on-chain forward-outcome data

Liquidity isn't safety. It's bait.

Every scanner sells liquidity depth as a safety signal. Across 372,209 pump.fun launches, it isn't one. Split the coins that actually traded into five bands of early bonding liquidity — a 12× span — and the failure rate barely moves: 88–94% rug or die at every level. Deeper liquidity doesn't make a token safer. It makes it worth rugging.

80 launches, at census rates n = 372,209
Still alive80
Rugged or died0
Failed77/80
96.8% of 372,209 pump.fun launches rugged or died

Split the 69,238 coins that actually traded into five bands by early bonding liquidity, read at 5 seconds — a 12× span, from under 0.85 SOL to over 10.6 SOL. The failure rate: 93.6%, 88.0%, 89.3%, 92.7%, 89.7%. It barely moves, and it isn't even monotonic.

Liquidity does buy something — a 12× better shot at graduating, 0.17% to 2.04%. 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.

measured, not guessed

What actually happens to a pump.fun token.

Across 372,209 pump.fun launches — the full census, not a sample — tracked to a recorded outcome. 96.8% rugged or died. 65% never even cleared a 2‑SOL peak; every one of those died.

Of the 1,944 coins with full trade-level labels (the only ones that carry a realized return), the share that ever reached —

Hit +50%18.3%
Hit +100%10.9%
Hit +300%3.9%
Sellable at a profit 23.9%

Of all 372,209 launches: 0.13% ever graduated. 89% never doubled.

Two populations, both stated, never blended. The 372,209-launch census carries a recorded outcome for every coin. The bars above are the 1,944 coins with full trade-level labels — the only subset with a realized return — and all four bars, including liquidity, are computed over that same 1,944. "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.

Recorded outcomes captured through June 17, 2026 · live scans are real-time.

the difference

Risk scores tell you now. We tell you what happened.

Every scanner grades a token in the present tense. None of them carry the outcome. Forward-labeled history is the asset nobody else publishes.

Point-in-time risk scanners

"This creator has rugged before."

A present-tense flag. Useful, binary, and already free from several funded tools.

creator_risk: HIGH ⚠
mint_authority: revoked
flag: prior_rug = true
GROUNDTRUTH outcome data

Real creator GdRSPe…oDMP — 125 launches, 1 graduated.

The recorded track record — counts, medians, timings — pulled from outcomes already labeled in the capture.

launches: 125 · graduated: 1 (0.8%)
rug rate: 93% (116 of 125) · median time to rug: 38s
sellable at a profit: 73% of its 118 deeply-traced launches (n_snaps ≥ 4) — the liquidity was real; he pulled it anyway
GdRSPexhxbQz5H2zFQrNN2BAZUqEjAULBigTPvQ6oDMP — paste it above and check
try it

Paste a coin — or a wallet.

GROUNDTRUTH replays what actually happened to a pump.fun 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 known ruggers and flagged fast-exit wallets are already in front of you — plus the launcher's rug history. Or drop a wallet address to pull its rap sheet.

How to read a card ▾

Realized exit — what you'd actually net selling into real liquidity, not the chart price.

Peak real liquidity — the SOL truly available to sell into at the coin's deepest.

Verdict — the recorded outcome: rugged, bled out, graduated, or survived.

groundtruth.scan() sample / illustrative data
CB1WRf…uKD8M exit liquidity risk · high
18 buyers · 4 operators 14 of the launch buyers are sock-puppets run by operators already in the crowd. Largest pool: 9 wallets.
creator tracked ✓ 125 launches · 1 graduated (0.8%) · 93% rug rate
Mint authorityRevoked ✓
Freeze authorityRevoked ✓
Top-10 hold61%
Dev holding8%
Market cap284 SOL
Liquidity31 SOL
Snipers still in9
Bundled buys11
Token age2h
Real holders
Curve status

// sample card · paste a coin to run it live

known rugger flagged fast-exit insider-linked
SOL balance
Token holdings

early access

Stop copying ghosts.

The live feed and the wallet/creator checker are opening to a first batch. Get in before it's gated.

Or follow the data drops on @groundtruth_now — the findings post there first.