cost-optimizer

Name: cost-optimizer
Availability: InStock
Author: Curiositech

Enforce cumulative LLM execution costs within a defined budget across a DAG.

181|30|Updated Nov 16, 2025

Search Tags:#optimization #llm #budget #dag #cost #optimizer

Ready to run

npx skills add https://github.com/curiositech/some_claude_skills --skill cost-optimizer-curiositech

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: cost-optimizer
Source: https://github.com/curiositech/some_claude_skills/tree/main/.claude/skills/cost-optimizer
Command: npx skills add https://github.com/curiositech/some_claude_skills --skill cost-optimizer-curiositech

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill prevents unexpected high costs by actively monitoring and managing LLM execution expenses, ensuring operations stay within defined financial limits.

Core Features & Use Cases

Real-time Budget Tracking: Monitors cumulative costs against a set budget during DAG execution.
Dynamic Cost Control: Automatically downgrades models, skips non-essential tasks, or halts execution when budget thresholds are breached.
Use Case: When running a complex data processing pipeline with a strict $50 budget, this skill will ensure the total LLM costs do not exceed this amount by intelligently adjusting model tiers or stopping early if necessary.

Quick Start

Use the cost-optimizer skill to track and manage execution costs for the 'data-pipeline-dag' with a budget of 10 USD.

Frequently Asked Questions about cost-optimizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I control LLM costs and stay within a budget during pipeline execution?▼

To control LLM costs within a budget, this skill monitors cumulative execution expenses across a Directed Acyclic Graph and dynamically downgrades models or skips optional nodes when cost thresholds are exceeded.

What happens to my LLM pipeline when the cost budget is exceeded?▼

When the cost budget is exceeded, the optimizer automatically downgrades models to cheaper tiers, skips non-essential DAG nodes, or entirely terminates execution to prevent overspending.

Can I track cumulative LLM spending across a Directed Acyclic Graph in real-time?▼

Yes, you can track cumulative LLM spending in real-time by enforcing a defined budget across DAG nodes, utilizing per-node cost estimation to monitor expenses during execution.

How do I get recommendations for reducing LLM execution costs after a pipeline run?▼

To get recommendations for reducing LLM execution costs, the skill provides post-execution reports that analyze spending patterns and suggest savings optimizations for future runs.

Does the cost optimizer work with complex data processing pipelines that have strict spending limits?▼

Yes, the cost optimizer works with complex data processing pipelines by intelligently adjusting model tiers or stopping execution early to ensure total LLM costs respect strict financial limits.

What is the best way to prevent unexpected high charges when running LLM workflows?▼

The best way to prevent unexpected high charges in LLM workflows is to actively monitor and manage execution expenses, ensuring operations automatically adjust or halt when defined budget thresholds are breached.