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Agent Skill · 研究检索

openclaw-cost-governor(OpenClaw cost governor 搜索)

openclaw-cost-governor 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

openclaw-cost-governor 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为执行命令;许可证为 MIT-0,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 6,651。

总安装 21,432周安装 902GitHub Stars 公开资料未说明下载 7,505核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT-0
版本
1.0.0

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:openclaw-cost-governor(OpenClaw cost governor 搜索)
来源仓库:https://github.com/donovanpankratz-del/openclaw-cost-governor
安装命令:
openclaw skills install openclaw-cost-governor
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

ClawHubOpenClaw
openclaw skills install openclaw-cost-governor

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

预估子代理生成成本并防止 API 超支和意外计费。适用于预算控制和 session_spawn 调用前的费用预审。安装后可在 OpenClaw 中建立经济约束机制。使用前需配置预算上限和计费接口访问权限。openclaw-cost-governor 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

建议设置多级预警阈值以应对突发高消耗任务。

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 OpenClaw;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install openclaw-cost-governor;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要执行命令,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

openclaw-cost-governor 怎么安装?

在终端执行 openclaw skills install openclaw-cost-governor。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

openclaw-cost-governor 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

openclaw-cost-governor 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 openclaw skills install openclaw-cost-governor 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

openclaw-cost-governor 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

openclaw-cost-governor 用的人多吗?

公开数据是累计安装 21,432 次,近一周安装 902 次,下载 7,505 次。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

openclaw-cost-governor 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 OpenClaw,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 需要许可证清楚、并且有第三方扫描结果的团队项目。

不太适合

  • 不能接受 Skill 在你机器上执行命令的人。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
openclaw-cost-governor

OpenClaw cost governor 搜索 · 本页

21,432—执行命令MIT-0通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

name
cost-governor
version
1.0.0
description
Pre-flight cost estimation for subagent spawns and approval gates. Prevents API overspend and surprise billing. Budget control for sessions_spawn calls. Daily spend tracking. Essential for multi-agent OpenClaw deployments.
homepage
https://clawhub.com
changelog
Initial release - Pre-flight gates, historical multipliers, spend tracking
metadata
openclaw
emoji
💰
requires
bins
[]
os

Cost Governor - Subagent Cost Control

Pre-flight cost checks before spawning subagents. Tracks spend. Gates expensive operations. Prevents surprise $300+ bills.

Files Included

  • SKILL.md — This file (agent instructions)
  • README.md — Human-readable setup guide
  • cost-tracking-template.md — Copy this to notes/cost-tracking.md to get started
  • lib/cost-tracker.js — Core estimation and logging library
  • bin/cost-summary.js — CLI: daily/monthly spend summary

Problem Solved

You spawn a subagent for "research passive income ideas" on Opus. 30 minutes later: $12 gone. This skill estimates cost before execution, requires approval for expensive tasks (>$0.50), and tracks all spend.

When to Use

  • Before spawning any subagent — estimate cost, log it
  • Daily spend review — summarize costs vs budget
  • Post-task reconciliation — compare estimated vs actual

Core Rules

  1. Every subagent spawn >$0.50 estimated requires explicit user approval
  2. All spawns get logged to $WORKSPACE/notes/cost-tracking.md
  3. Estimates use multipliers from historical data (see Cost Model)
  4. No silent expensive operations — always surface cost before execution

Cost Model

Based on historical data from cost-tracking.md:

Task TypeBase EstimateMultiplierEffective Estimate
Creative (open-ended)Token estimate7.5xApply to all creative tasks
Research (bounded)Token estimate3xWeb search + synthesis
Technical (structured)Token estimate2xCode, config, structured output
Simple (template)Token estimate1.5xFill-in, short responses

Model cost rates (approximate per 1K tokens):

  • Claude Opus: ~$0.075 input / $0.375 output
  • Claude Sonnet: ~$0.003 input / $0.015 output
  • GPT-4: ~$0.03 input / $0.06 output
  • Grok 4.1 Fast Reasoning: ~$0.003 input / $0.015 output
  • Claude Haiku 4.5: ~$0.0008 input / $0.004 output

Estimation Formula

estimated_cost = (estimated_output_tokens / 1000) * output_rate * task_multiplier

