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AI Code Review Pipeline

CI/CD-integrated automated reviews

Built an automated code review system that integrates directly into the CI/CD pipeline. When a pull request is opened, the system analyzes the diff, generates inline comments with specific improvement suggestions, and assigns a star rating using a penalty-based scoring algorithm. Supports 10+ programming languages with language-specific review rules. Includes a fix verification mode that re-reviews after the developer addresses feedback.

10+

languages supported

Inline

PR comments

Auto

fix verification

★

penalty-based scoring

Architecture & Implementation

How it's built

01

Azure DevOps webhook integration for PR events

02

Diff parsing and chunking for targeted review

03

Language-specific rule engine with configurable severity

04

Penalty-based scoring algorithm for star ratings

05

Fix verification mode — re-reviews after developer changes

06

Inline comment threading on specific code lines