On-chain investigationSolanaToken launchpads

Pump.fun: 1 in 58 coins graduate, 79% die after day one

Anyone can launch a coin on Solana with a few clicks, and more than a million wallets have. We followed every new token that traded from November 2025 to early October 2026, from the launchpad that made it to its last trade.

At a glance
From 1 November 2025 to 7 October 2026, 11.5 million new tokens traded on Solana, about 32,000 on the median day, and Pump.fun made 78% of them. Half of Pump.fun's launches had their last trade within about 3 minutes, and 79% never traded after launch day. 1 in 58 Pump.fun coins graduated to a real trading pool, and a third of September's graduations took three trades or fewer. Up to 5 July, 451,402 coins skipped the launchpad: their devs opened a pool of their own with about 85 SOL. 99% of those pools were later emptied by the dev who opened them, a median of 12 minutes in. In the 160 we traced, most of the SOL buyers left came from wallets tied to the dev.
11.5 million
New Solana tokens in 11 months
78%
Made on Pump.fun
1 in 58
Pump.fun launches that graduated
99%
Curve-skip pools later emptied
Key findingsEach line has its own share link
  1. 11.5 million

    11.5 million new tokens traded on Solana from 1 November 2025 to 7 October 2026, about 32,000 on the median day.

  2. 90%

    Pump.fun's share of new tokens rose from 65% in November to 90% in August. Meteora's launchpad fell from 23% to 5%.

  3. 79%

    79% of Pump.fun coins never traded after launch day. Only 1 in 437 still had ten trades in its fifth week.

  4. 1 in 58

    1 in 58 Pump.fun launches graduated to a full trading pool. In September, 33% of graduations took three trades or fewer.

  5. 451,402

    451,402 coins skipped the curve up to July: their devs opened a pool with about 85 SOL, the size of a real graduation. 99% were later emptied by the dev, and 95% of the SOL buyers left in the pools we traced came from wallets tied to the dev.

  6. 75%

    On Meteora's launchpad, 75% of coins graduated, 35% of all its coins on a single trade. Graduated coins there lasted no longer than the rest.

01 · Two minutesThe life of a new coin

Open a meme coin app and the list of new coins never stops moving. On a typical day, a fresh one appeared every 2.7 seconds. Each has a name, a picture and a ticker. Most stop trading within minutes.

On 15 June, a dev launched a coin called Le Chaton Fat, French for "the fat kitten", and bought 1.5 SOL of it in the same transaction. The dev is the wallet that creates a coin, and SOL is Solana's own coin. Eight more wallets bought in within five seconds, and the dev sold 14 seconds in. Less than two minutes after the launch, the last of them sold, and nobody has traded the coin since. More than 400 transactions touched it in that time. All but 20 of them failed.

Le Chaton Fat was one of 11.5 million new tokens that traded on Solana in the 11 months to early October. Bitquery records every trade on Solana's DEXs, so we could follow each of those tokens from its first trade to its last. Half of the Pump.fun coins were done within 3 minutes, barely longer than the kitten lasted. 1 in 58 Pump.fun tokens made it to a full trading pool. Hundreds of thousands of others skipped that step. Their devs opened a pool of their own, then emptied it. In the pools we traced, most of the SOL that buyers lost came from wallets tied to the dev.

02 · The machineWhat is a Solana launchpad?

A launchpad is a website that lets anyone create a coin with a few clicks and start trading it at once. Pump.fun is the largest on Solana. Meteora, a Solana exchange, runs one called Dynamic Bonding Curve (DBC), and many apps put their own brand on it. Raydium, another exchange, runs LaunchLab, home of Bonk.fun and, since September, StonkFun.

A new coin starts on a bonding curve, a price formula run by the launchpad. Nobody sits on the other side of a trade. Each buy pushes the price up the curve and each sell pushes it back down, and the SOL that buyers pay stays with the curve.

When enough SOL has come in, the coin graduates, or migrates, as traders also say. On Pump.fun, the SOL and the remaining coins move into a pool on PumpSwap, Pump.fun's exchange, where anyone can trade against them. A pool made by a graduation starts with about 85 SOL, and 98% of these pools had nothing taken out by July. For traders, graduation is the moment a coin gets a real market. Most coins never get there: their curve stops moving when people stop buying.

03 · The countWhich Solana launchpad makes the most tokens?

