The SilkFilter Scam Identification Guide

Learn how to spot the difference between an asset and a trap, by using

the SilkFilter!

Most people get scammed because they look at the front door (the name and the hype). We look at the foundation (the wallet clusters and liquidity). Here are the 4 main types of scams our tool catches:

1. The "Ghost Pump" (Fake Volume)

  • The Trap: The chart shows thousands of buys every hour, making it look like the token is "Trending."
  • The SilkFilter View: A scan reveals that 90% of those buys are coming from the same 5 "Mother-Wallets."
  • The Red Flag: If you see "rhythmic" buying patterns (e.g., a buy every exactly 30 seconds), it’s a bot. Real humans are chaotic; bots are perfect.

2. The "Mirror Token" (Fake USDT/Stablecoins)

  • The Trap: You receive "profit" in your wallet that says "USDT" or "USDC."
  • The SilkFilter View: The scan shows the contract address is not the official Tether or Circle address.
  • The Red Flag: If the token has a name and a logo but shows $0.00 value in your wallet app, it’s a ghost. It has no liquidity pool behind it.

3. The "Stealth Supply" (Bundled Wallets)

  • The Trap: You check the "Top Holders" list. It looks safe because no one owns more than 2%.
  • The SilkFilter View: We trace the "funding" of those top 50 wallets. Our tool shows they were all funded by the same single wallet minutes before launch.
  • The Red Flag: High "Holder Diversity" on paper, but zero "Funding Diversity." It’s one person pretending to be 50 people.

4. The "Liquidity Mirage" (Temporary Locks)

  • The Trap: The dev says, "Liquidity is locked for 1 year!"
  • The SilkFilter View: The dev has "Mint" authority or "Blacklist" functions hidden in the contract. They don't need to pull the liquidity if they can just freeze your ability to sell.
  • The Red Flag: A chart with only green candles and no red ones. If nobody is selling, it’s usually because the dev won’t let them.

The "Simpsons" Rule of Thumb

Before you hit "Buy," ask yourself: "Is this token doing a job?"

  • A Gamble has no job. It’s just waiting for a bigger fool.
  • An Investment has an anchor—it’s helping the grid, extracting a resource, or has a verified "Time-Frame" profit insertion.

How to use this tonight:

Next time you see a "hot" coin on PumpFun, don't look at the meme. Copy the contract address and run it through SilkFilter. If it fails the "Mother-Wallet" check, walk away.

Next Step for your community:

Would you like me to create a "Safe vs. Scammed" Case Study? I can write up a comparison of a real organic runner (like early $SOL) versus a recent PumpFun rug so your followers can see the data side-by-side.

Posted Feb 10, 2026, 8:33 PM UTC

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