cost-audit

Identify LLM token, cloud, and database cost drivers with monthly-dollar estimates.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/Sokoliem/ultraprompt --skill cost-audit-sokoliem
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: cost-audit
Source: https://github.com/Sokoliem/ultraprompt/tree/main/skills/cost-audit
Command: npx skills add https://github.com/Sokoliem/ultraprompt --skill cost-audit-sokoliem

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Cost analysis across LLM tokens, cloud usage, and database queries to produce a ranked list of findings with monthly-dollar cost estimates, severity, and remediation suggestions.

Core Features & Use Cases

  • Scope-specific cost analysis: token, cloud, and database cost drivers identified with monthly estimates.
  • Prioritized remediation: findings ranked by $ impact and effort, with actionable remedies.
  • Use Case: When tokens in hot paths, idle cloud resources, or inefficient queries drive spend, run cost-audit to surface where money leaks and how to fix it.

Quick Start

Audit token, cloud, and database costs and return a prioritized findings list with monthly estimates.

Frequently Asked Questions about cost-audit

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

FAQPage Schema
How do I identify cost drivers across LLM tokens, cloud, and database spend?

Cost-audit identifies cost drivers across LLM tokens, cloud usage, and database queries, attaching monthly-dollar estimates to each driver. It analyzes token overhead, overprovisioned cloud resources, and inefficient DB queries to surface exact financial leaks.

What is the best way to prioritize cloud cost remediation and calculate expected savings?

Prioritize cloud cost remediation using cost-audit's evidence-led findings ranked by severity, dollar impact, and effort. It produces a recommended remediation sequence and calculates expected monthly savings for overprovisioned resources and inefficient queries.

How do I audit LLM token overhead and estimate monthly dollar costs?

Audit LLM token overhead by running cost-audit on hot paths to identify token cost drivers. It generates a prioritized findings list with monthly-dollar estimates and actionable remedies to reduce token spend.

Can I analyze database query costs and find inefficient queries driving spend?

Yes, cost-audit analyzes database query costs by identifying inefficient queries driving spend. It attaches monthly-dollar estimates to DB cost drivers and provides prioritized remediation suggestions to fix the inefficient queries.

Does cost-audit require specific dependencies or components to run spend analysis?

Cost-audit requires no external dependencies or components to run spend analysis. It works standalone to audit token, cloud, and database costs, outputting findings through an evidence-led schema structure.

When should I run a cloud and LLM cost audit on my project?

Run a cloud and LLM cost audit when tokens in hot paths, idle cloud resources, or inefficient database queries drive spend. Cost-audit surfaces where money leaks across these three areas and provides actionable fixes with expected savings.