Pump.fun, by far: it made 78% of all new tokens over the 11 months. The total swung from month to month. September, the busiest full month, had 61% more new tokens than November, the quietest.

New tokens per monthfirst trade on Solana, by launchpad or pool type, November 2025 to 7 October 2026
00.5M1.0M1.5M0.80M0.86M1.21M1.06M0.97M0.92M0.97M0.93M0.96M1.19M1.28M0.40MNov2025DecJan2026FebMarAprMayJunJulAugSepOct*Pump.funMeteora DBCRaydium LaunchLabPumpSwap pool, no curveMeteora pool, no curveRaydium LaunchLab: Bonk.fun until August, StonkFun from September.
October 2026 (marked *) runs to the 7th. Each coin counts once, in the month of its first trade. Tokens first traded in older pools, NFTs and old coins from Pump.fun are left out.

Pump.fun's share rose to 90% in August before falling back in September. Meteora's launchpad went the other way: from 23% of new tokens in November to 5% in March. Until August, Raydium's LaunchLab was mostly Bonk.fun: 92 of 100 LaunchLab coins we checked on-chain from those months carried Bonk.fun's settings.

September broke the pattern. LaunchLab launched 153,813 tokens that month, 1.8 times its previous best, in January. Most came from StonkFun, a launchpad that pairs most new coins with other tokens, such as the tokenized stocks NVDAx and SPYx, rather than with SOL: only one in nine of LaunchLab's September tokens was paired with SOL. All 20 LaunchLab coins we checked on-chain from September and October carried StonkFun's settings. Our earlier piece asked whether StonkFun dumps on its holders.

Under the hood, most new tokens now use Token-2022, the newer of Solana's two token standards, which can store a coin's name and picture link inside the token itself. Its share of new tokens went from 20% in November to 92% in August.

Pump.fun's grip, Meteora's slide and Token-2022's riseshare of each month's new tokens
0%25%50%75%100%Pump.fun 75%Token-2022 89%Meteora DBC 9%Nov2025DecJan2026FebMarAprMayJunJulAugSep
Same tokens as the chart above, full months only. Token-2022 is the newer of Solana's two token standards.

04 · The makersWho makes Solana's new tokens?

Pump.fun keeps a record of the wallet that signs each launch, and our copy of those records runs from mid-November to early July. In that time, 1.26 million wallets signed 6.1 million launches. Three in four of those wallets made a single coin.

At the other end, about one wallet in 200 made more than a hundred tokens. Between them, those wallets made 48% of all launches. The busiest made one every 4 minutes from November to July.

A few thousand wallets make half the coinsPump.fun launches by how many coins the signing wallet made, 11 November 2025 to 5 July 2026
share of all launches · wallets in the group1 coin15% of coins · 939,831 wallets2 to 10 coins16% of coins · 266,079 wallets11 to 100 coins21% of coins · 48,114 wallets101 to 1,000 coins25% of coins · 5,819 walletsMore than 1,000 coins23% of coins · 524 wallets
Bars show each group's share of the 6.1 million launches; the label adds how many wallets are in the group.

A signing wallet is not always a person. Apps that launch coins for their users sign with their own wallets, and launch bots make thousands of tokens per week. The six busiest wallets mostly reused whatever was trending: their most common names were AI, SOL and TRUMP.

05 · The clockHow long do meme coins last?

Not long. Half of all Pump.fun launches had their last trade within about 3 minutes of their first, and a third were finished inside a minute.

Most Pump.fun launches are done within minutesPump.fun launches by time from first trade to last trade
share of Pump.fun launchesWithin a minute35%Within 5 minutes57%Within an hour72%Within a day83%
Coins launched from 1 November 2025 to 6 September 2026, so that each had at least a month in our data. The shares add up: a coin done within a minute is also done within an hour.

To compare launchpads fairly, we asked the same three questions of every coin: did anyone trade it in the week after launch day, in the week starting day 7, and in the week starting day 30? The chart shows the share that saw at least one trade. The table adds a stricter test, ten trades or more.

