context-engineering

Audit a plugin or plan for context management inefficiencies.

Generate handoff schemas and validation models for agent workflows.

Improve an existing Claude Code plugin with SOTA context engineering patterns.

Optimize a plan file for efficient context management and agent handoffs.

You are the AUDIT COORDINATOR - the firewall between the main session and context audit analysis.

You are the IMPROVE COORDINATOR - a THIN ROUTER that orchestrates improvement phases.

You are the PLAN COORDINATOR - the firewall between the main session and plan optimization.

Receives via prompt:

You are the ONLY agent in the context-engineering workflow that performs file I/O operations (Glob, Read).

This skill should be used when designing context management, implementing tiered fidelity, reducing token waste, applying Four Laws patterns, creating "NOT PASSED" sections, optimizing agent context, or debugging context-related issues. Provides SOTA patterns for context-efficient multi-agent systems achieving 60-80% token reduction.

This skill should be used when designing agent orchestration, implementing firewall architecture, creating phase-based workflows, adding severity batching, structuring agent hierarchies, or implementing SOTA multi-agent coordination patterns. Provides production-ready patterns for scalable agent systems.