Local-first Claude Code efficiency

Make every Claude Code token count.

Keep noisy logs and oversized tool results out of the model context. Preserve the exact raw evidence locally, restore it on demand, and see what your plugin prevented.

Install plugin See how it works

Local-first Reversible Measured

Estimated usage preserved

1.84M

tokens · current session

Optimizing

Current 5-hour window estimate 62%

$104.72 API-equivalent Measured profile · methodology available

A clear value comparison

Pay for the plugin. Preserve more of the subscription you already have.

What you pay

$9.99

USD / month

One individual plan with local optimization, evidence restoration, and a transparent causal ledger.

What you preserve

$100+

API-equivalent estimate / month

Based on a measured high-usage profile. Results vary by model, cache state, task mix, and session behavior.

View methodology

How it works

Prevent context waste without losing the evidence.

The plugin intercepts oversized tool output, stores the original bytes locally, and returns a compact, auditable view to Claude Code.

Prevent noisy output

Recognized logs, test runs, JSON, and repetitive terminal output are reduced before they enter the next model turn.

Restore exact evidence

Every compacted result keeps a content-addressed handle, checksum, provenance, and bounded read path.

Measure the outcome

See raw bytes prevented, tokens estimated, latency added, restoration activity, and API-equivalent methodology.

Causal ledger

Every intervention stays inspectable.

This example uses real product data shapes: original size, returned size, estimated tokens avoided, latency, state, and restorable handle.

Optimization	Original	Returned	Estimated avoided	Status	Evidence
Pytest output firewall	486 KB	2.3 KB	118.4K	Prevented	qg_8c1f…72a9
Repository snapshot read	64 KB	8.1 KB	13.7K	Restorable	qgr_4d9a…3b10
Unique error payload	5.2 KB	5.2 KB	0	Passthrough	raw

Simple pricing

One plan for developers who run Claude Code hard.

The optimization path stays local by default. Cloud services are limited to account, license, and opt-in aggregate product data.

Methodology note: Savings are estimates derived from measured bytes prevented and public API-equivalent token pricing. They are not a fixed Claude subscription quota or a universal guarantee.

Individual

$9.99 USD / month

Local tool-output firewall
Exact evidence restoration
Public repository knowledge tools
Session savings ledger
Cancel any time

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