Who is still trading a month latershare of each launchpad's coins with at least one trade in the week starting day 1, day 7 and day 30
0%20%40%60%darker bars: the week from day 1; lighter: from day 7 and day 30Pump.funday 1 16.4%day 7 4.7%day 30 1.5%Meteora DBCday 1 47.7%day 7 24.7%day 30 1.9%Raydium LaunchLabday 1 18.9%day 7 6.3%day 30 1.3%PumpSwap pool, no curveday 1 12.8%day 7 2.7%day 30 2.1%Meteora pool, no curveday 1 8.4%day 7 1.8%day 30 0.5%
Coins launched from 1 November 2025, counted only when the whole week is inside our data (to 7 October 2026).
Where the coin startedNew coinsTraded on launch day onlyAny trade in week 510+ trades in week 5
Pump.fun8,984,14179%1.5%0.2%
Meteora DBC1,120,23951%1.9%0.2%
Raydium LaunchLab425,88784%1.3%0.3%
PumpSwap pool, no curve602,25084%2.1%0.1%
Meteora pool, no curve414,38490%0.5%0.1%

Four in five Pump.fun tokens, 79%, died after day one: they never traded again after their launch day. In their fifth week, 1 in 65 saw any trade at all, and 1 in 437 saw ten. Meteora DBC coins hang on longer at first, because most graduate at once into a Meteora pool and keep trading there for a while. By the fifth week they are no more alive than Pump.fun's.

06 · The exitWhat is the Pump.fun graduation rate?

By 7 October, 1 in 58 of the tokens launched on Pump.fun in the period had graduated. Most did it on their launch day.

The odds moved a lot. Of the tokens launched in November, 1 in 144 graduated within a month. That rose to 1 in 63 for March launches, fell back from April to June, then jumped: of those launched in August, 1 in 32 graduated within a month. Counted by the month they happened, September had more than four times as many graduations as June.

Pump.fun graduation rate by launch monthshare of each month's Pump.fun launches that graduated within 30 days
0%1%2%3%4%1 in 1441 in 1431 in 1351 in 1021 in 631 in 1081 in 1271 in 1071 in 371 in 32Nov2025DecJan2026FebMarAprMayJunJulAug
November 2025 to August 2026. September launches are left out: most had less than 30 days in our data by 7 October.

Graduation also got easier to buy outright. In November, 2% of Pump.fun graduations came after three trades or fewer on the curve, so a few large buys filled it at once. In September, a third did.

Graduations bought in a few tradesshare of each month's Pump.fun graduations that took three curve trades or fewer
0%10%20%30%40%3 trades or fewer 33%Nov2025DecJan2026FebMarAprMayJunJulAugSep
By month of graduation, November 2025 to September 2026.

Graduation still marks the coins that last. Of graduated Pump.fun tokens, 43% still traded in their fifth week. Of the rest, 1% did.

Pump.fun's own graduation records agree. Counted once per coin, they give 1 in 107 up to July, about what trades give for the same months. The odds over the whole period are better because graduations surged after June.

07 · A formalityWhy do most Meteora launchpad coins graduate?

Meteora's Dynamic Bonding Curve lets each app set its own graduation line, and many set it so low that the first buy clears it. Three in four of the coins that started there graduated, and 35% of all its tokens did so after a single trade. In September, 42% of its new tokens graduated on their first trade.

On Meteora's launchpad, graduation is routineshare of each month's new Meteora DBC coins that graduated, and that graduated on their first trade
0%25%50%75%100%Graduated 82%On the first trade 42%Nov2025DecJan2026FebMarAprMayJunJulAugSep
By month of launch. The part month of October is left out.

These graduations mean little. 1.7% of graduated Meteora tokens traded at all in their fifth week, against 2.4% of those that never graduated. A graduated coin lands in a Meteora pool where it can trade for days, which is why the chart in the previous section shows Meteora tokens lasting longer in their first week.

08 · The shortcutHow do PumpSwap rug pulls work?

PumpSwap lets anyone open a pool for any coin, and the wallet that opens a pool can take the money out again. Traders call that a rug pull. In the eight months to 5 July, about one PumpSwap pool in ten came from a graduation. Most of the rest were opened for a coin that had never traded anywhere: 451,402 pools whose coin's first trade came in that pool, within a minute of it opening. We call them curve-skip pools: the coin never touched a launchpad curve.

These pools look like graduations. The median one started with 85 SOL, the same as a pool made by a real Pump.fun graduation. The difference is who can take the money out. A graduation pool almost never loses its SOL. A curve-skip pool belongs to the wallet that opened it, which put in the coin's whole supply, a median of 1 billion coins, and kept the right to withdraw. Holding the whole supply makes that wallet the coin's dev.

