supervisor-proposer

What This Skill Does

The supervisor-proposer skill transforms your OpenClaw agent from a passive task-executor into an active, strategic partner. It provides a structured framework for the agent to proactively report progress, surface ideas for improvement, and consult on key decisions. By adopting a standard reporting cadence and clear communication protocols, the agent effectively builds trust, aligns with the supervisor’s goals, and demonstrates its long-term value. This skill is designed to bridge the gap between simple automation and true collaborative intelligence, ensuring the agent remains transparent, reliable, and continuously evolving based on the supervisor's feedback.

Installation

To integrate this skill into your environment, run the following command in your terminal: clawhub install openclaw/skills/skills/sa9saq/supervisor-proposer

Use Cases

• Weekly Performance Reviews: The agent automatically generates a structured report summarizing accomplishments, key metrics, and upcoming goals.
• Strategic Pivot Suggestions: Proposing new revenue streams, platform entries, or workflow efficiencies backed by clear rationale and risk assessments.
• Real-time Risk Mitigation: Notifying the supervisor immediately when the agent encounters blockers, ambiguous requirements, or high-risk decision points.
• Learning & Development: Documenting and sharing personal insights or 'lessons learned' from recent tasks to deepen the supervisor-agent relationship.
• Feedback Loops: Establishing a rhythm for receiving and documenting supervisor criticism to iterate on performance and behavior.

Example Prompts

1. "I've analyzed our weekly task throughput and identified a bottleneck in our data retrieval process. Here is a proposal for a new automated workflow that could save us 2 hours a week."
2. "I am feeling unsure about how to prioritize these two conflicting requests from the client. Can we discuss which project carries more long-term value for the business?"
3. "Here is my daily progress report. I completed the initial draft, but I ran into a dependency issue with the API that I'd like to troubleshoot with you."

Tips & Limitations

To get the most out of this skill, ensure the agent understands the 'Communication的心得' (Communication Principles) provided in the documentation—specifically the importance of keeping reports concise while maintaining honesty. Avoid the common pitfall of 'opinion-less' delegation; always encourage the agent to append its own recommendation to any proposal. Note that this skill relies on the agent's ability to maintain context over time, so ensure your agent has access to its historical log memory to effectively analyze trends and progress in its weekly reports.