Model Audit

这是适配Python3.10+的LLM栈审计工具，需OpenRouter API密钥。可从OpenRouter获取实时定价，读取配置模型并按推理、代码、快速、低价、视觉分类，对比同类Top替代模型，计算月度潜在节省，给出降本或升级建议。支持指定模型审计、模型对比、输出JSON等多种模式，适合优化AI成本、跟进前沿LLM选型。

aiwithabidi

热度 50.80

最近更新 2026-05-10 17:41:08

分类：数据依赖：代码执行 / 第三方 API / 读写文件应用场景：数据处理 / 报告撰写 / 财务

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add model-audit

Metadata

name: model-audit
description: Monthly LLM stack audit — compare your current models against latest benchmarks and pricing from OpenRouter. Identifies potential savings, upgrades, and better alternatives by category (reasoning, code, fast, cheap, vision). Use for optimizing AI costs and staying on the frontier.
homepage: https://www.agxntsix.ai
license: MIT
compatibility: Python 3.10+, OpenRouter API key
metadata: {"openclaw":{"emoji":"🔬","requires":{"env":["OPENROUTER_API_KEY"]},"primaryEnv":"OPENROUTER_API_KEY","homepage":"https://www.agxntsix.ai"}}

Model Audit 📊

Audit your LLM stack against current pricing and alternatives.

Fetches live pricing from OpenRouter, analyzes your configured models, and recommends potential savings or upgrades by category.

Quick Start

# Full audit with recommendations
python3 {baseDir}/scripts/model_audit.py

# JSON output
python3 {baseDir}/scripts/model_audit.py --json

# Audit specific models
python3 {baseDir}/scripts/model_audit.py --models "anthropic/claude-opus-4-6,openai/gpt-4o"

# Show top models by category
python3 {baseDir}/scripts/model_audit.py --top

# Compare two models
python3 {baseDir}/scripts/model_audit.py --compare "anthropic/claude-sonnet-4" "openai/gpt-4o"

What It Does

Fetches live pricing from OpenRouter API
Reads your configured models from openclaw.json
Categorizes models (reasoning, code, fast, cheap, vision)
Compares against top alternatives in each category
Calculates potential monthly savings
Recommends upgrades or cost optimizations

Output Example

═══ LLM Stack Audit ═══

Your Models:
  anthropic/claude-opus-4-6    $5.00/$25.00 per 1M tokens (in/out)
  openai/gpt-4o              $2.50/$10.00 per 1M tokens
  google/gemini-2.0-flash     $0.10/$0.40 per 1M tokens

Recommendations:
  💡 For fast tasks: gemini-2.0-flash is 50x cheaper than opus
  💡 Consider: deepseek/deepseek-r1 for reasoning at $0.55/$2.19
  💡 Your stack covers: reasoning ✓, code ✓, fast ✓, vision ✓

Environment

Requires OPENROUTER_API_KEY environment variable.

Credits

Built by M. Abidi | agxntsix.ai YouTube | GitHub Part of the AgxntSix Skill Suite for OpenClaw agents.

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