All work

CodeMap

Import repositories, visualize architecture, and query large codebases with context-aware retrieval.

Status
Live
My role
  • Product direction and UX
  • Repository ingestion and retrieval
  • Architecture visualization
Stack
Next.js, Node.js, PostgreSQL, Redis, LLMs
CodeMap product landing page

The problem

Engineers struggle to understand complex codebases and navigate architecture efficiently when joining projects or working with large repositories.

Understanding large unfamiliar codebases still takes developers days or weeks, even when the information already exists inside the repo.

The approach

Built repository import, indexing, and retrieval layers so developers can inspect architecture and query codebases through grounded context rather than guesswork.

Built around repository ingestion, structured indexing, and retrieval workflows that help developers understand unfamiliar systems faster.

Defining decision

Create a structured repository context layer before enabling search so answers can stay grounded in the actual codebase.
The tradeoff

Indexing repositories upfront adds processing time, but it produces more reliable queries and more useful architecture views.

How it works

Step through the system. Each stage lists the safeguard that keeps it trustworthy.

Repo Import

A repository is ingested with its source tree, metadata, and structural relationships intact.

Safeguard

Preserves repository boundaries before any semantic processing begins.

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Architecture notes

  • Repository ingestion creates a structured context layer before search ever runs.
  • Semantic indexing and retrieval keep answers grounded in the actual codebase.
  • System views are designed to explain architecture, not just return snippets.

Product proof

Built and working

  • Repository import surface for bringing in unfamiliar codebases
  • Architecture graph layer for mapping system relationships
  • Grounded query interface for code-aware retrieval

Engineering signals

  • Deployed on Vercel
  • PostgreSQL-backed indexing
  • Repository import pipeline

What’s next

Harden the import pipeline and improve retrieval evaluation across larger, less familiar repositories.