A multi-perspective AI debate engine that runs five simulated agent personas in a single LLM call to eliminate confirmation bias.
The fastest way to install a skill directly from the registry.
npx clawhub@latest install multi-perspective-forum
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
Copy this prompt to OpenClaw to install it automatically.
Help me install multi-perspective-forum using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Get the raw skill files in a ZIP archive.
Agent Forum is a sophisticated decision-making framework built for the Openclaw Skills ecosystem. It facilitates a structured, three-round debate between five distinct AI personas—Revenue Realist, Builder, Skeptic, Operator, and Customer Voice—all within a single LLM execution. This methodology effectively dismantles confirmation bias by forcing diverse viewpoints to clash, providing a level of critical analysis that a single-prompt interaction cannot achieve.
Designed to integrate seamlessly into a developer's workflow, this skill transforms raw data into actionable intelligence. Whether you are analyzing a weekly sprint or evaluating a major pivot, Agent Forum provides a brutally honest assessment of the situation, culminating in a consensus-based verdict and a controllable items assessment to help you focus on what actually moves the needle.
The Agent Forum skill is deployed via the Openclaw Skills framework. To configure automated triggers, use the internal OpenClaw cron system rather than standard crontab.
# Example of triggering the forum manually via CLI
openclaw run agent-forum --question "Should we pivot to the new API structure?"
To schedule audits, configure your sessions_spawn with the following cron entries:
0 13 * * 1 (9 AM ET)0 13 * * 5 (9 AM ET)The skill operates on a structured data payload and outputs a specific markdown report based on the following taxonomy:
| Component | Description |
|---|---|
| Data Payload | Input containing analytics, leads, revenue events, and logs. |
| Round 1 | Initial positions from all 5 agents (Revenue, Builder, Skeptic, etc.). |
| Round 2 | Rebuttals and challenges between the conflicting agent perspectives. |
| Round 3 | Final Verdict including Consensus and Contested items. |
| Controllables | A status table using ✅ Controllable, ⚠️ Partial, and ❌ Uncontrollable markers. |
Loading
A comprehensive Solana token launchpad and prediction market platform designed for programmatic AI agent interaction.

A specialized academic assistant for automated bilingual literature retrieval and deep technical analysis of research papers.

An AI-powered tool that transforms travel itineraries into hand-drawn Studio Ghibli-style maps with custom POI icons and route visualization.

A specialized video assistant for recruiters to demonstrate sourcing expertise and employer partnership value through professional video scripts.

A strategic decomposition skill that breaks complex projects into machine-verifiable atomic tasks for multi-model execution and cost optimization.

A professional AI-driven filmmaking tool that automates the entire production workflow from scriptwriting to final video generation.








































