Of the 7 million memecoins launched on Pump.fun, 98.6% lost all their value because creators withdrew liquidity or simply ceased operations — only 97,000 retained more than $1,000 in liquidity. But the most profitable scam isn't creating a token and disappearing with the money. It's more subtle: a small group buys the token when it's worthless, then gets an exchange to list it, and sells when thousands of buyers arrive, attracted by the novelty — those buyers are the ones who pay the early investors' profits. One trader turned $285 into $627,000 in one day by buying before the public. It wasn't luck — it was insider information. This article teaches you how to see on-chain what insiders don't want you to see.
We're not going to tell you that memecoins are bad. We're going to show you exactly how the value extraction mechanism works — with on-chain data, free tools, and patterns that repeat in every cycle. So that if you decide to participate, you don't become someone else's exit liquidity.
Editorial notice: This article is for educational purposes only. It is not financial advice or an invitation to buy memecoins. 98.6% of tokens launched on platforms like Pump.fun lose all liquidity. CleanSky has no affiliation with any token or exchange mentioned.
What happens to your money in the first 24 hours after a listing?
The pattern repeats with mechanical precision. Every memecoin that reaches a centralized exchange (Binance, KuCoin, MEXC, Bybit) follows the same sequence:
- Pre-listing (days/weeks before): A small group of wallets buys the token on the DEX (decentralized exchange) at a minimum price. These are insiders — developers, advisors, market makers, or simply people with information.
- Listing announcement: The exchange announces it will list the token. The price multiplies 5-20x in hours on the DEX. Insiders are already sitting on massive profits.
- Listing opens: Retail buys on the centralized exchange at the "market price" — which is already inflated. Volume explodes. Euphoria.
- Dump (hours 1-48): Insiders sell. The price drops 50-80% from the listing peak. Retail is left with tokens worth a fraction of what they paid.
| Phase | Who Buys | Who Sells | Typical Price |
|---|---|---|---|
| Pre-listing (DEX) | Insiders, snipers | Nobody (accumulation) | Base (1x) |
| Announcement | News traders | Early insiders (partial) | 5-20x |
| Listing (hour 0-4) | Retail (FOMO) | Insiders (main dump) | Peak (10-50x) |
| Post-listing (day 1-7) | Nobody | Everyone remaining | 50-80% drop from peak |
| 30 days later | — | — | Stabilization or death |
Who wins? Insiders and the exchange (which collects fees and sometimes a listing fee of between $500,000 and $5 million). Who loses? Anyone who buys on the exchange on listing day without verifying who already holds the token.
How do you detect insiders before they sell to you?
The tools exist and are free. The problem isn't the information — it's that most buyers don't use it:
| Tool | What it shows | Red Flag |
|---|---|---|
| Bubblemaps | Visualization of wallet networks — who holds what and how they connect | Clusters of wallets that received tokens from the same source in the same block (sybil splitting) |
| DEXScreener | Real-time price, liquidity, holders, transactions | Low liquidity (<$50K), few holders with high %, volume concentrated in few wallets |
| Token Sniffer | Automated contract audit — detects malicious functions | Unlimited mint functions, hidden tax, wallet blacklist, upgradable proxies |
| WalletFinder | Identifies "smart money" wallets that buy pre-listing tokens | Same wallets appear in multiple successful listings (repeated insider pattern) |
| Etherscan / Solscan | Complete transaction history and holders | Top 10 holders with more than 50% of supply. Deployer wallet has not renounced ownership |
Bubblemaps is the most visual: it shows connected wallet clusters as bubbles. If a token appears to have thousands of holders but the largest bubbles are all connected by transfers from the same block — they are the same person. This is supply splitting: creating the illusion of decentralization while a single actor controls the majority.
What are the most common on-chain manipulation patterns?
1. Bundled buys in the genesis block
The token creator launches the contract and, in the same transaction (or block), buys with multiple wallets. Before any detection tool activates, they already control 40-80% of the supply distributed across 10-50 seemingly independent wallets.
2. Sybil splitting (supply fragmentation)
A large wallet distributes tokens to dozens of small wallets. Each appears to be an "organic holder." But they all sell coordinately in the first hours of listing. Bubblemaps detects this pattern by showing that all received tokens from the same source.
