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Every scanner sells liquidity depth as a safety signal. Across 664,949 pump.fun launches, it isn't one — 96.15% rugged or died. Split the coins that actually traded into five bands over a 12.3× liquidity span and failure barely moves: 87-93% at every level. And on Robinhood Chain, a different chain with a different launch mechanic, it's 98.57% of 146,037 resolved — near-identical. Deeper liquidity doesn't make a token safer; it makes it worth rugging. This isn't a Solana quirk — it's structural to the launchpad.
The 12 wallets that bought first had already been early on 532 launches. 485 rugged.
DQrH...pump (mint)A finished case, published free and in full. Drawn from cases that reached a final outcome in the last 30 days (dated by when the outcome was recorded, not when the coin launched). We picked it as the rugged coin whose first buyers already had the worst record.
Check a coin yourself Go to this coinSplit the 100,248 pump.fun coins that actually traded into five bands by early bonding liquidity, read at 5 seconds — a 12.3× span, from under 0.88 SOL to over 10.90 SOL. The failure rate: 91.76%, 87.26%, 88.54%, 92.63%, 89.86%. It barely moves, and it isn't even monotonic.
Liquidity does buy something — a 10.7× better shot at graduating, 0.19% to 2.03%. It buys no protection at all. Deep liquidity doesn't make a token safe. It makes it worth rugging. That is the signal every other scanner is selling you.
Scanners sell one signal: more early liquidity = safer. Across a 12.3× span of real SOL at the 5-second mark, failure stays flat — lowest at band 2, highest at band 4. No gradient. The signal is noise. These bands are pump.fun; Robinhood Chain has no bonding curve to bucket, yet its aggregate failure lands in the same place — 98.57% of 146,037 resolved.
The identical experiment on Robinhood Chain — five equal-count bands by real ETH on the pool at the 5-second mark, across the 24,220 coins that reached the 0.3 ETH floor. Failure does not stay flat here. It climbs every band, and the rug share climbs with it — 55% to 91%. More early liquidity does not buy safety; it buys a higher chance of being actively rugged.
Across 664,949 pump.fun launches, each tracked to a recorded outcome. 96.15% rugged or died. 66% never even cleared a 2-SOL peak; every one of those died.
Of all 664,949 launches: 0.140% ever graduated. 84.5% never doubled.
On Robinhood Chain (166,715 launches, 146,037 resolved): 83.86% died · 14.71% rugged · 1.43% survived · 0 graduated — there is no bonding curve to graduate from. 98.57% of every resolved launch failed; 20,678 are still trading.
Two populations, both stated, never blended. The 664,949-launch census carries a recorded outcome for every coin. The bars above are the 294,100 coins with full trade-level labels — the only subset with a realized return — and all four bars, including liquidity, are computed over that same 294,100. "Sellable at a profit" = peak REAL liquidity ≥ 10 SOL: enough depth for a modest exit. Every n is disclosed. This is the layer risk-scanners never measure.
Outcomes labeled 2026-08-01, covering all 664,949 pump.fun launches we have captured. Live scans are real-time.
Every scanner grades a token in the present tense. None of them carry the outcome. Forward-labeled history is the asset nobody else publishes.
A present-tense flag. Useful, binary, and already free from several funded tools.
The recorded track record — counts, medians, timings — pulled from outcomes already labeled in the capture.
Compared against the attributed-launch baseline of 64.0% — the share of launches we can attribute to a creator that ended in a rug (N=166,373 across 64,195 creators). Not the 27% figure for all 664,949 launches: 66% of those never clear a 2-SOL peak and rug at 0.0% — they cannot rug, they die. We attribute rugs more easily than quiet deaths (a pulled liquidity leaves a signed transaction; a token that fades leaves its dev anonymous), so attributed creator rug rates likely run somewhat high — we flag the bias rather than hide it.
At launch, a swarm of wallets buys in the first blocks — organic demand, or so it reads. Strip the masks and it collapses to a handful of sock-puppets run by one operator — whose launch history we already hold.
GROUNDTRUTH replays what actually happened to a pump.fun or Robinhood Chain coin — not the chart's best case, but what you could really have sold into. Paste a coin for its autopsy, or a wallet for its rap sheet.
Drop a token contract to see who's holding it right now: holder concentration, snipers still in, how many exits before rugss and fast exits recorded wallets are already in front of you — plus the launcher's rug history. Or drop a wallet address to pull its rap sheet.
Realized exit — what you'd actually net selling into real liquidity, not the chart price.
Peak real liquidity — the SOL (or ETH on Robinhood Chain) truly available to sell into at the coin's deepest.
Verdict — the recorded outcome: rugged, bled out, graduated, or survived. Robinhood Chain has no graduation — there, survived is the made-it class.
Compared against the attributed-launch baseline of 64.0% — the share of launches we can attribute to a creator that ended in a rug (N=166,373 across 64,195 creators). Not the 27% figure for all 664,949 launches: 66% of those never clear a 2-SOL peak and rug at 0.0% — they cannot rug, they die. We attribute rugs more easily than quiet deaths (a pulled liquidity leaves a signed transaction; a token that fades leaves its dev anonymous), so attributed creator rug rates likely run somewhat high — we flag the bias rather than hide it.
What is a rug? The people who launched a coin take the money out of it. Everyone still holding is left with a token nobody will buy. It is not a crash — it is a withdrawal, and it leaves a signed transaction on the chain with somebody's wallet on it.
Why isn't deep liquidity safe? Liquidity is how much real money sits behind a coin. More of it means you can sell without crushing the price — and it also means there is more worth taking. Depth tells you the size of the pot. It never tells you who is guarding it.
What is a bonding curve? The launch mechanism these coins use. Price rises automatically as people buy and falls as they sell, with no order book and no market maker. It is why a coin can climb and vanish inside a few minutes.
Why look at coins that already ended? Because their story is finished. A coin that is over can be checked against what really happened to the people in it. A live one is still a guess. The settled record is what makes the pattern visible at all.
// paste a Solana or Robinhood Chain (0x) coin or wallet above to run a live scan
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