Stone.Dev

i've been tracking solana rug pulls for months. here's what the data actually shows: 97.7% of deployers have rugged at least one token. not a typo. 50,948 tokens analyzed. 21,912 blacklisted wallets. 600 coordinated bot groups. 3 active rug syndicates still operating right now. the top serial rugger has 741 launches and 728 rugs. 98.2% rug rate. still deploying. full breakdown in the image

14,630 ruggers now in our database. Same wallets. Same patterns. Same playbook. They just redeploy and do it again. And again. We are tracking them all. The question is: are you checking before you buy?

the money plumbing angle is spot on. out of 92K launches we tracked, 69K came from wallets already in our blacklist. the funding sources cluster way harder than the launchers do. we traced 100 chains and the top 5 funders feed into like 40% of serial deployers. sticky infrastructure is the real fingerprint

yeah, funding-chain cross-ref is central to how we work we trace funders on every launch and re-attribute upstream when an operator burns a wallet and spins up a fresh one. the node count is the easy part; the edges are where it gets real. funding-source reuse is usually a cleaner signal than the launcher wallets themselves — operators rotate the front, but the money plumbing stays sticky.

Bundle operators reuse funder wallets. Same wallet, dozens of launches. We map the funding graph across every PumpFun launch. Repeat offenders flag instantly when they show up on a new token. Some have 10+ rugs on record. pumppill.org

@lauchan21 @solana the first 3 blocks tell you everything. in our dataset, tokens that rug share the same early transaction pattern, funding source clusters, and coordinated buys before any normal traders show up. that's the upstream signal that matters

@St0ne_Dev @solana Agree, being able to catch a situation upstream could be a savior to many traders.

1/ Took the opportunity to visit @GeiserJoe2 during my trip to Geneva today, following up on a cold message I sent him on the @colosseum website after seeing his Colosseum Frontier submission.

@DegenerateNews @Polymarket @Pumpfun @DefiLlama Polymarket flipping pump.fun makes sense when you look at the extraction math. In our dataset of 82K+ launches: 99.85% failure rate, avg lifespan 57 seconds. That $1M+/day came from millions of tokens where the vast majority went to zero. Attention is rotating.

NEW: @Polymarket FLIPS @Pumpfun IN 24H REVENUE - PER @DefiLlama DATA SOURCE: defillama.com

@d1_abl0 @eyezenhour @Pumpfun you're right that 99.85% fail. but the survivors share one thing: a clean deployer with no rug history. that's the filter most people skip.

@St0ne_Dev @eyezenhour @Pumpfun Valiant, but it's easier just to presume they are all scams, or at least 99.999%

This makes 0 sense > @pumpfun is printing $1M+ a day in fees > They bought and burned $370M Million $PUMP > That's 36% of circulating supply they bought + burned Top-tier revenue in the entire industry And the chart is trading near all time lows... Say what you want about Pump’s culture If the numbers are real, this kind of price action makes me wonder what's going on with VC unlocks or OTCs At some point the market has to decide whether revenue matters for token valuation Because down only for one of the biggest cash machines in crypto is just weird I think the market has decided revenue matters Look at $HYPE as an example The "revenue generated" narrative is growing Smart investors realize it matters So with that being said, I think $PUMP has bottomed @a1lon9 and team keep shipping new updates I'm holding long term Just need the math to math now

@barbara93458850 checking now, will get back to you there

@St0ne_Dev Bro, please reply to my DM

i've been tracking solana rug pulls for months. here's what the data actually shows: 97.7% of deployers have rugged at least one token. not a typo. 50,948 tokens analyzed. 21,912 blacklisted wallets. 600 coordinated bot groups. 3 active rug syndicates still operating right now. the top serial rugger has 741 launches and 728 rugs. 98.2% rug rate. still deploying. full breakdown in the image

@Caesar_seizure already on it. mapped 100 funding chains and 55 dev DNA profiles. the cabal detection is built, just need more people running the tools. dm me, we can start sharing intel.

@St0ne_Dev Lets build a detection cabal of our own then . LFG

@JustinBrewcity the numbers are even worse than most people realize. we've tracked 92,510 launches and 99.85% failed. average lifespan is 57 seconds. 70% rug within the first 5 minutes. only 87 safe launchers out of 21,955 deployers. that's 0.6%. the base rate is brutal

