exploring-llm-traces
OfficialDebug and inspect LLM traces with MCP tools.
AuthorPostHog
Version1.0.0
Installs0
System Documentation
What problem does it solve?
PostHog users need to debug and inspect LLM/AI agent traces captured by MCP tools to understand tool usage, context surfaced, and agent decisions.
Core Features & Use Cases
- Trace exploration: inspect the event tree of an interaction to see tool invocations, inputs, outputs, and decision points.
- State visibility: view the
$ai_input_stateand$ai_output_stateto verify data surfaced and decisions made. - Reproducible analysis: use the included scripts to summarize, timeline, drill into specific spans, and search traces for keywords.
Quick Start
Paste a trace URL (or upload a trace JSON) and run the included scripts to generate a concise trace summary.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: exploring-llm-traces Download link: https://github.com/PostHog/skills/archive/main.zip#exploring-llm-traces Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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