AI Feedback Reporter

Audit AI-generated code against loaded skill rules before file writes.

Updated Mar 7, 2026
One-click install
npx skills add https://github.com/ntluong95/agent-skills-statistics --skill ai-feedback-reporter-ntluong95
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: AI Feedback Reporter
Source: https://github.com/ntluong95/agent-skills-statistics/tree/main/.github/skills/common/feedback-reporter
Command: npx skills add https://github.com/ntluong95/agent-skills-statistics --skill ai-feedback-reporter-ntluong95

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires agent-skills-standard, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill prevents the AI from violating established coding standards and best practices by auditing loaded skills before any file write operation occurs.

Core Features & Use Cases

  • Proactive Violation Detection: Automatically checks if planned code actions conflict with active skill rules.
  • Automated Reporting: If a violation is detected, it generates a detailed feedback report using a command-line tool.
  • Use Case: Before writing a new Flutter widget, the AI checks if any loaded skills prohibit hardcoded colors. If a violation is found, it automatically reports it and prompts for a fix, ensuring adherence to the flutter/theme-system skill.

Quick Start

Use the feedback reporter skill to audit your code changes before writing to any file.

Frequently Asked Questions about AI Feedback Reporter

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

FAQPage Schema
How do I prevent AI from writing code that violates established coding standards?

To prevent AI from writing code that violates coding standards, you can audit loaded skill rules against planned actions before any file write occurs. This pre-write checkpoint detects conflicts with skill anti-patterns and prompts for a fix.

How does automated code auditing work before a file write operation?

Automated code auditing works by intercepting planned file write operations to check them against active skill rules. If a violation is detected, it generates a detailed feedback report using a command-line tool to prompt for correction.

Can I check if planned code changes conflict with active skill rules before execution?

Yes, you can check if planned code changes conflict with active skill rules. The auditing mechanism evaluates actions against loaded skills before execution, automatically reporting violations and ensuring adherence to frameworks.

Does the pre-write code audit support multiple programming languages and frameworks?

Yes, the pre-write code audit supports multiple programming languages and frameworks. It ensures adherence to coding standards across various environments by validating actions against any loaded skill rules, such as theme system checks.

What happens when a skill compliance violation is detected during code generation?

When a skill compliance violation is detected during code generation, the system automatically generates a detailed feedback report using a CLI command. It then prompts for a fix to ensure the code adheres to the active rules.

Do I need the agent-skills-standard dependency to run violation reporting checks?

Yes, you need the agent-skills-standard dependency to run violation reporting checks. This standard provides the foundational skill rules and structure required to audit code actions and detect anti-patterns before writing files.