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llm-cost-audit

Audit LLM calls and suggest optimizations to reduce costs.

2|7|Updated Jun 19, 2026
Search Tags:#devops#audit#llm#cost optimization#audit framework
One-click install
npx skills add https://github.com/humanerd-drew/opencode-drewgent --skill llm-cost-audit
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: llm-cost-audit
Source: https://github.com/humanerd-drew/opencode-drewgent/tree/main/skills/devops/llm-cost-audit
Command: npx skills add https://github.com/humanerd-drew/opencode-drewgent --skill llm-cost-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires scripts/llm-cost-audit.sh, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the issue of unnecessary costs associated with LLM calls by auditing and suggesting optimizations for the use of LLMs.

Core Features & Use Cases

  • LLM Call Inventory: Identifies and logs all LLM calls for further analysis.
  • Cost Optimization Suggestions: Provides actionable recommendations to reduce LLM costs.
  • Use Case: It can be used to regularly audit the use of LLMs, especially after model changes or when token bills indicate excessive costs.

Quick Start

Perform an audit of LLM costs by executing the llm-cost-audit skill.

Frequently Asked Questions about llm-cost-audit

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

FAQPage Schema
How do I audit LLM API calls to reduce unnecessary token costs?▼

To audit LLM API calls and reduce unnecessary token costs, this skill inventories your usage and suggests actionable optimizations. It identifies inefficiencies to help lower your overall LLM bills.

What is the best way to identify inefficiencies in my LLM usage patterns?▼

The best way to identify inefficiencies in LLM usage patterns is through a systematic audit framework. This skill logs your calls and analyzes usage patterns to provide specific cost-saving strategies.

Do I need specific configuration files to perform an LLM cost audit?▼

Yes, performing an LLM cost audit requires specific configuration files and scripts to facilitate the process. The skill assumes the presence of these dependencies to execute the analysis correctly.

When should I run an audit of my LLM calls?▼

You should run an audit of your LLM calls regularly, especially after model changes or when token bills indicate excessive costs. This helps catch new inefficiencies early and maintain cost optimization.

What knowledge is required to optimize LLM costs effectively?▼

Optimizing LLM costs effectively requires knowledge of LLM models, their usage patterns, and cost-saving strategies. The skill applies this domain knowledge to evaluate your specific call inventory.

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