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Local-first Claude Code efficiency

Keep oversized tool output out of Claude Code context.

Quota Guard captures supported tool output, preserves the original bytes locally, returns a compact view, and records each intervention in a savings ledger.

Original evidence stays local Three devices per paid account Commercial compaction requires a lease

Product example

486 KB → 2.3 KB

bytes captured locally and compact view returned

Restorable
Ledger fields, not a financial promise Original bytes · returned bytes · exact/estimated tokens · status · handle

Delivered workflow

Capture, compact, inspect, restore.

01

Capture locally

Supported Bash and tool results are written to a content-addressed local store before a compact preview is returned.

02

Restore exactly

The CLI and plugin retain a checksum, provenance, handle, bounded reads, and exact restoration of captured bytes.

03

Measure honestly

The ledger separates bytes, exact token counts when available, and estimated token avoidance. It does not invent monetary savings.

Savings ledger

Account data is real; anonymous data is labeled example.

The table below is an example of the shipped event schema. After sign-in, the account dashboard shows only aggregates returned by your account API.

InterventionOriginal bytesReturned bytesToken measureStatus
Example: pytest output capture4976642355estimatedRestorable
Example: unique error passthrough53245324not reducedPassthrough

API-backed pricing

One individual monthly plan.

The displayed amount, billing interval, feature list, and device limit are loaded from GET /v1/plans.

Commercial boundary: local/free product functions remain available without an entitlement. The dynamic_compaction feature follows the paid plan and signed lease.