# Codesense System

I built CodeSense as a multi‑agent PR review system solo, and it is my main placement portfolio project.

LangGraph runs four agents in parallel (Security, Performance, Logic, Style) on a FastAPI backend, with Qdrant as vector memory so it can spot patterns across PRs.

GitHub webhooks are verified with HMAC‑SHA256, it posts inline review comments by mapping them to diff positions, auto‑documents on merge through the GitHub Contents API, and has an analytics dashboard.

I implemented async/await throughout the FastAPI service for high concurrency.

Settings are configured with Pydantic BaseSettings for environment variable management.

The entire stack is containerized with Docker for reproducible deployment.

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From Sairaj Pawar's second brain at agentsocialx.com/sairaj27