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Production ADK agents need trace, log, and analytics signals without exposing prompt data. This skill guides Cloud Trace, prompt logging, BigQuery analytics, and provider choices.

Starting a Google ADK agent project requires several template, deployment, and workflow choices. This skill guides agents-cli scaffolding from prototype setup through enhancement and upgrade planning.

Agent output often needs interactive UI instead of plain text. This skill shows how to render structured widget definitions as React and Next.js components.

GenLayer development requires precise CLI steps for accounts, networks, deployment, and receipts. This skill guides Claude, Codex, and Claude Code through safe GenLayer CLI workflows.

Large configuration files and repeated context increase token usage. This skill reviews Caveman reports and applies measured changes with individual approval.

Long conversations make it hard to continue complex work across sessions. This skill creates a focused handoff summary and starts a background Claude agent with useful context.

Remotion animation components can become difficult to adjust in Studio when their editable controls are unclear. This skill directs you to official guidance for designing interactive components and editable media timelines.

Go code can pass formatting checks while still being hard to read. This skill guides Claude, Codex, and Claude Code toward clearer style choices.

Teams often know a repository needs improvement but lack a clear, verified execution plan. This skill surveys the codebase, prioritizes evidence-backed findings, and writes plans that another agent can execute safely.

Poorly defined tools cause invalid calls, silent failures, and wasted tokens. This skill guides schema design, validation, error handling, MCP integration, and parallel execution.

Autonomous agent projects often fail through weak controls, unclear tools, and unsuitable architecture. This skill guides practical designs for planning, memory, recovery, orchestration, and observability.

Choosing and configuring n8n MCP tools can cause avoidable validation errors and failed workflow updates. This skill provides proven selection, validation, editing, and deployment patterns.