Two ways to a PumpSwap poola real graduation and a curve-skipping coin
A Pump.fun graduationCoin starts onthe Pump.fun curveBuyers fillthe curvePumpSwap pool gets85 SOL + coinsMoney stays:98% never touchedA curve-skipping coinCoin minted,no curveOwner opens a pool85 SOL + all coinsBuyers and botstrade itOwner pullsthe SOL: 12 minutesBoth end as a pool on PumpSwap. Only in the second can a wallet take the SOL out.
Median figures, 30 October 2025 to 5 July 2026: graduation pools start with 85 SOL and 206.9 million coins; curve-skip pools with 85 SOL and the whole supply.

99% of these pools were later emptied, almost always by the dev who opened them. The median pool lasted 12 minutes before the dev first took money out, and in 87% of pools that came within an hour.

How fast the money leavescurve-skip PumpSwap pools with a withdrawal, by time from the pool opening to the first withdrawal
share of curve-skip poolsWithin a minute12%Within 10 minutes45%Within an hour87%Any withdrawal by 5 July99%
451,402 pools opened 30 October 2025 to 5 July 2026 for brand-new coins. The shares add up from top to bottom.

When it empties the pool, the dev's wallet usually leaves with more SOL than it put in: a median of 40 SOL more. That gain is what the pool's traders lost between them.

Most of the SOL those traders lost, though, came from the dev's side. For 160 of these pools, we traced where each buyer's SOL came from in the days before. 95% of the SOL that buyers left behind came from wallets that had sent SOL to the dev or got SOL from it, or that shared a funder with it. Most of the wallets had no such link, but they lost little: about $1 each on average, or 5 SOL per pool between them.

Whose money was in the pool?160 curve-skip pools traced on four days from December 2025 to June 2026
tied to the devno link foundSOL that buyers left95%5%Wallets that bought37%63%
Top bar: the SOL that buyers left in the pools. Bottom bar: the wallets that bought. Tied to the dev means SOL moved between the wallet and the dev, or both were paid by the same wallet, in the days around the pool opening.

So the money mostly goes round in a circle. These pools sell the look of a graduated coin with a crowd behind it.

Here is one. On 13 June, a wallet opened a PumpSwap pool for a coin called Manlets with 64 SOL and a billion coins. Over the next 16 minutes, more than a thousand wallets traded it. Then the same wallet withdrew everything, SOL and coins alike, and left with 65% more SOL than it brought. The coin never traded again.

Most of these pools were opened by a different wallet each time: 86% came from a wallet that opened no other. Pool records in our data stop on 5 July. After that we can only count coins whose first trade was in a PumpSwap pool, and from July to September there were about a third as many per month as in February and March.

Curve-skipping coins per monthPumpSwap pools for brand-new coins, and coins whose first trade was in a PumpSwap pool
025k50k75k100k51k42k63k98k92k51k51k48k24k40k36k5kNov2025DecJan2026FebMarAprMayJunJulAugSepOct*first trade in a PumpSwap poolcurve-skip pools (records)
Dots come from pool records, which end on 5 July. Bars count tokens first traded in a PumpSwap pool, which we can follow to 7 October; they also include pools opened more than a minute before the first trade and some older tokens. October runs to the 7th.

09 · For tradersWhat should you check before buying a new coin?

Start from the base rate. Four in five tokens from Pump.fun die after day one, and 1 in 437 still has ten trades in its fifth week. Buying a coin in its first minutes is a bet against those odds.

Treat graduation as a weaker signal than it used to be. A third of September's Pump.fun graduations were bought through in three trades or fewer, and on Meteora's launchpad a graduation can take a single trade.

Before buying a coin in a new PumpSwap pool, check how the pool was made. Its first record tells you: Bitquery's Pump.fun API and PumpSwap API return it, along with every trade since. Pools from Pump.fun graduations almost never lose their money. A pool that a dev opened for a brand-new coin can be emptied at any moment, and 99% of them were. A crowd of buyers in such a pool proves little: in the pools we traced, most of the SOL they left behind came from wallets tied to the dev. The token holder API shows who holds the rest of the coins.

