{"enrichment":{"faq":[{"a":"Agent Tracing is a zero-config CLI tool that captures agent execution snapshots during development and lets you inspect them for debugging. It records tool invocations, results, LLM messages, and context so you can examine exactly what your agent did at each step without manual instrumentation.","q":"What is Agent Tracing and how do I use it?"},{"a":"Agent Tracing captures execution snapshots automatically during development. Use the CLI to query specific steps, view tool invocations and their results, examine LLM messages and context, and inspect the complete execution flow. All inspection flags work on both local snapshots and remote production traces pulled by operation ID.","q":"How do I trace agent execution and debug agent behavior?"},{"a":"Yes. Agent Tracing records and displays all agent calls and interactions including tool invocations, LLM message exchanges, and context data. You can inspect these interactions locally during development or retrieve remote production traces by operation ID to monitor how your agent behaved in real scenarios.","q":"Can Agent Tracing monitor agent calls and interactions?"},{"a":"Agent Tracing captures agent execution snapshots that let you inspect the complete workflow and request paths. You can query specific steps and view the sequence of tool invocations, LLM interactions, and results to understand exactly how requests flow through your agent.","q":"Does Agent Tracing help visualize agent workflow and request paths?"},{"a":"Agent Tracing provides diagnostic tracing capabilities to help identify performance bottlenecks and runtime issues. Inspect execution snapshots to see where time is spent, which tools are called, how LLM interactions occur, and what context is available at each step\u2014all with zero-config setup.","q":"How can I diagnose agent performance and runtime issues?"},{"a":"Yes. Agent Tracing lets you pull remote production traces by operation ID and inspect them using the same CLI tools you use for local snapshots. All inspection flags work on both local development snapshots and remote production traces.","q":"Can I access remote production traces with Agent Tracing?"}],"shadow_tags":["observability-debugging","execution-flow","agent-monitoring","call-tracking","diagnostic-tools","runtime-inspection","behavior-analysis","performance-profiling"],"summary_rewrite":"Agent Tracing is a zero-config CLI tool that captures agent execution snapshots during development and lets you inspect them for debugging. Query specific steps, view tool invocations and results, examine LLM messages and context, or pull remote production traces by operation ID. All inspection flags work on local and remote snapshots alike."},"gist":{"api_url":"https://skillfed.io/api/skills/lobehub/lobehub/agent-tracing.json","as_of":"2026-07-28","description":"Agent Tracing provides CLI inspection of agent execution snapshots to debug step flows, tool calls. npx skillfed install lobehub/lobehub/agent-tracing","install":{"manual":["git clone https://github.com/lobehub/lobehub","cp -r lobehub ~/.claude/skills/agent-tracing"],"primary":"npx skillfed install lobehub/lobehub/agent-tracing","version":"27e03bd1"},"kind":"skill","mirror_url":"https://skillfed.io/lobehub/lobehub/agent-tracing.md","similar":[{"id":"lobehub/lobehub/agent-runtime-hooks","name":"Agent Runtime Hooks","publisher":"lobehub/lobehub","url":"https://skillfed.io/lobehub/lobehub/agent-runtime-hooks"},{"id":"lobehub/lobehub/project-overview","name":"Project Overview","publisher":"lobehub/lobehub","url":"https://skillfed.io/lobehub/lobehub/project-overview"},{"id":"awslabs/mcp/agentcore-investigation","name":"agentcore-investigation","publisher":"awslabs/mcp","url":"https://skillfed.io/awslabs/mcp/agentcore-investigation"}],"title":"Agent Tracing by lobehub: Debug and trace agent execution flows and behavior \u2014 SkillFed","use":{"when":["Agent Tracing captures execution snapshots automatically during development.","Yes."]},"what":{"lead":"Agent Tracing provides CLI inspection of agent execution snapshots to debug step flows, tool calls, and LLM interactions.","rest":"Agent Tracing is a zero-config CLI tool that captures agent execution snapshots during development and lets you inspect them for debugging. Query specific steps, view tool invocations and results, examine LLM messages and context, or pull remote production traces by operation ID. All inspection flags work on local and remote snapshots alike."}},"id":"lobehub/lobehub/agent-tracing","install":{"mode":"external","repo":"https://github.com/lobehub/lobehub"},"links":{"html":"https://skillfed.io/lobehub/lobehub/agent-tracing","md":"https://skillfed.io/lobehub/lobehub/agent-tracing.md","repo":"https://github.com/lobehub/lobehub"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":15719,"language":"TypeScript","last_updated":"2026-07-28","license":"NOASSERTION","name":"Agent Tracing","publisher":"lobehub","stars":80894},"relations":{"similar":[{"id":"lobehub/lobehub/agent-runtime-hooks"},{"id":"lobehub/lobehub/project-overview"},{"id":"ABCFed/claude-marketplace/tapd-bug-analyzer"},{"id":"forcedotcom/sf-skills/automation-flow-generate"},{"id":"awslabs/mcp/agentcore-investigation"},{"id":"NickCrew/Claude-Cortex/openapi-specification"},{"id":"ABCFed/claude-marketplace/sls-trace-analyzer"},{"id":"personamanagmentlayer/pcl/openapi-expert"},{"id":"itechmeat/llm-code/openapi"},{"id":"YangsonHung/awesome-agent-skills/feature-doc-splitter-cn"}]},"slug":{"owner":"lobehub","repo":"lobehub","skill":"agent-tracing"},"version":"27e03bd1"}