01 // RAG-Powered Discovery
Index any GitHub repository with high-performance Nomic embeddings. The system understands project-wide context, enabling chat interactions that respect your unique architecture.
Live Ingestion Stream (SSE)> URL: github.com/user/repo
> Chunking: 45 files found
> Embedding: Vectorizing 248 chunks...
65% Complete // Nomic Atlas v1.5
02 // Code Health & Reviews
Automated PR reviews and logical bug detection identify vulnerabilities before they ship. Instantly generate onboarding guides for new developers joining a complex codebase.
Data Flow Architecture
The RAG Pipeline
01Phase // 01
Ingestion
URL submission & Octokit file fetching directly from the source repository.
02Phase // 02
Chunking
Recursive splitting of code into semantic 500-token blocks for precise context.
03Phase // 03
Embedding
High-dimensional (768-dim) vector generation mapped via Nomic v1.5.
04Phase // 04
Indexing
Lightning-fast HNSW vector storage inside Neon serverless Postgres.
05Phase // 05
Similarity
Cosine similarity search retrieves the Top-8 most relevant code blocks instantly.
06Phase // 06
Synthesis
Deep context grounding and logic generation powered by Llama 3.3 70B.
Integrated TechnologiesNext.js 15Tailwind 4.0Clerk AuthNeon DBGroq AIOctokitNomic AtlasThree.js