AI Observability（AI可观测性监控）
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Description
AI 应用可观测性与生产监控实操手册——AI 进生产后的"仪表盘与探照灯"：可观测性全景（三大支柱：日志/指标/追踪 + AI 特有观测对象）、调用追踪与日志规范（LLM 调用追踪、Span 设计、会话级追踪、敏感信息过滤）、质量监控指标（幻觉率/拒答率/满意度/转人工率实时看板）、性能与成本监控（延迟/吞吐/Token 成本实时追踪）、护栏与安全监控（护栏命中率/注入检测/敏感数据泄漏监控）、告警体系（分级告警/阈值设计/通知路由/告警疲劳治理）、监控平台与落地（埋点规范/工具选型/灰度期监控）。附零依赖本地工具一键出三大支柱清单、监控指标表、告警设计、追踪规范与落地路线。面向 AI 平台、SRE、运维与质量负责人——与 LLM 评测（离线质量）互补，本技能管线上运行质量。
Install AI Observability（AI可观测性监控）
Run this in your OpenClaw agent to add AI Observability（AI可观测性监控） from the ClawHub registry.
openclaw skills install ai-observabilityRequires ClawHub registry access. Review the security analysis below before installing.
Security Analysis
Open Source
Code is publicly available for audit.
Community Verified
Reviewed by the ClawHub community.
Community Reviews
Real user ratings only — separate from the editorial assessment and ClawHub signal.
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Frequently asked questions
Is AI Observability（AI可观测性监控） safe to install?
AI Observability（AI可观测性监控） has a SkillsReview security score of 50/100. It is open source and community-verified on ClawHub. Check the full Security Analysis on this page before installing.
How much does AI Observability（AI可观测性监控） cost?
AI Observability（AI可观测性监控） is free to install for OpenClaw via ClawHub.
What are the best alternatives to AI Observability（AI可观测性监控）?
You can compare AI Observability（AI可观测性监控） side by side with similar OpenClaw skills on the SkillsReview comparison page to find the best fit for your workflow.
How do I install AI Observability（AI可观测性监控）?
Install AI Observability（AI可观测性监控） from ClawHub at clawhub.ai/skills/ai-observability, or use the install action on this page to copy the command for your OpenClaw agent.
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