ai-efficiency-monitorAI效率监控工具。监控AI任务执行效率，识别浪费模式（重复查询/过长上下文/无效重试/过度生成/低质量循环），生成优化建议和成本节省报告。支持OpenClaw日志解析、多模型成本计算、ASCII趋势图。
Install via ClawdBot CLI:
clawdbot install zhaog100/ai-efficiency-monitorGrade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/zhaog100/xiaomili-skillsAudited Apr 17, 2026 · audit v1.0
Generated Mar 22, 2026
监控客服AI的对话日志，识别重复查询和低质量循环，减少不必要的API调用和Token消耗。适用于电商、银行等高频客服场景，可生成成本节省报告，优化响应策略。
分析内容创作AI的生成任务，检测过度生成和无效重试模式，优化提示词和上下文长度。帮助媒体、营销团队降低运营成本，提高内容产出效率。
跟踪开发中AI代码助手的日志，识别过长上下文和重复查询浪费，优化开发工作流。适用于软件公司，减少计算资源浪费，加速迭代过程。
监控在线教育AI的互动日志，发现低质量循环和无效重试，提升学习体验和资源利用率。帮助教育机构控制成本，个性化教学辅助。
基于用户规模提供分级年费订阅，如小微¥999/年、中型¥4,999/年、大型¥19,999/年。包括持续更新和技术支持，适合企业长期效率监控需求。
为企业提供深度定制分析报告，结合特定行业浪费模式，生成优化建议。可按项目或季度收费，增加高附加值服务收入。
将技能集成到客户现有AI系统中，并提供优化咨询，如日志解析设置和趋势分析配置。收取一次性集成费和后续维护费。
💬 Integration Tip
确保OpenClaw日志可访问，并预先配置error-handler.sh以简化安装过程。
Scored Apr 19, 2026
Parse, search, and analyze application logs across formats. Use when debugging from log files, setting up structured logging, analyzing error patterns, correlating events across services, parsing stack traces, or monitoring log output in real time.
Control remote Windows machines via SSH. Use when executing commands on Windows, checking GPU status (nvidia-smi), running scripts, or managing remote Windows systems. Triggers on "run on Windows", "execute on remote", "check GPU", "nvidia-smi", "远程执行", "Windows 命令".
Perform reverse lookup of gTLD domains hosted on a specified nameserver with optional filters by TLD and domain prefix length.
Configure OpenClaw installations with optimized settings, channel setup, security hardening, and production recommendations.
Essential curl commands for HTTP requests, API testing, and file transfers.
Connect to remote desktops via RDP, VNC, and SSH X11 with secure tunneling and troubleshooting.