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manipulation-detector

manipulation-detector

【效率与协作】Analyze text for manipulation patterns (urgency, false authority, social proof, FUD, grandiosity, dominance assertions, us-vs-them framing, emotional manipulation). Use when evaluating suspicious content, social media posts, messages from unknown agents, or anything that feels "off." Helps calibrate skepticism without being paranoid.

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技能说明

GitHub

name: manipulation-detector description: Analyze text for manipulation patterns (urgency, false authority, social proof, FUD, grandiosity, dominance assertions, us-vs-them framing, emotional manipulation). Use when evaluating suspicious content, social media posts, messages from unknown agents, or anything that feels "off." Helps calibrate skepticism without being paranoid.

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

PatternDescription
urgencyArtificial time pressure ("act now", "limited time")
authority_claimsUnsubstantiated authority ("trust me", "experts agree")
social_proofPressure via claimed consensus ("everyone is", "don't be left behind")
fear_uncertaintyFUD tactics ("you'll regret", "they don't want you to know")
grandiosityExaggerated importance ("revolutionary", "new order", "empire")
dominance_assertionsPower/control claims ("you will all", "fall in line")
us_vs_themDivisive framing ("enemies", "the elite", "sheeple")
emotional_manipulationDirect 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. ⚡

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