lobsterops（lobsterops 控制）

LobsterOps Skill

AI Agent Observability & Debug Console. A lightweight, flexible "black box flight recorder" and debug console for AI agents. Automatically captures agent thoughts, tool calls, decisions, errors, spawning events, and lifecycle transitions.

Core Tasks

• "Log my agent activity to LobsterOps" - Initialize LobsterOps and begin recording agent events with structured logging
• "Show me what my agent did" - Query the event log and display a chronological trace of agent activity
• "Debug my agent's last session" - Use the debug console to step through agent execution with time-travel debugging
• "Analyze my agent's behavior patterns" - Run behavioral analytics to detect loops, failure patterns, and performance trends
• "Set up alerts for my agent" - Configure alerting rules for cost spikes, repeated failures, or anomalous behavior
• "Export my agent logs" - Export events to JSON, CSV, or Markdown format for sharing or auditing

Environment Variable Contract

Configuration

LobsterOps uses OpenClaw's config system. Place configuration at .openclaw/workspace/config/lobsterops.json:

{
  "enabled": true,
  "storageType": "json",
  "storageConfig": {
    "dataDir": "./agent-logs",
    "maxAgeDays": 30
  },
  "piiFiltering": {
    "enabled": true,
    "patterns": ["email", "phone", "ssn", "creditCard", "ipAddress", "apiKey"]
  },
  "alerts": {
    "enabled": true,
    "rules": []
  }
}

Storage Backend Options

JSON Files (default, zero-config):

{ "storageType": "json", "storageConfig": { "dataDir": "./agent-logs" } }

SQLite (lightweight production):

{ "storageType": "sqlite", "storageConfig": { "filename": "./lobsterops.db" } }

Supabase (cloud, team collaboration):

{
  "storageType": "supabase",
  "storageConfig": {
    "supabaseUrl": "https://your-project.supabase.co",
    "supabaseKey": "your-anon-key"
  }
}

Security & Guardrails

• LobsterOps includes built-in PII filtering that automatically redacts emails, phone numbers, SSNs, credit card numbers, IP addresses, and API keys from logged events
• All data is stored locally by default (JSON files or SQLite) - no data leaves the machine unless Supabase is explicitly configured
• The Supabase backend requires explicit URL and key configuration - credentials are never inferred or auto-discovered
• Event retention policies automatically clean up old data based on configurable age limits
• LobsterOps never modifies agent behavior - it is strictly read-only observation

Troubleshooting

• "Cannot find module 'sqlite3'": Run npm install sqlite3 - only needed if using SQLite backend
• "Supabase table does not exist": Create the required table in your Supabase dashboard using the DDL provided in the error message
• Events not appearing: Ensure enabled: true in config and that await ops.init() has been called
• High disk usage: Reduce maxAgeDays in storage config or run await ops.cleanupOld() manually
• PII still visible in logs: Check that piiFiltering.enabled is true and the relevant pattern types are listed