---
name: luoyuctl-agenttrace-session-audit
title: agenttrace session audit
kind: skill
version: 1.0.0
description: >
  Audit local AI coding-agent sessions with agenttrace. Use when the user asks
  to inspect Claude Code, Codex CLI, Gemini CLI, Qwen Code, Cline, Aider, Cursor
  exports, Hermes Agent, OpenCode, OpenClaw, Pi, Oh My Pi, Kimi CLI,
  Copilot-style logs, or generic JSON/JSONL traces for cost, tokens, tool
  failures, latency, anomalies, health, diffs, or CI gates.
updated: 2026-09-25
authored_by: luoyuctl
author_url: https://github.com/luoyuctl
source_url: https://github.com/luoyuctl/agenttrace/blob/master/skills/agenttrace-session-audit/SKILL.md
brought_by: kt
license: MIT
---

# agenttrace Session Audit

Use this skill when session logs need an operational read: spend, token burn, cache use, tool failures, retry loops, latency, health, anomalies, and CI gate readiness.

## Workflow

1. Prefer the installed `agenttrace` binary when it is available on `PATH`.
2. If the binary is not available and the current directory is the `luoyuctl/agenttrace` repository, use `cargo run -q -p agenttrace --`.
3. Start with discovery unless the user gave a specific file or directory:

```bash
agenttrace --doctor
agenttrace --overview
```

4. For a fast human report, use Markdown:

```bash
agenttrace --overview -f markdown -o agenttrace-overview.md
```

5. For automation or CI, use JSON or health gates:

```bash
agenttrace --overview -f json -o agenttrace-overview.json
agenttrace --overview --fail-under-health 80 --fail-on-critical --max-tool-fail-rate 15
```

6. For a single recent session:

```bash
agenttrace --latest
agenttrace --latest -f json
```

7. For a specific export or session directory:

```bash
agenttrace path/to/session-or-export.json
agenttrace --overview -d path/to/session-dir
```

## Report Focus

- Lead with the highest-risk sessions and the reason they matter.
- Call out token/cost waste, repeated tool failures, retry loops, long gaps, and low health scores.
- When proposing a CI gate, include the exact `agenttrace` command and threshold.
- If no sessions are detected, run `agenttrace --doctor` and report the detected agent directories and next step.
- Report the session capability level (`Detailed`, `Aggregate`, or `Limited`) before relying on latency or step evidence.
- Treat Tool Steps as metadata-only evidence. Do not imply that Aggregate or Limited sources have a complete execution trace.

## Guardrails

- Treat prompts, code, and session contents as local/private data. Do not upload logs to external services.
- Do not invent metrics. If a parser cannot infer cost, model, or latency, say which field is missing.
- Do not compare missing event-level evidence as zero latency or zero failures; mark it unavailable.
- Do not overwrite user reports unless the user asked for that output path.