prompt-optimization-analyzer
CommunityDiagnose and optimize AI prompts for peak performance.
Software Engineering#anti-patterns#prompt engineering#token efficiency#AI optimization#AI reliability#prompt analysis#skill debugging
Authorauldsyababua
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill acts as an active diagnostic tool to identify inefficiencies, anti-patterns, and token waste in AI prompts. it helps users understand why their skills might not be triggering correctly, are too verbose, or produce inconsistent results, ultimately saving on token costs and improving AI reliability.
Core Features & Use Cases
- Comprehensive Prompt Analysis: Evaluates prompts for trigger patterns, token efficiency, anti-patterns (ambiguity, conflicts), clarity, structure, and example quality.
- Actionable Optimization Suggestions: Provides specific, prioritized recommendations with before/after examples to reduce token usage and improve prompt effectiveness.
- Debugging & Reliability: Helps debug why skills aren't triggering or are behaving unexpectedly, enhancing overall AI agent reliability.
- Use Case: A user has a complex skill that's consuming too many tokens and sometimes fails to trigger. This skill can analyze the prompt, pinpoint redundant sections, suggest clearer trigger phrases, and provide a rewritten, more efficient version.
Quick Start
Analyze the attached 'my-skill-prompt.md' for optimization opportunities and provide a detailed report.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: prompt-optimization-analyzer Download link: https://github.com/auldsyababua/instructor-workflow/archive/main.zip#prompt-optimization-analyzer Please download this .zip file, extract it, and install it in the .claude/skills/ directory.