DeepGit is a Langgraph-based autonomous agent designed for intelligent GitHub repository discovery and analysis. It combines multi-dimensional ColBERT v2 embeddings with cross-encoder re-ranking to match user queries against repositories. The system includes hardware-aware filtering and activity analysis to rank results by relevance and quality. It orchestrates multiple specialized tools through an agentic pipeline for query expansion, retrieval, and ranking.