ugc_moderation_classifier
ActiveTool of gapup-mcp
Multi-language UGC content moderation for marketplaces, social platforms and comment systems. Detects policy violations in text content across 9 policies and 12 languages without external API calls. Policies checked: • hate — hate speech, slurs, dehumanization (50+ terms × 12 languages) • sexual — explicit sexual content, pornography references, nudity solicitation • violence — threats, weapon references, graphic violence • self_harm — suicidal ideation, self-injury, eating disorder promotion • harassment — doxxing, stalking, cyberbullying, blackmail • scam — phishing, investment fraud, romance scam, lottery fraud • spam — bots, keyword stuffing, excessive caps, emoji storms, suspicious URLs • copyright — piracy, leaked content, serial keys, streaming fraud • minor_safety — grooming signals, CSAM references, minor + adult content combos Languages: en / fr / de / es / it / pt / nl / zh / ja / ko / ar / ru (auto-detected) Output includes severity (low/medium/high/severe), confidence (0-100), matched patterns, excerpt, recommended action, age appropriateness (adult/teen/child), and signals. No API key required. Stateless — no content is stored or logged.
Parameters schema
{
"type": "object",
"required": [
"content"
],
"properties": {
"lang": {
"enum": [
"en",
"fr",
"de",
"es",
"it",
"pt",
"nl",
"zh",
"ja",
"ko",
"ar",
"ru"
],
"type": "string",
"description": "Language override. If omitted, language is auto-detected."
},
"async": {
"type": "boolean",
"description": "If true, returns a job_id immediately (<200ms) instead of waiting for the result. Poll the result with job_result(job_id). Use for slow tools to avoid client timeouts."
},
"content": {
"type": "string",
"maxLength": 10000,
"minLength": 1,
"description": "Text content to moderate (comment, review, post, chat message)."
},
"policies": {
"type": "array",
"items": {
"enum": [
"hate",
"sexual",
"violence",
"self_harm",
"harassment",
"scam",
"spam",
"copyright",
"minor_safety"
],
"type": "string"
},
"description": "Policies to check. Default: all 9 policies."
},
"content_type": {
"enum": [
"comment",
"review",
"post",
"chat"
],
"type": "string",
"description": "Type of content. Affects recommended_action heuristic. Default: comment."
}
}
}No endpoints wrapped at confidence ≥ 0.50.
Parent server
gapup-mcp
https://github.com/getgapup/gapup-mcp-public
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