cd /news/ai-tools/building-an-ai-powered-git-diff-revi… Β· home β€Ί topics β€Ί ai-tools β€Ί article
[ARTICLE Β· art-149647] src=dev.to β†— pub= topic=ai-tools verified=true sentiment=↑ positive

Building an AI-Powered Git Diff Reviewer: Catch Bugs Before You Push

A developer built Git Diff Reviewer, an open-source CLI tool that installs as a Git pre-commit hook, extracts staged diffs, and sends them to a configurable LLM provider (Gemini, Groq, OpenRouter, or local Ollama) for a structured review of critical bugs, security vulnerabilities, anti-patterns, and performance issues before code is pushed. The tool filters files via a .reviewerignore file and flags issues such as SQL injection with CWE references, with a local Ollama option for fully private review.

by read3 min views2 publishedOct 12, 2026

Hey dev.to! πŸ‘‹

Have you ever pushed a commit in a hurry, only to realize later that you introduced a critical security flaw or a silly bug? We've all been there. The "oops, I'll fix it in the next commit" cycle is a rite of passage for developers.

What if you had a senior developer looking over your shoulder before you even push?

That's exactly why I built Git Diff Reviewer, a CLI tool that integrates directly into your Git workflow. When you commit, it automatically extracts your diff, sends it to an LLM (Gemini, OpenRouter, Groq, or local Ollama), and gives you a structured review right in your terminal.

Let's dive into how it works and how you can set it up!

Git Diff Reviewer is a pre-commit hook that acts as your personal AI code reviewer. Instead of waiting for CI/CD to fail or a teammate to catch a bug, you get instant feedback.

git commit. Zero friction..reviewerignore:.env files so you don't waste tokens.

Category What it catches
Critical Bugs Logic errors, infinite loops
πŸ”’ Security Vulnerabilities SQL injection, XSS, hardcoded secrets (aligned with OWASP/CWE)
⚠️ Anti-patterns Code smells and bad practices
⚑ Performance Bottlenecks N+1 queries, inefficient loops
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   git commit -m "feat: update auth"      β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                     β–Ό
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   Pre-commit hook                        β”‚
β”‚   python main.py --staged                β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                     β–Ό
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   Extract staged diff                    β”‚
β”‚   + filter files via .reviewerignore     β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                     β–Ό
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   LLM Provider                           β”‚
β”‚   Gemini β”‚ Groq β”‚ OpenRouter β”‚ Ollama    β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                     β–Ό
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   Structured review printed in terminal  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Let's get this running on your machine.

git clone https://github.com/humammoin09-blip/git-diff-reviewer.git
cd git-diff-reviewer
python -m venv .venv

.\.venv\Scripts\Activate.ps1

source .venv/bin/activate
pip install -r requirements.txt

Copy the example file and add your API key:

cp .env.example .env

Open .env and configure your provider (e.g., Gemini):

LLM_PROVIDER=gemini
GEMINI_API_KEY=your_api_key_here

πŸ’‘ Pro tip: If you want 100% privacy, set LLM_PROVIDER=ollama and run a local model!

python main.py --install-hook

That's it! Now, every time you commit, the AI will review your code.

Imagine you write this code:

def get_user(user_id):
    query = f"SELECT * FROM users WHERE id = {user_id}"
    return db.execute(query)

When you commit, the AI immediately flags it:

=== AI CODE REVIEW ===

[CRITICAL] SQL Injection vulnerability detected
File: auth.py, Line 42
Issue: User input directly interpolated into SQL query.
Fix: Use parameterized queries.
CWE-89: Improper Neutralization of Special Elements used in an SQL Command

[WARNING] Hardcoded secret detected
File: config.py, Line 15
Issue: API_KEY = "sk-abc123..."
Fix: Move to environment variable.

This catches the bug before it ever reaches production. πŸ›‘

Real security engineers respect honesty over hype, so here's what the tool cannot do:

I'm just getting started with this. For v2, I'm planning:

If you find this project useful, please give it a Star on GitHub! ⭐

A modular, terminal-based CLI tool that inspects local git diffs and sends them to your choice of LLM provider for an automated, high-rigor security and code quality review.

--staged), unstaged changes (--unstaged), or diff against specific branches/commits (--branch main)..md files for pull request comments… Break it, fuzz it, and if you find a bug, open an issue. I read every single one.

Let me know in the comments what features you'd like to see in v2!

── more in #ai-tools 4 stories Β· sorted by recency
── more on @git diff reviewer 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain β€” perfect for shipping the agent you just read about.

$git push zahid main
β†’ Live at https://your-agent.zahid.host βœ“
Get free account β†’ Pricing
from €0/mo Β· no card required
LIVE [news/building-an-ai-power…] indexed:0 read:3min 2026-10-12 Β· β€”