analyze-prompt-influence

Compare system prompts with code enforcement to identify control gaps.

1|1|Updated Apr 7, 2026
One-click install
npx skills add https://github.com/quangphu1912/codebase-analyzer --skill analyze-prompt-influence
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: analyze-prompt-influence
Source: https://github.com/quangphu1912/codebase-analyzer/tree/main/skills/analyze-prompt-influence
Command: npx skills add https://github.com/quangphu1912/codebase-analyzer --skill analyze-prompt-influence

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

Analyze how prompts drive system behavior and detect potential vulnerabilities.

Core Features & Use Cases

  • Prompt vs Code Comparison: Compare system prompts to actual code enforcement, revealing any gaps.
  • Gap Analysis Methodology: Analyze gaps between prompt instructions and code enforcement, identifying control architecture and vulnerabilities.
  • Behavioral Dimension Mapping: Evaluate prompt controls and code enforcement across various dimensions like tool usage, response style, and safety.

Quick Start

Analyze the prompt influence for the given application with the analyze-prompt-influence skill.

Frequently Asked Questions about analyze-prompt-influence

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I identify control gaps between system prompts and actual code enforcement?

Prompt influence analysis compares system prompts against actual code enforcement to reveal control gaps. It evaluates specific dimensions like tool usage, response style, and safety to detect vulnerabilities where instructions fail to drive system behavior.

What is prompt influence analysis in system behavior evaluation?

Prompt influence analysis evaluates how system prompts drive application behavior by mapping controls across dimensions like tool usage, safety, and capabilities. It checks for vulnerabilities by comparing prompt instructions against actual code enforcement.

How do I analyze system prompts for safety and tool usage vulnerabilities?

Analyze system prompts for safety and tool usage vulnerabilities by mapping behavioral dimensions and comparing them against code enforcement. This reveals control gaps where prompt instructions lack actual implementation backing.

Can I compare two system prompts to find differences in their control architecture?

Yes, you can perform prompt comparison to analyze differences in control architecture. This evaluates how specific dimensions like capability and response style are enforced, revealing behavioral gaps and potential vulnerabilities across prompts.

What are the limitations of relying on system prompts for code enforcement?

Relying on system prompts for code enforcement creates vulnerabilities when instructions lack actual implementation backing. Gap analysis reveals these control gaps where prompt-directed behaviors fail to enforce safety or tool usage constraints.