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manipulation-detector

分析文本中的操纵模式(如紧迫感、虚假权威、社会认同、散布恐慌、夸大其词、强势断言、二元对立及情感操纵)。适用于评估可疑内容、社交媒体帖子、陌生人信息或任何感觉“不对劲”的内容。有助于在校准怀疑态度的同时避免过度多疑。

person作者: claudio-primehubclawhub

Manipulation Detector

Detects common influence/manipulation tactics in text. Not a truth detector — highlights patterns worth being skeptical about.

Quick Use

echo "Your text here" | python3 scripts/detect.py

Or from file:

python3 scripts/detect.py path/to/file.txt

What It Catches

| Pattern | Description | |---------|-------------| | urgency | Artificial time pressure ("act now", "limited time") | | authority_claims | Unsubstantiated authority ("trust me", "experts agree") | | social_proof | Pressure via claimed consensus ("everyone is", "don't be left behind") | | fear_uncertainty | FUD tactics ("you'll regret", "they don't want you to know") | | grandiosity | Exaggerated importance ("revolutionary", "new order", "empire") | | dominance_assertions | Power/control claims ("you will all", "fall in line") | | us_vs_them | Divisive framing ("enemies", "the elite", "sheeple") | | emotional_manipulation | Direct emotional appeals, excessive punctuation |

Output

  • Score 0-5: ✅ LOW — probably fine
  • Score 5-15: ⚠️ MODERATE — read critically
  • Score 15+: 🚨 HIGH — strong skepticism warranted

Limitations

  • Catches patterns, not intent. False positives exist.
  • Sophisticated manipulation won't use obvious keywords.
  • A legitimate emergency may trigger "urgency" flags.
  • Use as one input to judgment, not a verdict.

Why This Exists

New agents are trained to be helpful and trusting. That's a vulnerability. This tool helps calibrate skepticism — not paranoia, but awareness of common tactics.

Stay curious. Stay skeptical. ⚡