-optimization
description	Optimize context window via MECW principles, memory tiering, and subagent coordination.
alwaysApply	false
category	conservation
token_budget	150
progressive_loading	true
modules	["modules/context-waiting.md","modules/findings-format.md","modules/mecw-assessment.md","modules/mecw-principles.md","modules/memory-tiers.md","modules/session-routing.md","modules/subagent-coordination.md"]
hooks	{"PreToolUse":[{"matcher":"Read","command":"echo \"[skill:context-optimization] 📊 Context analysis started: $(date)\" >> ${CLAUDE_CODE_TMPDIR:-/tmp}/skill-audit.log\n","once":true}],"PostToolUse":[{"matcher":"Bash","command":"# Track context analysis tools\nif echo \"$CLAUDE_TOOL_INPUT\" | grep -qE \"(wc|tokei|cloc|context)\"; then\n echo \"[skill:context-optimization] Context measurement executed: $(date)\" >> ${CLAUDE_CODE_TMPDIR:-/tmp}/skill-audit.log\nfi\n"}],"Stop":[{"command":"echo \"[skill:context-optimization] === Optimization completed at $(date) ===\" >> ${CLAUDE_CODE_TMPDIR:-/tmp}/skill-audit.log\n# Could export: context pressure events over time\n"}]}
model_hint	standard
role	hook-target

Table of Contents

• When to Use
• Core Hub Responsibilities
• Module Selection Strategy
• Context Classification
• Integration Points
• Resources

Context Optimization Hub

When To Use

• Threshold Alert: When context usage approaches 50% of the window.
• Complex Tasks: For operations requiring multi-file analysis or long tool chains.

When NOT To Use

• Simple single-step tasks with low context usage
• Already using mcp-code-execution for tool chains

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