CostLayers
Synthetic sample, key later

See the context waste before you install.

The private dashboard is useful only after the finding is clear. This synthetic, illustrative sample shows before/after tokens, claim boundaries, and a fictional quality status before any key entry; it is not customer or benchmark evidence.

Synthetic repo audit, not proof

184k repeated tokens collapse to a 5.5k context pack.

A 15-minute local audit should quickly show whether agents are repeatedly loading stable repo context. The sample keeps native usage stretch separate from invoice-backed API proof.

Context estimate Usage-stretch API invoice proof Quality gate
Before tokens184,000Illustrative repeated context in the synthetic scenario.
After tokens5,520Illustrative context pack for the same fictional task class.

Already have a private dashboard?

Accepts a full dashboard URL, /engine/dashboard/as_live_..., or just as_live_....

No dashboard yet?

Step 1: 0.8.61 hosted audit
cd your-repo
npx -y https://costlayers.com/costlayers-0.8.61.tgz audit --monthly-spend 1000

0.8.61 is deployed at the immutable hosted URL and is not published to npm. Its local-audit source path targets no raw prompt, source, or provider-response upload by default; deployed non-persistence is not yet independently verified.

CostLayers is an optimization layer for AI coding agents. Response caching is opt-in.