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For teams shipping faster than they can plan.

Live attribution of token spend and git activity into legible categories that anyone can understand.

How it works:

Run a Claude skill against your repo in 15 minutes, then generate a live map of your engineering organization that updates while you and your agents code.

Competency x Skills
Web
Desktop
Mobile
Admin App
Payments
Analytics
Frontend
React
0
0
1
TypeScript
0
0
1
Next
0
0
1
1
Data
MySQL
0
0
1
PHP
1
Backend
Node.js
1
Express
3
3
2
1
1
1
Postgres
3
3
2
1
1
1
Redis
3
3
2
1
1
1
Mobile
NativeScript
1
1
1
Admin Portal
Ruby on Rails
1
2
API
Admin API
1
C++
1
2
1
1
1
1

A single source of truth

Three views of the same reality, always in sync.

THE REPO

Track what your agents and engineers actually do. Visualize tech debt, architecture, and maintenance.

THE PLAN

Real-time feasibility assessment on goals, as your platform and resourcing evolves.

THE MONEY

Opex, capex, ASC designations, token spend — all classified in real time, with receipts.

Early Beta Feedback
“We can finally see how the codebase is evolving in real time, which is critical as LLMs let us ship faster and make more architectural changes than ever before.”
Matt Casey, Staff Engineer at Antimetal

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We're currently in private beta. Sign up for a demo to preview upcoming features.

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