What is the Training-First principle?

It is the philosophy that every pull request should be used as training data to improve the AI's future performance and prevent recurring mistakes before any code fixes are applied.

Does this skill support automated bot feedback?

Yes, it extracts feedback from human reviewers as well as automated tools like ESLint, TypeScript compiler, Prettier, and CI/CD test results.

Where are the learnings stored?

All extracted data, raw feedback, and identified patterns are saved to a specific 'violet-brain' directory within your repository for persistent local access.

Will it create new branches for PR fixes?

No, the skill is designed to always update the original PR branch, ensuring that fixes are integrated directly into the existing workflow without creating orphaned PRs.

Violet PR Feedback & Learning Loop

Name: Violet PR Feedback & Learning Loop
Author: violetio

byvioletio

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협업 도구

Transforms pull request feedback into structured training data to continuously improve AI coding performance and code quality.

This skill implements a 'Training-First' PR review loop that goes beyond simple code fixes. It automatically extracts feedback from human reviewers, bots, and CI/CD results across 13 distinct categories, storing these insights in a persistent knowledge base called the Violet Brain. By analyzing patterns in PR comments and errors, the skill updates your project's standards and checklists, ensuring that the AI learns from every interaction to prevent recurring issues and align more closely with your team's specific architectural preferences.

주요 기능

011 GitHub stars

02Multi-stage review gates for extraction accuracy and brain updates

03Pattern recognition to update project-specific quality standards and checklists

0413-category feedback extraction from humans, bots, and CI/CD logs

05Knowledge integration into a Violet Brain for long-term AI learning

06Automatic code fixing on the original PR branch to maintain workflow integrity

사용 사례

01Analyzing CI/CD failures to build a preventive checklist for future PRs

02Automating the ingestion of reviewer comments to update project coding standards

03Maintaining a central repository of architectural decisions extracted from PR discussions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add violetio/violet-ai-plugins pr-feedback

For use in Claude.ai and ChatGPT

Download Skill