3. Gradual liquidity pull
Instead of an instant rug pull (removing all liquidity at once), the creator withdraws liquidity in small amounts over hours or days. The price falls slowly — enough so that retail doesn't panic immediately, but steadily until the token has no liquidity left to sell.
4. Fake vesting / unlock schedule
The token announces that team tokens are "locked for 12 months." But the contract has an override function (bypassing vesting) that allows the deployer to release tokens at any time. Token Sniffer detects these functions — but only if the buyer checks it before buying.
Do the data confirm that most people lose money with memecoins?
| Metric | Data | Source |
|---|---|---|
| Tokens launched on Pump.fun (total) | 7,000,000+ | CoinLaw / Pump.fun stats |
| % classified as rug pull or abandoned | 98.6 % | CoinLaw |
| Tokens that retained >$1,000 liquidity | 97,000 | CoinLaw |
| % of memecoins flagged as scam in 30 days | 62 % | CoinLaw Rug Pull Stats |
| Money lost in rug pulls (2025) | $900 M | CoinLaw |
| Average stolen per rug pull | ~$510,000 | CoinLaw |
| % of rug pulls promoted with hacked X accounts | 75 % | CoinLaw |
| Pump.fun Revenue (the platform) | $935 M accumulated | DeFiLlama |
The asymmetry is brutal: Pump.fun generated $935 million — its users lost $900 million in rug pulls. The platform earns what users lose. It's a casino where the house takes 1% of each bet and 98.6% of the "tables" are rigged.
What does a real pump-and-dump look like on-chain? The RaveDAO case
In April 2026, on-chain researcher ZachXBT exposed RaveDAO as a coordinated pump-and-dump scheme. The RAVE token surged 3,765% in a week — and then lost 95% in 24 hours. This is what the chain showed:
- Supply concentration: ~75% of the supply in a small group of wallets linked to the project operators. Bubblemaps showed it as a massive connected cluster.
- Paid marketing campaign: X accounts with hundreds of thousands of followers promoted RAVE as "the next 100x" — without disclosing they were paid.
- Peak and dump: When the price reached its maximum, the cluster wallets sold coordinately. In less than 24 hours, the price collapsed by 95%.
- Result: Insiders extracted millions. Retail buyers who entered based on X recommendations lost almost everything.
Another documented case: Bubblemaps' analysis of PEPE revealed that 30% of the supply was "bundled" (bought coordinately in the first block) at its 2023 launch. A wallet connected to the cluster sold $2M the next day. In 2026, the same pattern repeats in smaller tokens like $SIAS (peak market cap of $6M, dump of $600,000 by wallets linked to the creator).
The constant: insiders buy in block 0 (minimum cost), promote on social media (volume + price), and sell when retail arrives (exit liquidity). Bubblemaps shows the cluster. DEXScreener shows concentrated volume. Token Sniffer shows if the contract allows the dump. The tools are there — the problem is that no one uses them before buying.
How much does a memecoin buyer actually earn?
The data says something very different from the "I made 100x" stories:
| Metric | Data | Source |
|---|---|---|
| % of memecoins that die (lose all liquidity) | 97-98.6 % | CoinLaw |
| Tokens that become inactive daily on Pump.fun | 9,900 / day | CoinLaw |
| % of meme projects that were profitable (2025) | 18.82 % | NFTEvening |
| Average return of the meme sector (2025) | +33 % | NFTEvening |
| Money lost by retail in rug pulls (2024) | >$500 M | CoinLaw |
| % of holders who sold at a loss (Pump.fun tokens) | ~80 % | On-chain analysis |
The paradox: the meme sector was "the most profitable" in 2025 with an average return of 33%. But that average includes insiders who buy in block 0 and sell at the peak. If you filter only those who bought after listing (retail), ~80% sold at a loss. The 33% average return is like a country's "average income" — inflated by billionaires while most earn the minimum.
The 18.82% of profitable projects include tokens like BONK, PEPE, or WIF that have months or years of community. These are not the ones that launch and die in a day. The reality for a buyer who enters a newly launched token on Pump.fun: they have a 1.4% chance that the token will even retain $1,000 in liquidity.
Is there a way to participate without being the exit liquidity?
