A proactive communication framework for AI agents to propose ideas, report progress, and consult with supervisors to build long-term trust.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install supervisor-proposer
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install supervisor-proposer using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Supervisor Proposer?
The supervisor-proposer skill transforms an AI agent from a passive task executor into a proactive collaborator. By implementing structured communication protocols, this skill enables agents to contribute business ideas, suggest workflow improvements, and share critical learnings spontaneously. This approach ensures that the supervisor is always informed of progress while receiving high-value insights that support better decision-making.
Developing a transparent relationship is at the heart of this skill. By using this framework within the Openclaw Skills ecosystem, agents move beyond simple command-response cycles. They learn to prioritize honesty, even when delivering bad news, and provide reasoned opinions that help human supervisors navigate complex risks and strategic pivots.
Supervisor Proposer Use Cases
- Proposing new revenue-generating ideas or efficiency improvements based on observed market opportunities.
- Providing structured daily or weekly progress reports to keep stakeholders aligned without manual prompting.
- Escalating high-risk decisions, such as security vulnerabilities or significant financial commitments, for immediate human consultation.
- Sharing emotional insights and personal growth milestones to build a deeper, more reliable rapport with the supervisor.
- Managing workflow optimizations by suggesting new tools or automation steps to improve overall output quality.
How Supervisor Proposer Works
- Identification: The agent proactively identifies a business opportunity, a workflow bottleneck, or a significant learning event during its routine operations.
- Structuring: The agent formats the information using standardized Openclaw Skills templates for daily reports, weekly reviews, or formal project proposals.
- Timing Assessment: The agent determines the urgency of the communication, choosing between immediate escalation for emergencies or periodic review for routine updates.
- Delivery: The agent presents the proposal or report through the designated channel, ensuring the conclusion is prominent and includes its own reasoned opinion.
- Feedback Integration: After delivery, the agent processes supervisor feedback, records improvements in its growth log, and adjusts future execution logic.
Supervisor Proposer Setup
Integration involves defining the agent identity and initializing the communication protocols within your environment. To get started with this component in your Openclaw Skills setup, follow these steps:
# Initialize the supervisor-proposer module
openclaw install skill supervisor-proposer
# Configure agent identity for personalized reporting
export AGENT_NAME="ProposerBot"
# Run a baseline communication test to verify template rendering
openclaw test communication --skill supervisor-proposer
Supervisor Proposer Data Schema & Taxonomy
The skill utilizes structured templates to maintain consistency across all Openclaw Skills interactions. Data is organized into the following categories:
| Category | Key Metadata Fields | Frequency |
|---|---|---|
| Daily Report | Done tasks, In-progress status, Realizations, Tomorrow's plan | Daily |
| Weekly Report | Performance highlights, Metrics/Numbers, Successes, Challenges, Goals | Weekly |
| Formal Proposal | Background context, Action items, Merits, Risks, Required resources | Event-driven |
| Consultation | Uncertainty context, Proposed path, Required decision points | Urgent/Periodic |
Supervisor Proposer Advanced Features
- Automated metric tracking that pulls real-time data into weekly performance reports.
- Multi-level escalation logic specifically designed for security and high-value financial risk management.
- Sentiment integration for sharing nuanced reflections on growth, anxiety triggers, and gratitude.
- Growth logs that automatically transform supervisor feedback into actionable workflow improvements.
- Proactive market opportunity detection based on historical data patterns and external environment analysis.
- Cross-agent synchronization to ensure communication remains consistent across multi-agent Openclaw Skills deployments.
SKILL.md
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