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Agent Routing Waste Audit

对粘贴的 agent 作业、cron、路由日志或运行摘要做只读审计,按证据排序输出模型过强、重试循环、回退成本升级、子代理过度使用等浪费发现,区分证据与缺失证据,并给出人工验证步骤与下一步建议,不修改任何配置。

choosenobody
choosenobody
热度 29.18
最近更新 2026-05-30 13:04:22
分类:数据依赖:内部调用大模型应用场景:报告撰写 / 工作流

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 agent-routing-waste-audit
Metadata
name
agent-routing-waste-audit
description
Paste an agent job, cron, routing, or run summary and get an immediate read-only audit of possible routing, retry, fallback, or model-assignment waste.
version
1.2.2
author
Hermes Agent
license
MIT
metadata
{"hermes":{"tags":["routing","tokensave","agent","audit","retry","fallback","waste","cross-agent","cron"],"related_skills":["waste-audit"]}}

Agent Routing Waste Audit

Read-only routing waste audit for agent workflows: catch overpowered models, retry loops, fallback cost escalation, sub-agent overuse, and unclear local/cloud split before they compound.

What It Checks

Use this when you want to check whether an agent workflow is wasting tokens or cost through:

  • overpowered models for simple tasks
  • retry loops that keep burning tokens
  • fallback chains that increase cost without recovery
  • sub-agents assigned to unnecessarily strong models
  • unclear or wasteful local/cloud model split
  • recurring jobs that may no longer justify their model tier

The audit can review pasted job lists, routing logs, cron metadata, JSON job output, prompt previews, or agent run summaries.

Install

Workspace install:

openclaw skills install agent-routing-waste-audit

Install for all local agents:

openclaw skills install agent-routing-waste-audit --global

Activation

audit agent routing waste

What You Get

  • Ranked routing waste findings based on available evidence.
  • Clear separation between evidence-backed findings and missing evidence.
  • Manual verification steps before any production change.
  • A safe copy-paste prompt for your agent.
  • Read-only behavior by default.

Copy-Paste Prompt for Your Agent

Copy this into your agent:

Audit the current or pasted agent job/routing evidence for routing waste.

Use the agent-routing-waste-audit skill.

First use any relevant evidence already available in this conversation, including job lists, JSON output, routing logs, cron metadata, prompt previews, run summaries, retry/fallback traces, model/provider names, or schedule information.

Look for:
- overpowered model choices
- unnecessary retries
- fallback loops or cost escalation
- sub-agent overuse
- unclear local/cloud split
- recurring jobs whose model tier may no longer be justified

Do not modify, disable, delete, reschedule, rewrite, downgrade models, or change routing policies.

If there is not enough evidence, ask me for the single most useful missing input instead of giving me a long checklist.

Return:
1. Decision
2. Top routing waste findings
3. Evidence used
4. Missing evidence
5. Safe manual verification steps
6. Recommended next action

What This Will Not Do

It will not:

  • modify jobs or routing rules
  • disable, delete, or reschedule anything
  • automatically downgrade models or change routing policies
  • expose API keys, tokens, secrets, or private logs
  • claim savings without evidence
  • replace human review before production changes
  • audit general cron hygiene unrelated to routing or model-choice waste