Agent skill · marketing growth · jeremylongshore
juicebox-cost-tuning
Optimize Juicebox costs.
Why this skill is useful
Provides specific cost optimization strategies and monitoring code for Juicebox that the AI wouldn't generate on its own.
What it needs
About 1k tokens when loaded. Last updated 2026-08-07. 2,604 stars on the source repository.
What this skill does
Juicebox Cost Tuning Cost Factors Feature Cost Driver --------- ------------- Search Per query Enrichment Per profile Contact data Per lookup Outreach Per message Reduction Strategies 1. Cache search results (avoid duplicate queries) 2. Use filters (fewer wasted enrichments) 3. Only enrich top-scored candidates 4. Only get contacts for final candidates Quota Monitoring Overview Use cost controls as a safety boundary: validate them first in a sandbox, reduce unnecessary processing, and never treat cost optimization as permission to expand data or outreach scope. Prerequisites An approved budget, synthetic sandbox fixture, source/destination allowlists, suppression controls, current quota baseline, and a rollback owner. Instructions 1. Measure cache and batching changes with synthetic inputs and aggregate counters only; reject unapproved sources, destinations, or contact exports. 2. Compare each canary to the approved quota baseline, verify suppression and contactsexported=0, and stop on material scope or policy drift. 3. Promote cost settings only after owner approval; restore the prior configuration and cancel queued work on failure. 4. Retain a redacted summary and delete test artifacts at the end of the approved window. Output Record a cost-control receipt with environment, baseline and aggregate usage, cache/batch setting, suppression/no-export results, owner approval, rollback action, and retention/deletion proof. Exclude query text, contacts, and credentials. Error Handling Condition Response --- --- Budget or quota anomaly Pause the canary, cancel queued work, and restore the approved configuration. Source, destination, or suppression drift Reject the run and investigate with redacted aggregate telemetry only. Examples env=staging; fixture=synthetic; cache=enabled; usagedelta=-18%; suppression=pass; contactsexported=0; rollback=available supports an approval decision. Resources Pricing Next Steps See juicebox-reference-architecture.
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills jeremylongshore/juicebox-cost-tuning