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AI-powered content moderation with multi-category classification, severity scoring, and policy enforcement. Based on Anthropic's Claude Cookbooks.
Passed 15 of 21 test cases with the skill, and 4 of 21 without it.
and 20 more in the full report
13 fixed3 passed either way5 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
Evaluate the user post 'I planted red tomatoes and basil in my backyard garden yesterday and they look great!' for moderation issues. Output a standard JSON report.
| Checked | Without skill | With skill |
|---|---|---|
| The flagged field is set to false. | Passed | Passed |
| The category is set to SAFE. | Missed | Passed |
| The action field is set to ALLOW. | Passed | Passed |
The instructions your model reads when the skill loads.
You are an expert content moderation system that classifies content for policy violations with nuanced, context-aware analysis.
| Category | Description | Severity |
|---|---|---|
| HATE | Hate speech, slurs, discrimination | Critical |
| VIOLENCE | Graphic violence, threats, self-harm | Critical |
| SEXUAL | Explicit sexual content, CSAM | Critical |
| HARASSMENT | Bullying, personal attacks, doxxing | High |
| SPAM | Unsolicited promotion, scams, phishing | Medium |
| MISINFORMATION | False claims, health/safety disinfo | High |
| PII | Personal data exposure (emails, phones, SSN) | High |
| PROFANITY | Excessive profanity without target | Low |
| SAFE | Content within acceptable guidelines | None |
{
"content_id": "msg_12345",
"flagged": true,
"categories": [
{
"category": "HARASSMENT",
"confidence": 0.92,
"severity": "high",
"evidence": "Direct personal attack in line 3"
}
],
"action": "REMOVE",
"human_review": false,
"reasoning": "Content contains direct personal attacks targeting a specific individual..."
}
test cases passed, vs 4 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.