A Pattern for AI-Ready Organizations

THE OMNIREPO

Your entire company.
One traversable structure.
AI as the connective tissue.

Get the Free Starter Kit

The Problem

Your strategy lives in Notion. Code in GitHub. Marketing in Google Docs. Brand guidelines in a PDF no one reads. Operational knowledge in Slack threads.

AI tools are capable. But they operate in silos. Your coding assistant doesn't know your brand voice. Your writing assistant doesn't know your product architecture.

The problem isn't AI capability. It's organizational structure.

THE OMNIREPO MANIFESTO

Knowledge trapped in heads is lost. Coordination is exhausting.
Every alignment meeting is an hour stolen from creation.
Structure gives that time back.

1.

STRUCTURE OVER PROCESS

Alignment comes from shared context, not meetings. If you're coordinating manually, your structure is broken.

2.

EVERYTHING TRAVERSABLE

If AI can't read it, it can't help with it. No knowledge locked in heads, Slack threads, or tools that don't export.

3.

HISTORY PRESERVED

Every change tracked. Evolution visible. AI understands not just what exists, but how it evolved and why.

4.

SINGLE SOURCE OF TRUTH

Each concept lives in one place. Everything else references it. Never duplicate. Always link.

5.

CONTEXT AT EVERY BOUNDARY

Each domain declares how it works. AI reads these declarations before acting. No implicit knowledge.

6.

DESIGN FOR AI, NOT JUST HUMANS

Humans navigate. AI traverses. Optimize for both. Clear file names, consistent patterns, explicit relationships.

7.

ORCHESTRATION AT THE ROOT

Cross-cutting workflows live at the top. One command, multiple domains, coordinated output.

8.

COMPOUND OVER TIME

Every document makes AI more capable. Structure is an investment. The returns accumulate.

v1.0 Download PDF ↓ www.omnirepo.org

Two Models

The omnirepo pattern works with either approach. Choose based on your team's needs.

/ True Monorepo

  • Single repository, directory-based structure
  • Simple permissions model
  • Best for startups and small teams
  • Atomic commits across domains 
company/
├── os/
├── marketing/
├── engineering/
└── CLAUDE.md

@ Meta-repo (Repo of Repos)

  • Root repo with git submodules
  • Granular per-submodule permissions
  • Best for enterprises and regulated industries
  • Independent version control per domain 
hq/
├── os/ (submodule)
├── marketing/ (submodule)
├── apps/ (submodule)
└── CLAUDE.md

THE OMNIREPO STARTER KIT

Everything you need to structure your organization for AI. Free.

  • The Manifesto (printable PDF)
  • CLAUDE.md templates for 5 domains
  • Example slash commands
  • "Is your org ready?" checklist with scoring

No spam. Just resources that help.