Can I set a hard budget limit for my AI agent?

Yes, the skill allows you to define budget thresholds that, when reached, can trigger efficiency measures, switch to cheaper models, or pause the autonomous agent.

Does it provide ROI metrics?

Yes, the skill calculates efficiency metrics such as features delivered per dollar and context utilization rates to help you analyze the cost-effectiveness of your AI development.

How does the Cost Optimizer track tokens?

It monitors input and output tokens for every API request, mapping them against current model pricing to provide real-time cost analysis and logging.

What is context compaction?

Context compaction is an optimization strategy that reduces the size of the conversation history sent to the model, saving on input tokens while retaining essential information.

Which models are supported for pricing calculations?

It includes built-in pricing profiles for the Claude 3 family, including Claude 3.5 Sonnet, Claude 3 Opus, and Claude 3 Haiku.

Autonomous Cost Optimizer

Name: Autonomous Cost Optimizer
Author: adaptationio

byadaptationio

0•

분석 및 모니터링

Monitors token usage and optimizes API expenditure for autonomous coding agents.

The Autonomous Cost Optimizer is a specialized Claude Code Skill designed to manage and reduce the expenses associated with large language model (LLM) workflows. It provides real-time token tracking, budget enforcement, and advanced optimization strategies like context compaction and model selection to ensure high ROI per feature. By integrating directly into autonomous coding loops, it prevents runaway costs and provides detailed efficiency reports, making it an essential tool for developers scaling AI-driven development while maintaining strict financial control.

주요 기능

010 GitHub stars

02Automated budget enforcement with programmable efficiency mode triggers

03Comprehensive efficiency reporting including ROI and cost-per-feature metrics

04Real-time token usage tracking and cost calculation per request

05Context compaction and response caching to minimize input/output volume

06Pre-configured pricing models for Claude 3.5 Sonnet, Opus, and Haiku

사용 사례

01Managing API budgets for long-running autonomous coding and refactoring sessions

02Optimizing context windows to reduce latency and cost in large-scale projects

03Identifying and eliminating wasteful token usage patterns in complex AI workflows

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add adaptationio/skrillz autonomous-cost-optimizer

For use in Claude.ai and ChatGPT

Download Skill