AI Code Reviewer

AI-powered Python code reviewer using state-of-the-art language models — finds bugs, security issues and fixes them instantly.

Features

🔴 Security Detection — finds vulnerabilities like hardcoded secrets, SQL injection, unsafe eval
🟡 Bug Detection — catches logic errors, runtime crashes, operator bugs, bad practices
🔵 Code Quality — suggests improvements for cleaner, more maintainable code
✨ One-Click Fix — apply all AI-suggested fixes with a single click
🚀 PR Simulation — push AI-fixed files directly to GitHub with an auto-generated commit message

Open any .py file in VS Code
Click the ▶ AI: Review Code button in the editor toolbar (or open Command Palette → AI: Review Code)
View issues highlighted with color-coded severity underlines
Click Quick Fix → ✨ Apply AI Fix (Full File) to fix the entire file instantly
(Optional) Click $(git-pull-request) Push to GitHub to simulate a PR with an AI-generated commit message

Color	Meaning
🔴 Red	Security vulnerabilities (hardcoded secrets, SQL injection, eval)
🟡 Yellow	Logic bugs, runtime errors, operator mistakes
🔵 Blue	Code quality issues, unused imports, style suggestions

The extension uses a multi-stage analysis pipeline:

AST Parser — detects structural issues: long functions, bad variable names, argument count
Pylint — code quality and PEP8 style checking
Bandit — security vulnerability scanning
Radon — cyclomatic complexity measurement

CodeBERT — transformer-based model for semantic code understanding and security analysis
CodeT5+ — code-aware model for generating intelligent fix suggestions
LLM Reasoning Layer — deep analysis for logic bugs, missing error handling, and bad practices

All stages are orchestrated by an Analysis Engine that merges results, resolves conflicts, and returns precise line-level diagnostics.

After applying AI fixes, the extension can:

Automatically generate a meaningful Git commit message based on the issues fixed
Show it in an editable input box so you can review or modify it
Run git add → git commit → git push directly to your repository

This simulates a real-world CI/CD code review pipeline where an AI bot reviews and commits fixes before a pull request is opened.

Setting	Description	Default
`aiReviewer.backendUrl`	Backend API URL	`https://ai-code-reviewer-f1mo.onrender.com`

You can change the backend URL via: File → Preferences → Settings → Search "AI Reviewer"

Component	Technology
VS Code Extension	TypeScript
Backend Server	Python, FastAPI, Uvicorn
AI Models	CodeBERT, CodeT5+
Static Analysis	Pylint, Bandit, Radon, Python AST
Deployment	Render