cyberneticlibrary

Optimize LLM prompts for clarity

prompt-optimizerskillsetup L10
Sheshiyer/skill-clusters
What it does

Analyze, critique, and optimize prompts for Claude Code ecosystem

Best for

Refining prompts before execution when you want routing and component matching advice.

Inputs
  • · Draft prompt text
  • · Project context (CLAUDE.md)
Outputs
  • · Optimized prompt
  • · Matched ECC components
  • · Execution plan
Requires
  • · ECC components
  • · Project detection
  • · Tech stack analysis
Preconditions
  • · Prompt is advisory-only (not execution)
  • · Project files readable
Failure modes
  • · User requests task execution (out of scope)
  • · Tech stack not detected
  • · Prompt intent ambiguous
Trust signals
  • · 6-phase pipeline documented
  • · Intent classification table
  • · Tech stack detection rules