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crabwalk

Monitor real-time agent thinking and tool calls across OpenClaw platforms.

877|96|Updated Jan 25, 2026
Search Tags:#monitoring#real-time#multi-platform#OpenClaw#crabwalk#agent-thinking
One-click install
npx skills add https://github.com/luccast/crabwalk --skill crabwalk
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: crabwalk
Source: https://github.com/luccast/crabwalk/tree/main/public
Command: npx skills add https://github.com/luccast/crabwalk --skill crabwalk

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Crabwalk addresses the need to observe OpenClaw agent thinking, tool usage, and responses in real time, enabling teams to debug and improve behavior.

Core Features & Use Cases

  • Real-time activity graph and think-state tracing across OpenClaw agents
  • Multi-platform monitoring across WhatsApp, Telegram, Discord, and Slack
  • Live debugging and performance visibility via a stable gateway connection

Quick Start

Install Crabwalk following the official installation steps, verify with crabwalk --version, and start the server. Then share the monitor URL displayed on startup with your team to begin observing agent activity.

Frequently Asked Questions about crabwalk

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I monitor OpenClaw agent thinking and tool calls in real time?▼

You can monitor OpenClaw agent thinking by running Crabwalk, which provides a real-time activity graph and think-state tracing to observe actions, responses, and tool usage across your live deployments.

Can I monitor OpenClaw agents across WhatsApp, Telegram, Discord, and Slack?▼

Yes, multi-platform monitoring is supported across WhatsApp, Telegram, Discord, and Slack. Crabwalk applies to live sessions on these platforms to observe agent actions and think states.

How do I set up real-time agent monitoring for OpenClaw?▼

To set up real-time monitoring, install Crabwalk, verify the installation with crabwalk --version, and start the server. You then share the monitor URL displayed on startup with your team to begin observing.

Do I need a Node.js gateway to monitor live OpenClaw agent activity?▼

Yes, Crabwalk requires a Node.js OpenClaw gateway setup to establish a stable connection for live debugging and performance visibility across your agent deployments.

What is the best way to debug OpenClaw agent behavior during live sessions?▼

The best way to debug live OpenClaw behavior is using Crabwalk to observe real-time agent thinking, tool usage, and responses, enabling teams to identify and improve performance issues directly.

Why is my OpenClaw agent monitor not showing real-time think states?▼

If real-time think states are not showing, verify your Node.js OpenClaw gateway setup is active. Crabwalk depends on a stable gateway connection to trace agent activity and responses across platforms.

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