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references/scam-signals.md
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references/scam-signals.md
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# Scam / Fake-Hype Signals
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Use this reference when a user asks whether a coin is a rug, scam, fake narrative pump, or suspicious meme coin.
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## Goal
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Separate three different bad cases:
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- **obvious scam-risk** — high chance of rug, manipulation, or fabricated legitimacy
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- **fake-hype / low-quality pump** — may trade, but the story is mostly noise and exit liquidity risk is high
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- **messy but tradable** — ugly structure, but not enough evidence to call it a scam
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Do not collapse all weak coins into "scam." Be precise.
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## Primary red flags
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### 1. Liquidity illusion
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Warning signs:
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- the coin appears tradable, but exits are unclear
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- volume looks large relative to real attention
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- spreads are erratic or suspiciously wide
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- price moves hard on small visible participation
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Interpretation:
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- if buyers can enter more easily than they can exit, treat this as a severe warning
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### 2. Holder concentration risk
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Warning signs:
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- a few wallets dominate supply
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- deployer/team wallets remain powerful
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- clustered wallets look related
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- unlock or dump overhang seems obvious
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Interpretation:
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- concentration does not automatically mean scam, but it makes the coin structurally fragile
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- if concentration is extreme and active, classify closer to avoid / scam-risk
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### 3. Legitimacy theater
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Warning signs:
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- loud claims of partnerships with no verifiable source
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- fake exchange-listing rumors
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- website looks polished but contains no falsifiable specifics
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- team bios are vague, recycled, or unverifiable
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- social posts overpromise and under-document
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Interpretation:
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- fake credibility signals are often more important than weak fundamentals
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### 4. Social proof distortion
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Warning signs:
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- comments feel repetitive or botted
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- follower count is high but engagement quality is low
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- shill accounts post identical talking points
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- the project feels ubiquitous inside its own bubble but invisible elsewhere
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Interpretation:
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- hype quality matters more than hype quantity
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### 5. Chart manipulation smell
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Warning signs:
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- repeated long wicks without stable follow-through
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- random explosive candles with no broader market pickup
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- price repeatedly returns to the same area after dramatic spikes
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- pattern looks designed to bait breakout traders
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Interpretation:
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- manufactured excitement often looks different from organic expansion
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## Secondary warning signs
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These do not prove scam by themselves, but they weaken the case:
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- narrative changes every few days
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- too many sectors/themes stapled together
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- tokenomics explanation is confusing on purpose
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- everything depends on one influencer wave
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- no credible venue improvement despite heavy promotion
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## Useful distinctions
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### Scam-risk
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Use when one or more of these are true:
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- severe exit/liquidity concerns
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- strong public warnings from multiple independent places
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- fabricated legitimacy claims look credible
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- wallet concentration plus active dump risk is severe
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### Fake-hype / low-quality pump
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Use when:
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- the coin may still trade, but most of the fuel is shallow attention
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- quality of discussion is poor
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- market structure looks weak
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- timing is bad and late buyers are likely exit liquidity
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### Messy but tradable
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Use when:
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- structure is ugly, but not enough to call scam
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- there is still credible liquidity and real attention
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- risk is high, but the market is not obviously fake
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## Output guidance
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When scam risk is part of the analysis, include:
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- **Suspicion level:** low / medium / high
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- **Main red flags:** 2-5 bullets
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- **What would reduce suspicion:** specific evidence, not vibes
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- **Bottom line:** tradable speculation / watch-only / avoid
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## Hard override rule
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Even if the narrative and attention look strong, classify as **avoid / scam-risk** when exit risk or fabricated legitimacy is severe enough.
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