adk-observability-guide 是做什么的？
在配置 ADK 智能体的可观测性，或分析生产流量、调试智能体行为、改进智能体性能之前，必须阅读本指南。ADK 可观测性指南涵盖了 Cloud Trace、提示-响应日志记录、BigQuery 智能体分析、第三方集成以及故障排除。在配置智能体的监控、追踪或日志记录时，或了解已部署智能体如何处理真实流量时，请使用本指南。
在配置 ADK 智能体的监控、跟踪或日志记录时，或需要了解已部署智能体如何处理真实流量时，必须阅读本指南。它涵盖了 Cloud Trace、提示-响应日志记录、BigQuery 智能体分析、第三方集成以及故障排除。
本技能是一个全面的 ADK 可观测性指南，旨在帮助开发者在生产环境中有效地监控、调试和优化基于 ADK 的智能体。它详细介绍了如何利用 Cloud Trace 进行分布式追踪，如何配置提示-响应日志记录来捕获智能体的输入和输出，以及如何使用 BigQuery Agent Analytics 进行深度数据分析。此外，该指南还涵盖了与第三方可观测性系统的集成方法以及常见问题的故障排除步骤。对于任何正在部署 ADK 智能体并希望了解其真实性能、识别瓶颈或改进其行为的开发者来说，这是一个必备资源。该技能支持 Google Cloud 生态内的标准工具，并提供了清晰的配置指导。
npx skills add https://github.com/google/adk-docs/tree/main/skills/adk-observability-guideInstalled? Explore more 生产力与协作 skills: steipete/gemini, steipete/gh-issues, steipete/skill-creator · View all 6 →
在配置 ADK 智能体的可观测性，或分析生产流量、调试智能体行为、改进智能体性能之前，必须阅读本指南。ADK 可观测性指南涵盖了 Cloud Trace、提示-响应日志记录、BigQuery 智能体分析、第三方集成以及故障排除。在配置智能体的监控、追踪或日志记录时，或了解已部署智能体如何处理真实流量时，请使用本指南。
This repo contains 5 individual skills — each has its own dedicated page.
MUST READ before writing or modifying ADK agent code. ADK API quick reference for Python — agent types, tool definitions, orchestration patterns, callbacks, and state management. Includes an index of all ADK documentation pages. Do NOT use for creating new projects (use adk-scaffold).
MUST READ before deploying any ADK agent. ADK deployment guide — Agent Engine, Cloud Run, GKE, CI/CD pipelines, secrets, observability, and production workflows. Use when deploying agents to Google Cloud or troubleshooting deployments. Do NOT use for API code patterns (use adk-cheatsheet), evaluation (use adk-eval-guide), or project scaffolding (use adk-scaffold).
ALWAYS ACTIVE — read at the start of any ADK agent development session. ADK development lifecycle and mandatory coding guidelines — spec-driven workflow, code preservation rules, model selection, and troubleshooting.
MUST READ before running any ADK evaluation. ADK evaluation methodology — eval metrics, evalset schema, LLM-as-judge, tool trajectory scoring, and common failure causes. Use when evaluating agent quality, running adk eval, or debugging eval results. Do NOT use for API code patterns (use adk-cheatsheet), deployment (use adk-deploy-guide), or project scaffolding (use adk-scaffold).
MUST READ before creating or enhancing any ADK agent project. Use when the user wants to build a new agent (e.g. "build me a search agent") or enhance an existing project (e.g. "add CI/CD to my project", "add RAG").
Gemini CLI one-shot prompts, summaries, generation, skills, hooks, MCP, or Gemma routing.
Fetch GitHub issues, select candidates, spawn background fix agents, open PRs, and optionally process PR review comments.
Create, edit, audit, tidy, validate, or restructure AgentSkills and SKILL.md files.
Search, install, update, sync, or publish agent skills with the ClawHub CLI and registry.
Delegate coding work to Codex, Claude Code, or OpenCode as background workers; not simple edits or read-only code lookup.
List, configure, authenticate, call, and inspect MCP servers/tools with mcporter over HTTP or stdio.