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- ✍️ AI Prompt Auditor
Works with the AI tools you already use
✍️ AI Prompt Auditor
Systematic audit for AI prompts to detect security flaws, bias, and cost-inefficiencies with auto-optimization.
$7
✍️ AI Prompt Auditor
Example session with this skill installed
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.'
- Read your context and instructions
- Compiled the ai prompt auditor
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.
Connects securely to your tools. The creator never sees your data.
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
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
Free skills download straight away. Paid skills unlock right after purchase.
- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
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- Passed all security checks, Safe to install