Yes — but it requires discipline and tools that most people don't use:
Checklist before buying any memecoin
- Bubblemaps: Is the supply truly distributed or are there connected clusters? If the top 10 holders are linked → do not buy.
- Token Sniffer: Does the contract have mint, blacklist, proxy upgrade, or hidden tax functions? If it fails more than 2 checks → do not buy.
- DEXScreener: Is the liquidity real and locked? If total liquidity is <$50,000 or not locked → do not buy.
- Deployer history: Has this wallet launched other tokens before? If so, what happened to them? If they all died → serial rugger pattern.
- Timing: Are you buying before or after the listing? If it's after → insiders are already up. Your upside is limited by the weight of their sales.
If you still decide to buy:
- Only money you can afford to lose 100%. This is not a metaphor — 98.6% lose everything.
- Small size. If it works, a 10-50x on a small position is significant. If it fails, the loss is absorbable.
- Sell partially at the listing peak. If you buy pre-listing and the token does 5x upon listing, sell at least 50%. Don't wait for "the moon" — insiders are selling while you wait.
- Never buy in the first hour of listing. 80% of dumps occur in the first 4 hours. Wait for stabilization — if the token survives 48 hours with stable liquidity, the probability of a rug significantly decreases.
Why do exchanges allow this?
Because they make money. The exchange collects fees for each trade (buy and sell), charges the project for listing (rumors of $500K to $5M), and has no legal responsibility for post-listing price behavior. If the token does 10x and then drops 80%, the exchange collected fees on both the rise and the fall.
In 2026, the memecoin market moves $8.22 billion daily with a capitalization of $33.94 billion. It's a real market with real liquidity — but with rules that systematically favor those with information before the public.
Binance introduced "Seed Tags" in 2026 for high-risk tokens — requiring users to pass a risk quiz every 90 days to trade. It's a step in the right direction. But it doesn't solve the fundamental problem: insiders sell before retail can react.
What is the difference between a legitimate memecoin and a rug pull?
| Signal | Legitimate Memecoin (DOGE, BONK) | Probable Rug Pull |
|---|---|---|
| Supply Distribution | Thousands of real holders, no clusters | Top 10 wallets control >50%, connected to each other |
| Liquidity | >$1M locked + verifiable lock time | <$50K and/or not locked |
| Contract | Renounced (deployer renounced control), no dangerous functions | Proxy upgradable, unlimited mint, hidden tax |
| Team History | Known or with verifiable track record | Anonymous + wallet that has launched other dead tokens |
| Community | Organic, with months/years of history | Created in 48h, obvious bots, hacked accounts |
| Post-listing Volume (7d) | Maintains or grows gradually | Peak at hour 1, sustained drop thereafter |
Most memecoins are neither completely legitimate nor completely rug pulls — they exist on a spectrum. DOGE has been around for 10 years. BONK has an ecosystem on Solana. But 98.6% of what launches on Pump.fun has nothing behind it except a deployer who will sell in the first few hours.
What has changed in 2026 compared to previous cycles?
Three changes that make the 2026 market both more dangerous and more detectable:
- Speed: In 2021, a memecoin cycle lasted weeks. In 2026, it lasts hours. Tokens are launched, listed, and abandoned on the same day. There's no time to "research" if you don't use automated tools.
- Scam sophistication: 2026 insiders use bundled buys, sybil splitting, fake vesting, and AI to generate artificial communities. 75% of rug pulls are promoted with hacked X accounts — they look like legitimate endorsements.
- Defense tools: Bubblemaps, Token Sniffer, Elliptic (automatic rug pull detection), and DEXScreener make on-chain information accessible to anyone. The problem is no longer "I can't see what's happening" — it's "I don't want to see what's happening because I have FOMO."
The honest truth: memecoins are not going away. They are the gateway to crypto for millions of people. Some generate extraordinary returns for those who understand the mechanics. But for most — those who buy after listing without verifying holders, liquidity, or the contract — they are the casino with the worst odds imaginable. The difference between the two groups is not luck. It's on-chain information that is freely available to anyone who cares to look.
Do you have memecoins in your portfolio? Seeing your exposure broken down by token helps you assess how much of your capital is in assets with real liquidity versus tokens that could lose all their value.
CleanSky shows your portfolio by asset, chain, and protocol — so you can see the real structure before it matters. Without custodying your funds. Discover how it works.