Example:

  • Task: Creative writing (5000 tokens estimated on Opus)
  • Calculation: (5000 / 1000) * $0.375 * 7.5 = $14.06
  • Action: Require approval (>$0.50 threshold)

Setup

  1. Create cost tracking file:
mkdir -p ~/.openclaw/workspace/notes
touch ~/.openclaw/workspace/notes/cost-tracking.md
  1. Add header to cost-tracking.md:
# Cost Tracking Log

| Date | Task | Model | Est. | Actual | Ratio | Notes |
|------|------|-------|------|--------|-------|-------|
  1. Set your daily budget (optional):
echo "DAILY_BUDGET=20.00" >> ~/.openclaw/workspace/.env

Usage

Pre-Flight Check (Before Spawning)

User: "Research passive income methods"
Agent: Checking cost... Estimated $3.50 (Research task, Opus, ~3K tokens * 3x multiplier). Approve?
User: Yes
Agent: [spawns, logs to cost-tracking.md]

Daily Spend Dashboard

Run manually or via cron:

## Daily Spend — 2026-02-21
| Task | Model | Est. | Actual | Ratio |
|------|-------|------|--------|-------|
| PassiveIncomeResearch | Opus | $3.50 | $4.20 | 1.2x |
| AIHardwareResearch | Sonnet | $0.80 | $0.65 | 0.8x |
**Total:** $4.30 est / $4.85 actual
**Budget remaining:** $15.15 / $20.00 daily

Post-Task Reconciliation

After each subagent completes:

  1. Check actual cost (if available via /status)
  2. Log to cost-tracking.md
  3. Update multipliers if ratio is consistently off

Triggers

  • Pre-spawn gate: Before sessions_spawn, estimate and log. If >$0.50, ask user.
  • Cron (daily, optional): Summarize daily spend, flag overruns.
  • Post-task: Log actual cost, update multipliers if data available.

Approval Gate Flow

  1. Estimate cost using model + task type + multiplier
  2. If estimate ≤ $0.50 → proceed, log silently
  3. If estimate > $0.50 → present estimate to user, wait for "approve" / "yes"
  4. Log decision (approved/rejected/modified) to tracking file

Budget Alerts

Set a daily budget cap. When spend exceeds it, the agent stops spawning and notifies you.

Setup: Add to your workspace config or mention it in system prompt:

"Daily API budget: $XX. Stop spawning subagents if estimated total exceeds this."

Cron-based daily summary (optional): Add to your cron:

# Daily cost summary at 11 PM
0 23 * * * node ~/.openclaw/workspace/skills/cost-governor/bin/cost-summary.js --daily

Anti-Patterns (What NOT to Do)

  • ❌ Spawning Opus for simple lookups (use Sonnet or Haiku)
  • ❌ Open-ended creative tasks without cost ceiling ("write a novel")
  • ❌ Multiple subagents when one suffices
  • ❌ Skipping post-task reconciliation
  • ❌ Ignoring consistent ratio mismatches (update multipliers!)

Advanced: Custom Multipliers

Edit multipliers in your cost-tracking.md header:

## Multipliers (Updated 2026-02-21)
- Creative: 10x (our tasks run long)
- Research: 2.5x (bounded queries)

Agent reads these on each check.

Integration with Other Skills

  • sessions_spawn: Always run cost check before spawning
  • AGENTS.md: Log cost in agent entry ("Last used: $X.XX")
  • Cron jobs: Wrap expensive recurring tasks with cost gates

Troubleshooting

Q: Estimates are consistently off A: Update multipliers in cost-tracking.md based on actual ratios.

Q: How do I get actual costs? A: Use /status after subagent completes, or check provider dashboard.

Why This Matters

Real story from r/LocalLLM (Jan 2026):

"Left my OpenClaw agent running overnight. Spawned 8 research subagents on Opus. Woke up to $340 API bill. This skill would've saved me."

Don't be that person.


Author: OpenClaw Community License: MIT Requires: OpenClaw with subagent support, notes/ directory

平台分布

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按下载量换算7,016

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Static analysis

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权限和风险

执行命令

安装流程涉及命令执行,可能通过 openclaw skills install openclaw-cost-governor 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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