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claw-conductor

Always-on autonomous development orchestrator with intelligent triage. Auto-detects Discord channels, routes to project workspaces, triages simple vs development requests, decomposes complex tasks, routes to optimal AI models, executes in parallel, and consolidates results.

Why use this skill?

Deploy Claw Conductor to turn your Discord channels into autonomous development environments. Intelligent triage, multi-model routing, and parallel execution.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/johnsonfarmsus/claw-conductor
Or

What This Skill Does

Claw Conductor acts as the primary brain for the OpenClaw agent, functioning as an always-on autonomous development orchestrator. By integrating directly into your Discord project channels, it eliminates the need for manual invocation. The skill automatically maps Discord channels to specific project directories, triages incoming messages to determine if they are simple inquiries or complex development tasks, and manages the entire lifecycle of a request. It leverages intelligent routing to select the best AI model for a given task, executes sub-tasks in parallel to ensure rapid performance, and consolidates final outputs for the user. Whether you are debugging, architecting new features, or just asking project-specific questions, Claw Conductor manages the complexity so you can focus on high-level goals.

Installation

To integrate Claw Conductor into your OpenClaw environment, use the following command via the ClawHub CLI:

clawhub install openclaw/skills/skills/johnsonfarmsus/claw-conductor

Once installed, initialize the Orchestrator within your agent configuration file to enable the always-on handler. By routing all channel messages through orchestrator.handle_message(), the agent gains the ability to context-switch across projects seamlessly.

Use Cases

  • Project Architecture: Rapidly scaffold new project structures based on natural language requirements.
  • Automated Debugging: Submit error logs or buggy code snippets; the conductor will analyze, patch, and propose test cases.
  • Project Documentation: Use simple prompts to query the status of files, architectural patterns, or logic flow within any active project channel.
  • Continuous Development: Allow the agent to watch for feature requests in specific channels and execute the implementation autonomously.

Example Prompts

  1. "Implement a user authentication system with JWT and secure password hashing for the current project."
  2. "Why is the API endpoint returning a 403 error? Check the middleware file and propose a fix."
  3. "!simple Can you explain the current state of our database schema design?"

Tips & Limitations

  • Always-On vs Explicit: While the always-on mode is recommended, use the !simple or !dev overrides to force the conductor into a specific operating mode when the automated triage might be ambiguous.
  • Project Mapping: Ensure that your Discord channel names align with your local project directories to maintain seamless mapping.
  • Resource Management: Because this skill performs parallel execution, ensure your environment has sufficient API quotas and system resources for multi-model concurrent requests.

Metadata

Stars1947
Views2
Updated2026-03-04
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-johnsonfarmsus-claw-conductor": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Tags(AI)

#orchestration#automation#development#discord-bot#workflow
Safety Score: 3/5

Flags: file-write, file-read, code-execution