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Codebase Knowledge Graph Consulting

Understand and Refactor Complex Codebases — Faster

Modern codebases are hard to navigate:

  • Multiple languages
  • Hidden dependencies
  • Outdated documentation

Most tools rely on heuristics. That breaks down at scale.

We help you build a Codebase Knowledge Graph (KG) — a structured, queryable model of your system — so you can understand, navigate, and safely refactor your codebase.

What you get

  • Full codebase visibility — across repos, services, and languages
  • Deterministic structure — extracted from ASTs and metadata (not guesswork)
  • Graph-powered queries — trace dependencies and system flows instantly
  • LLM workflows that don’t hallucinate — grounded in your code

How it works

1. Map your codebase

Extract structure from code, repositories, and data systems

2. Build your Knowledge Graph

Create Application and Data KGs aligned to your architecture

3. Enable GraphRAG

Use graph queries to power accurate, context-aware LLM workflows

Why this approach

The best engineering teams don’t rely on search alone — they build code intelligence platforms.

Companies like Google pioneered this approach, and platforms like Sourcegraph are bringing it to industry.

We help you implement it — tailored to your environment.

Ideal for

  • Large, multi-language repositories
  • Complex system integrations
  • Teams struggling with safe refactoring
  • Poor or missing documentation

Get started

Turn your codebase into a queryable, explainable system.

→ Reach out to discuss your use case and a tailored approach

george@mcmc-capital.com

georgejaymcmc