Agent Orchestrator Pro

What This Skill Does

Agent Orchestrator Pro by aiwithabidi is a comprehensive framework designed to bring enterprise-grade management to local AI agent workflows within the OpenClaw environment. At its core, it acts as a centralized brain for your agents, providing robust infrastructure for task scheduling, permission enforcement, and fiscal oversight. Unlike simple script execution, this tool implements a full registry, allowing users to define specific personas for agents, scope their system-level permissions (such as limiting file access or tool usage), and enforce strict runtime limits to prevent infinite loops or runaway processes.

Beyond basic management, it includes a sophisticated task queue that supports priority-based execution and project-specific isolation. This means you can keep your personal, development, and research tasks logically separated while running on a single system. The integration with ClickUp transforms this from a local task runner into a professional project management hub, allowing your agents to pull tickets directly from your workflow and push completions automatically.

Installation

To begin, ensure you have Python 3.10+ installed and your OpenClaw workspace is set up. Navigate to your terminal and run the install command provided by Clawhub:

clawhub install openclaw/skills/skills/aiwithabidi/agent-orchestrator-pro

Once installed, you must initialize the backend database. Navigate to your OpenClaw folder and execute: ~/.openclaw/workspace/.venv/bin/python3 scripts/agent_orchestrator.py --init. This sets up the SQLite storage required for tracking budgets, tasks, and agent registration. If you wish to use ClickUp integration, ensure your API token is configured in the environment settings.

Use Cases

• Automated Security Auditing: Define a security agent with restricted path access to perform periodic code scans on specific project folders.
• Complex Workflow Chaining: Execute multi-step research projects where the output of a data-gathering task is automatically fed into an analysis agent.
• Cost-Constrained Development: Set strict daily or monthly budgets for your AI infrastructure to avoid unexpected API usage costs during intense development cycles.
• Synchronized Task Management: Use ClickUp as your central command center, letting agents automatically pick up work items and update their status as they progress.

Example Prompts

1. "Agent Orchestrator, register a new agent named 'researcher' using claude-sonnet-4, limit it to 'web_search' only, and assign it to the 'marketing-project' project."
2. "Queue a high-priority task to 'refactor the authentication module' under the 'backend-upgrade' project and run it immediately."
3. "Check the current system budget and provide a status report on all active agents."

Tips & Limitations

To maximize the efficiency of Agent Orchestrator Pro, always define specific 'allowed-paths' when registering agents; this implements a sandbox-like environment that prevents agents from accessing sensitive system files. While the tool is powerful, it is highly dependent on your local SQLite database integrity. Ensure your .data/sqlite/ directory is backed up regularly. Note that while ClickUp integration is robust, it requires active connectivity to the ClickUp API, meaning it will not function while the machine is offline. Always set a conservative budget for new agents until you have a clear understanding of their token usage patterns.