name	agenttrace-session-audit
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.
license	MIT
metadata	{"short-description":"Audit AI agent session health"}

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

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

agenttrace --doctor
agenttrace --overview

For a fast human report, use Markdown:

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

For automation or CI, use JSON or health gates:

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

For a single recent session:

agenttrace --latest
agenttrace --latest -f json

For a specific export or session directory:

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.

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

Prefer the installed agenttrace binary when it is available on PATH.

If the binary is not available and the current directory is the luoyuctl/agenttrace repository, use cargo run -q -p agenttrace --.

Start with discovery unless the user gave a specific file or directory:

agenttrace --doctor agenttrace --overview

For a fast human report, use Markdown:

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

For automation or CI, use JSON or health gates:

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

For a single recent session:

agenttrace --latest agenttrace --latest -f json

For a specific export or session directory:

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.

agenttrace-session-audit