IgniteDX-AIGitHubPRReviewer

ProductIgniteDX
RoleUI/UX Designer - Developer
Date2026
Visit SiteWebsite
SaaSUI/UX DesignAI LLMSupabaseProduct designWebMVP
IgniteDX - AI GitHub PR Reviewer Cover

Background

IgniteDX is an AI-powered GitHub pull request reviewer that helps teams catch issues before code reaches QA or production. It reviews PRs automatically when they are opened or updated and delivers structured, actionable feedback directly inside GitHub.

It solves slow feedback loops caused by limited QA capacity, delayed testing cycles, and human oversight. By flagging bugs, edge cases, security risks, performance concerns, and maintainability issues early, IgniteDX helps teams ship faster with better quality.

It does not replace developers or QA teams. Instead, IgniteDX helps them focus on higher-value review work by reducing avoidable issues earlier in the development flow.

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Project Overview

IgniteDX is an AI-powered GitHub pull request reviewer built to catch issues before code reaches QA or production, helping teams reduce slow feedback loops and ship with more confidence. Building it required solving challenges such as handling large PRs within model limits, understanding diffs across multiple files, reducing false positives, managing webhook reliability and rate limits, and designing prompts that produce specific, useful feedback instead of generic noise.

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Tech Stack & Architecture

Frontend

  • ReactJS
  • TypeScript
  • TailwindCSS

Backend

  • Node.js
  • Supabase (PostgreSQL + Edge Functions)

Integrations

  • GitHub OAuth
  • GitHub Webhooks

AI

  • OpenRouter API
  • Google Gemini AI models

Infrastructure

  • Severless architecture with queued processing

Security

  • Webhook verification
  • Scoped OAuth permissions

My Role

I designed and built IgniteDX end-to-end as a solo developer, from product ideation and system architecture to frontend, backend, AI prompt design, GitHub integrations, and UX. The project reflects a strong focus on developer experience, maintainability, and solving real workflow problems. It serves both as a functional product and as a demonstration of how I build developer-focused platforms from discovery to execution.

Development web app

I design structured platform interfaces that make complex information easier to scan, prioritize, and act on. This screen highlights my focus on information architecture, consistent UI systems, and clear visual organization for data-rich products.

I design structured platform interfaces that make complex information easier to scan, prioritize, and act on. This screen highlights my focus on information architecture, consistent UI systems, and clear visual organization for data-rich products.

Development web app Screenshot 3
Development web app Screenshot 2
My work includes designing and implementing integrations that bridge internal product experiences with established external platforms. Here, I focused on connecting GitHub pull request and review workflows into the platform in a way that feels organized, contextual, and technically solid.

My work includes designing and implementing integrations that bridge internal product experiences with established external platforms. Here, I focused on connecting GitHub pull request and review workflows into the platform in a way that feels organized, contextual, and technically solid.