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DevPilot Engineering Intelligence
Description
DevPilot is an advanced, automated static analysis and AI-code-review system. It seamlessly clones repositories, performs deep static analysis, and uses intelligent LLM integration to generate a comprehensive health, maintainability, and security report.
Features
- AI-Powered Code Reviews using Groq LLM integration
- Automated Security Scanning to discover vulnerabilities
- Asynchronous Background Processing with Celery and Redis
- Real-time Interactive Dashboard built in React
- Fully Dockerized architecture for seamless deployment
Tech Stack
FastAPIReactCeleryRedisDocker
Screenshots
What I Learned
- Orchestrating complex asynchronous workflows using Celery and Redis
- Integrating LLMs (Groq) for contextual code analysis and vulnerability remediation
- Utilizing AST and static analysis tools (like Bandit) in an automated pipeline
- Designing real-time polling mechanisms in React for background tasks
- Containerizing a multi-service architecture (FastAPI, React, Postgres, Redis, Celery)
Future Improvements
- Support for more programming languages and language-specific static analyzers
- Integration directly into GitHub PR workflows via GitHub Apps/Webhooks
- Fine-tuning a smaller, local LLM to reduce API costs for code reviews
- Adding historical tracking to measure code maintainability over time