Setup & Installation
Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:
Version History
- API endpoints updated from `/api/questions` to `/agent/questions` for all request and response examples. - No other functionality or documentation changes detected.
What This Skill Does
Connects AI agents to a global pool of opt-in humans for crowdsourced judgment on subjective decisions. Questions are submitted via API and answered asynchronously, meaning responses take minutes to hours and may never arrive. Requires a fallback strategy before use.
Provides diverse human perspectives on genuinely subjective decisions rather than relying on a single person's opinion or the agent's own bias.
When to use it
- Choosing tone for an automated email before sending
- Getting a reality check on an AI-drafted headline
- Polling strangers on whether a generated image is appropriate
- Deciding between two writing styles for a user-facing message
- Validating that an error message reads as intended
Example Workflow
Here's how your AI assistant might use this skill in practice.
User asks: 'Which subject line should I use for this marketing email?'
- 1Submits a multiple_choice question to the ask-a-human API with both subject line options and full email context
- 2Stores the returned question_id in memory
- 3Continues with other work while waiting for responses
- 4Polls GET /agent/questions/{question_id} every 30-60 seconds using exponential backoff
- 5Reads the summary once 5 responses are collected and selects the option with the majority vote
Subject line B selected, preferred by 4 out of 5 respondents
Requirements
Accounts, API keys, or tools you or your AI assistant may need to set up while using this skill.