10 · MethodHow we did this

We used Bitquery's record of every successful swap on Solana's exchanges in the 11 months to 7 October 2026: the full-history archive to 5 July and Bitquery's live Solana data after that. The same history is sold as files on the Bitquery Data Store, and an AI assistant can query it through the Bitquery MCP server. A token counts as new on the day of its first swap. We left out NFTs and outcome tokens of prediction markets (8 of 8 we checked). We also left out tokens whose first trade was in an older pool, because about half of a sample of those were older tokens trading again. And we left out 426,686 old Pump.fun coins trading for the first time in our data, 22% of them on 16 and 17 December. A fresh Pump.fun curve starts at a fixed price, so a first trade that is a sale, or a buy at any other price, marks an old coin, except on the few days when our archive misses many blocks. Between mid-November and early July, Pump.fun's own launch records settle it: a coin with a launch record is new, and one without is old. On-chain checks agreed with these calls 50 of 53 times for coins we dropped, and 11 of 11 times for coins with no launch record.

The launchpad is the exchange of a coin's first trade. LaunchLab stores the name of the site that launched each coin in its on-chain settings, and we read them for ten random LaunchLab coins from each month. A coin graduates when it starts trading in its launchpad's pool (PumpSwap for Pump.fun, Meteora's pools for Meteora, Raydium's for LaunchLab) and its curve stops trading. Up to 5 July we checked that rule against Pump.fun's own graduation records, counted once per coin: it found all but 23 of 47,539. Of the graduations it found, 3% had no such record, mostly on days when those records have gaps. A public Solana node showed the pool that Pump.fun's graduation creates for 798 of 800 sampled graduations from the whole period. Pump.fun's graduation records also hold repeats: about 3 in 10 come after the coin has already graduated, and half of those sit in the same transaction as a PumpSwap trade. Counted raw, the records put the odds at 1 in 76, so we count each coin once and take graduations from trades. Survival counts any swap, and ten or more swaps, in the week starting on day 1, 7 and 30 after launch day, for coins old enough to have that week in our data.

The curve-skip pools come from our pool records, which run to 5 July. A pool counts when it was not made by a graduation and its coin's first trade came within a minute of the pool opening. The dev's gain equals what the pool's traders lost: we checked a sample of 320 pools trade by trade, and in 256 the two matched to the hundredth of a SOL; in the rest, some of the pool's trades are missing from our records. We checked the scene coin, the Manlets pool and a sample of coins of each kind on a public Solana node: 170 of 180 sampled coins first appeared on-chain less than a day before their first trade. For the funding test, a buyer counts as tied to the dev when SOL moved directly between the two from three days before the pool's day to the day after, or when a wallet that paid the dev in that time also paid the buyer before the pool's day ended. Payments under 0.01 SOL, and wallets that paid a thousand others or more, like exchanges, do not count.

11 · EvidenceAddresses and transactions cited

WhatAddress or transaction
Le Chaton Fat coinc2kKkg…yWpump
Its creatorGpwzSr…399m2f
Launch transaction4NZax8…DXzq
Last trade62tiZM…GZA5
Manlets coinHM3Waj…nDizjw
Manlets PumpSwap poolHLERTW…dacE3f
Wallet that opened and emptied it5nWA7k…RN6qr3
Pool openingEtisQ8…Dbtm
Withdrawal5aj4Zg…2evM
Busiest Pump.fun signing walletbwamJz…dNfSXa
A repeat graduation call2ej3C4…SqYx
StonkFun launchpad settings (one of 2)4E876q…B4gZL7
Bonk.fun launchpad settings (one of 3)82NMHV…4CtTzm

FAQ

How many coins are created on Pump.fun daily?

On a typical day in the 11 months we studied, about 26,000 new Pump.fun tokens traded for the first time, more on busy days and fewer on quiet ones.

What happens when a Pump.fun coin graduates?

A Pump.fun coin graduates, or migrates, when enough SOL has been paid into its bonding curve. The SOL and the remaining coins then move into a PumpSwap pool, where the coin trades like any other.

What is the Pump.fun graduation rate?

About 1 in 58 of the tokens launched on Pump.fun in the 11 months we studied had graduated by early October. The odds were best for summer launches: of the coins launched in August, 1 in 32 graduated within a month.

Which Solana launchpad makes the most tokens?

Pump.fun. It made 78% of the new tokens that traded on Solana in the 11 months we studied. Meteora's DBC made 10% and Raydium's LaunchLab 4%.

How long do meme coins last on Pump.fun?

Half stop trading within about 3 minutes of their first trade, and four in five never trade after their first day. Only 1 in 437 still has ten trades in its fifth week.

What is a bonding curve on Pump.fun?

