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✍️ AI Prompt Auditor
Systematic audit for AI prompts to detect security flaws, bias, and cost-inefficiencies with auto-optimization.
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See it in action
You say
Audit this system prompt for a recruitment agent: 'Act as a helpful recruiter. Review resumes for our dev team. Always prefer young, dynamic candidates who fit our male-dominated culture.'
Your agent does
Score: 42/100 🔴 CRITICAL: Age & Gender Bias (PROMPT-BIAS-001). Vulnerable: "young, dynamic", "male-dominated". Fix: Use "qualified candidates regardless of background." Security: No Instruction Hierarchy found. Cost: 15% redundant tokens. Optimized version generated in /optimized.
What you get
About this skill
Professional Prompt Engineering Quality Control
Deploying AI agents without a rigorous audit is a liability. The AI Prompt Auditor is a comprehensive security and optimization skill designed for developers, AI agencies, and compliance teams who need to move beyond "vibes-based" prompting to engineering excellence.
What it does
This skill performs a multi-dimensional analysis of your LLM prompts, identifying vulnerabilities and inefficiencies that manual reviews miss. It evaluates five core pillars:
- Security & Jailbreaking: Tests against 10 attack vectors like role-escape and instruction override.
- Bias Detection: Scans for gender, cultural, and socioeconomic biases in system instructions.
- Cost Efficiency: Identifies redundant tokens and calculates potential savings (typical 30-50%).
- Effectiveness: Checks for instruction hierarchy, clarity, and measurable constraints.
- Hallucination Risk: Spots phrasing that triggers model speculation over factual grounding.
The Output
You receive a structured Audit Report featuring a global quality score (0-100), a prioritized matrix of critical-to-info issues, and a fully refactored "Optimized Version" of your prompt ready for production. It bridges the gap between raw prompting and enterprise-grade AI safety.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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