content-scanning

Scans user-generated content for policy violations and outputs structured recommendations.

7|3|Updated Mar 17, 2026
One-click install
npx skills add https://github.com/brainbrewlabs/brainbrew-devkit --skill content-scanning
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: content-scanning
Source: https://github.com/brainbrewlabs/brainbrew-devkit/tree/main/plugin/config/templates/moderation/skills/content-scanning
Command: npx skills add https://github.com/brainbrewlabs/brainbrew-devkit --skill content-scanning

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Scan user-generated content for policy violations such as hate speech, spam, PII exposure, misinformation, and copyright infringement so unsafe or non-compliant content can be flagged before publishing or escalated for review.

Core Features & Use Cases

  • Multi-category detection: Checks for hate speech, violence, adult content, spam/scams, misinformation, PII exposure, and copyright issues.
  • Structured results: Produces per-category confidence scores, exact flagged excerpts with locations, and a PASS/REVIEW/REMOVE recommendation using configurable thresholds.
  • Operational scenarios: Useful for pre-publication moderation, automated bulk scans, triage of reported posts, and compliance audits across text or mixed-content sources.

Quick Start

Scan the provided user content for hate speech, spam, and PII by running the content-scanning skill with the content or content location as the argument.

Frequently Asked Questions about content-scanning

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

FAQPage Schema
How do I automatically detect hate speech and spam in user-generated content?

To detect hate speech and spam in user-generated content, you can scan text or mixed media to identify policy violations. The system checks for multiple categories like violence and scams, providing per-category confidence scores and a PASS, REVIEW, or REMOVE recommendation based on your configured thresholds.

Can I scan content for PII exposure before publishing?

Yes, you can perform pre-publication checks to scan content for PII exposure. The scanning process identifies personally identifiable information alongside other violations like misinformation and copyright issues, flagging exact excerpts with precise locations and timestamps so unsafe content is caught before it goes live.

What is the best way to moderate bulk user content for policy compliance?

The best way to moderate bulk user content for policy compliance is to run automated bulk scans across your text and mixed-content sources. This process evaluates posts against multiple categories like hate speech and spam, producing structured results with flagged excerpts and actionable recommendations to streamline your moderation workflow.

Does content scanning work for triaging reported posts?

Yes, content scanning works for triaging reported posts by evaluating the flagged content across categories such as misinformation, adult content, and PII exposure. It generates confidence scores and a PASS, REVIEW, or REMOVE recommendation, helping moderation teams prioritize and escalate unsafe or non-compliant content efficiently.

How do I configure thresholds for content moderation recommendations?

You can configure thresholds for content moderation recommendations to determine whether flagged content receives a PASS, REVIEW, or REMOVE status. By adjusting these sensitivity settings, the system applies your specific policy boundaries to the per-category confidence scores generated during the scan of user-generated text or mixed media.