Recent Tool Usage (last 10)

!tail -10 RLM/progress/logs/tool-usage.csv 2>/dev/null || echo "No logs yet"

Recent Events

!tail -5 RLM/progress/logs/events.jsonl 2>/dev/null || echo "No events yet"

Observability Skill

Provides agent operation monitoring, context tracking, and execution traces for multi-agent workflows.

Overview

This skill is auto-invoked by the orchestrator and hook infrastructure. It does NOT require manual invocation. Use /rlm-observe to view collected data.

Data Sources

Tool Usage Log (CSV)

• •Path: RLM/progress/logs/tool-usage.csv
• •Format: timestamp,sessionId,tool,event
• •Written by: post-tool-log.ps1

Tool Usage Log (JSONL)

• •Path: RLM/progress/logs/tool-usage.jsonl
• •Format: JSON lines with timestamp, sessionId, agentId, tool, event, filePath
• •Written by: post-tool-log.ps1 (enhanced)

Agent Traces

• •Path: RLM/progress/logs/agents/{agent-id}.jsonl
• •Format: JSON lines with trace events
• •Written by: agent-tracer.ps1 library

Session Logs

• •Path: RLM/progress/logs/sessions.jsonl
• •Written by: session-start.ps1, session-end.ps1

Sub-agent Logs

• •Path: RLM/progress/logs/subagents.jsonl
• •Written by: subagent-start.ps1, subagent-stop.ps1

Team Coordination Logs

• •Path: RLM/progress/logs/team-coordination.jsonl
• •Written by: teammate-idle.ps1, task-completed.ps1

State Verification Logs

• •Path: RLM/progress/logs/state-verification.jsonl
• •Written by: post-state-write-verify.ps1

JSONL Trace Schema

{
  "timestamp": "2024-01-15T10:30:00Z",
  "event": "agent.start|agent.stop|tool.call|task.complete|error",
  "agentId": "code-writer|test-writer|reviewer|tester|team-lead",
  "sessionId": "session-uuid",
  "data": {}
}

Enable/Disable

Observability is enabled by default. To disable JSONL logging (CSV always active):

• •Set RLM_OBSERVABILITY=off in environment
• •Or set observability.enabled: false in RLM/progress/config.json

Reports

Use /rlm-observe to generate human-readable reports from collected logs. Reports are written to RLM/progress/reports/observability-{target}.md.