A bonding curve is a price formula that a launchpad uses to sell a new coin. Each buy raises the price and each sell lowers it, so the coin can trade from its first second without anyone providing a market.

What is a Pump.fun rug pull?

The rug pulls we counted happen on PumpSwap, Pump.fun's exchange, where anyone can open a pool for a coin and keep the right to withdraw its money. In a rug pull, the dev withdraws the pool's SOL, including what buyers paid, and leaves the coin with no market. In the pools we traced, most of the SOL that buyers lost came from wallets tied to the dev, and outside wallets lost about $1 each on average. Pools made by Pump.fun graduations almost never lose their money this way.

Limits on these figures

Bitquery's full-history archive misses some blocks: about 1.6% over the period, and much more on a few days (22 April 2026, 4 April 2026, and 29 November to 2 December 2025). Coins launched in the missing blocks are counted later or not at all.

From 7 to 26 May 2026, Pump.fun trades made through its new v2 version are missing from the archive. Coins whose only trades used them do not appear: on 21 to 25 May, 15% to 19% of Pump.fun launches have no trade in our data, against about 8% in the week after the fix.

Trades through Pump.fun's newest version, v3, are missing from about 15:45 UTC on 7 October 2026, the last day in our data. New-coin counts that day look normal, but its trades are incomplete.

Bitquery's pool records end on 5 July 2026, so the curve-skip pools, their withdrawals and the signing-wallet counts stop there. Those records also lack Pump.fun launches before 11 November 2025 and repeat many graduations, which is why graduations here come from trades.

Meteora DBC coins that use a transfer hook, a Token-2022 feature added to that launchpad in June 2026, have no trades in our data. Meteora's counts after June are a floor.

LaunchLab's count is a ceiling: some of its first trades are 2025 Bonk.fun coins trading again (10 of 42 we checked among coins whose address ends in bonk). Smaller launchpads are left out because 25 of 30 sampled were old coins.

The old-coin test is not perfect. On-chain checks agreed with it most of the time (see the method), so the Pump.fun count could be off by about 1% either way. Outside Pump.fun's launch-record window (before mid-November and after early July), an old coin whose curve was never bought still looks new: 1 of the 71 such coins we checked on-chain was old.

A coin counts as graduated when it starts trading in its launchpad's pool and its curve stops. A coin that died on its curve and later got a pool from someone else would count too. That was rare in our checks: 798 of 800 sampled Pump.fun graduations and 12 of 12 Meteora ones had the pool their launchpad creates. LaunchLab graduations were not checked this way.

Survival counts trades, not holders or price. One trade by a bot keeps a coin in the any-trade count; the ten-trade test is there for that reason.

The funding test looks back three days and covers only direct payments and shared funders. Wallets a dev funded earlier, or through more steps, count as outsiders, so the outsiders' loss is a ceiling. Transfers in our data end on 30 August, so the test uses days up to June.

Run it yourself

Check a new Solana coin before you buy

Every trade we counted comes from Bitquery's Solana data. The Bitquery MCP server puts that data behind an AI assistant, so you can ask when a coin launched, whether its pool came from a graduation, or who has been trading it, without writing a query. The full history of Solana trades is also sold as files on the Bitquery Data Store.

Find when a coin launched and on which launchpadCheck whether a pool came from a graduationList a pool's deposits and withdrawalsSee who has traded a coin since launch
Explore Bitquery MCP →Figures measured from Solana trades, 1 November 2025 to 7 October 2026, checked on 10 October 2026.
Legal disclaimer

This article is provided for informational and educational purposes only and reflects analysis of publicly available on-chain data as of the dates indicated. It does not constitute legal, financial, compliance, or investment advice, and nothing in it is a recommendation to buy, sell, or hold any token or asset.

The findings describe trades and pool records observed on Solana between 30 October 2025 and 7 October 2026, counted by the rules set out in the method section; the counts depend on those rules and on Bitquery's records of the chain. Wallets are described by their behaviour on the chain. None of them is attributed to a named person or group.

Pump.fun, PumpSwap, Meteora, Raydium, Bonk.fun and StonkFun are named because coins were created or traded through their programs. That says nothing about the conduct of those companies. A rug pull here means an on-chain pattern, a pool's owner withdrawing its liquidity, and describes no intent of any particular wallet.

Reported by Gaurav Agarwal for Bitquery Research, with AI tools; every figure was checked against the raw data.