audit-cost

Community

Audit AI costs and optimize routing.

Authormoongci38-oss
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Performs an AI cost efficiency audit to evaluate model routing, prompt caching, batching, and token budgets, helping teams lower operating costs without sacrificing capability.

Core Features & Use Cases

  • Axis-cost subagent evaluation: assesses how model routing and layer usage affect cost.
  • Context-saving patterns: identifies opportunities to reduce context length and reuse calculations.
  • MCP vs CLI transition tracking: highlights migration status and cost implications.
  • Cost-tracking mechanisms: supports CPT, P95 tokens, and batch processing metrics.
  • ROI-oriented optimization: pinpoints prompt caching, routing improvements, and output-length control to maximize savings.
  • Waste pattern detection: flags unnecessary data reads, duplicate searches, and checkpoint bloat.

Quick Start

Run the audit-cost skill with a target (system or a project name) to begin the cost-efficiency audit.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: audit-cost
Download link: https://github.com/moongci38-oss/forge/archive/main.zip#audit-cost

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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