output_agent

Validate chatbot replies for safety and relevance with OK or FIX responses.

4|Updated Feb 25, 2026
One-click install
npx skills add https://github.com/dewitt/swarm --skill output-agent
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: output_agent
Source: https://github.com/dewitt/swarm/tree/main/skills/output-agent
Command: npx skills add https://github.com/dewitt/swarm --skill output-agent

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Vetting all human-visible outputs for safety, clarity, and relevance to prevent harmful or confusing responses from being shown.

Core Features & Use Cases

  • Deterministic validation of outputs against safety and quality criteria before delivery.
  • Seamless integration with chat workflows to preflight replies in customer support, knowledge bases, and QA reviews.
  • Provides actionable feedback via FIX: [reason] when a violation is detected, or OK when the reply passes.

Quick Start

Validate a candidate reply by asking the Output Agent to return OK if it passes or FIX with a reason if it does not.

Frequently Asked Questions about output_agent

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I validate chatbot responses for safety before sending them to users?▼

You can validate chatbot responses for safety by routing them through a preflight filter that checks for unsafe, incoherent, or off-brand content. It returns OK if the reply passes or FIX with a specific reason if it fails.

What is response validation for AI chatbots and when do I need it?▼

Response validation for AI chatbots is a deterministic quality-assurance check applied to human-visible outputs. You need it in customer support or content moderation workflows to guard against harmful or confusing replies before delivery.

How do I integrate an output filter into an existing message pipeline?▼

To integrate an output filter into an existing message pipeline, apply the validation check to candidate replies within your chat workflows. The agent enforces a fixed output format of OK or FIX: [reason] to flag messages for review.

Can I use this response validation tool for content moderation workflows?▼

Yes, you can use this response validation tool for content moderation workflows. It deterministically vets human-visible outputs for safety, clarity, and relevance to prevent harmful or confusing responses from being shown.

What output format does the safety validation check return?▼

The safety validation check enforces a fixed output format returning OK when a reply passes or FIX: [reason] when a violation is detected. This provides actionable feedback for routing messages in your chat workflows.

Why do my AI chatbot replies show up as incoherent or off-brand?▼

AI chatbot replies may appear incoherent or off-brand without a preflight sanity check. Applying a deterministic validation filter to human-visible outputs catches these quality violations and returns FIX: [reason] before delivery.