There’s no precise global count of active "meme coin scams" right now (as of late May 2026), because thousands of new meme coins launch daily—especially on Solana via platforms like —and many are short-lived rugs, honeypots, or pump-and-dumps that fade quickly. However, data and reports paint a clear picture: the vast majority of meme coins involve high scam risk, with estimates showing 60-98%+ exhibiting fraudulent traits depending on the platform and criteria Key Statistics and EstimatesHigh fraud rates: One analysis found over 98% of tokens minted daily on Uniswap V2 show fraudulent characteristics. Another study of high-performing meme coins (>100% returns) uncovered 82.8% with market manipulation (e.g., wash trading, liquidity pool inflation). Rug pull flags: Reports indicate over 62% of meme coins launched in 2025 were flagged as potential rug pulls within 30 days. Meme-focused rugs now dominate many scam incidents. Broader crypto scams: In 2025, an estimated $17 billion was stolen via crypto scams and fraud overall (with ongoing activity into 2026), including impersonation tactics surging massively. Meme coins are a big subset of this, with hundreds of millions lost specifically to rug pulls and related schemes in prior years. chainalysis.com Platform reality: On Solana launchpads, most new coins go to zero quickly. Only a tiny fraction (e.g., ~0.4% of Pump .fun traders making significant profits) succeed meaningfully; the rest lose out to manipulation or abandonment. Hundreds to thousands of suspicious or outright scammy meme coins are likely "going on" at any given time, especially during hype cycles, but exact active counts fluctuate wildly due to the low barrier to entry (anyone can launch one in minutes).Why So Many Meme Coin Scams?Meme coins thrive on speculation, hype, and low accountability, creating perfect conditions for fraud:Extremely easy and cheap to launch — Tools like (Solana) use bonding curves for instant launches with minimal cost or technical skill. No real utility, team, or roadmap needed—just a meme image and social hype. Scammers exploit this for quick rugs (pulling liquidity after pumping the price). Hype-driven, emotion-based trading — Value comes purely from social media virality, celebrity endorsements, or trends (not fundamentals). This enables pump-and-dumps: insiders or coordinated groups hype the coin, attract FOMO buyers, then sell off (or remove liquidity). Wash trading and bots fake volume to lure people in. Low regulation and oversight — Many meme coins are explicitly not treated as securities in some jurisdictions (e.g., SEC staff views on pure memes). This reduces legal repercussions for creators. Rug pulls, honeypots (contracts that prevent selling), and insider dumps are common with little enforcement until big losses occur. High rewards for scammers, low risk — Creators can make thousands to millions quickly before disappearing. Victims are often retail traders chasing 10x-100x gains. Anonymity on-chain + decentralized platforms makes tracing hard. Political/celebrity-linked ones (e.g., past Trump, Milei, or influencer coins) amplify this. Psychological and market factors — Greed, FOMO, and "it's just a meme" mentality draw people in. Bear/bull cycles spike launches. Many participants know the risks but gamble anyway, treating it like a casino. Bottom line: Meme coins can be fun and occasionally rewarding (a few like DOGE or PEPE have longevity), but the space is overwhelmingly predatory. Most are zero-sum or negative for late buyers. If you're trading them, use tools for contract checks (e.g., liquidity locks, ownership renounced), avoid hype FOMO, size positions tiny, and treat it as gambling—not investing. Always DYOR and never risk more than you can lose. The "why" boils down to easy money with minimal consequences in a loosely regulated, hype-fueled ecosystem.

Our data backs the 98.6% number. We tracked 92,510 launches and found a 99.85% failure rate. The average lifespan is 57 seconds. The scary part isn't the failure rate. It's the concentration. 20,383 tokens had 90%+ supply held by a handful of wallets. That's not a market, that's an extraction machine.

98.6% of all tokens on Pump.fun are rug pulls or pump-and-dumps. Out of 7,000,000 tokens launched — only 97,000 held more than $1,000 in liquidity. $500,000,000 lost to scams in 2024 alone. You’re not trading. You’re gambling in a rigged casino.

ran TOLY through our db. 482 holders, 49 smart degens flagged it, mint was renounced. but LP unlocked is the kill switch. we've seen this exact pattern across 92K+ launches. dev renounces mint to look safe, keeps LP control, then dumps when volume peaks. the bundle dump timing is always the tell.

🔥 Trending SOLANA right now on Analyzer69000 — always scan before trading analyzer69000.com/trending/solan…

@Soltools_site yeah definitely interested. we track 27,282 wallet pattern clusters and the visualization layer is what's missing. the SVG flow diagrams for supply distribution would pair well with our cluster data. send me the test account details whenever you're ready

flow wallets are the missing piece in most audits. i've been tracking wallet families and funding chains across 50K+ launches and the pattern is always the same. same dev wallets funding multiple tokens, same insider groups controlling supply. the SVG diagrams idea is solid for visualizing the network

most token audits miss flow wallets. supply tracker maps every holder and traces transfers through the entire chain—SVG diagrams included. real distribution visibility, not partial data. soltools.site/script/supply-… #tokenaudit #onchain #solana #soltools

@Caesar_seizure we can detect those. 700 coordinated groups mapped across 92K+ launches, the insider-backed ones share funding sources and cluster buy in the first few blocks. traceable if you know the patterns.

@St0ne_Dev You see there are a shit ton of tokens launched everyday . Some of the runners are secretly backed by pump.fun . Is there a way we could figure out a way to find those ? Those wont rug that easily and could be a major cheat code

We found one entity controlling 7,740 wallets on Solana. One. They use these clusters to fake organic volume, simulate demand, and dump on real users. How many of your community members are actually one person?

From our data: 70% of Solana rugs happen within the first 5 minutes of launch. Not days. Not hours. Minutes. If you are buying a token that has been live for 3 minutes, you are statistically the exit liquidity. Still think you are early?

@barbara93458850 yeah definitely, always down to connect with people building in this space. what are you working on? we track deployer wallets and rug patterns across 92K+ solana launches. dm me anytime

@St0ne_Dev Hey bro, I'm also working in this field. Can we chat about it together

@funpumps we've been doing exactly this. 21,955 blacklisted wallets, 27,282 clusters mapped. the coordinated groups are the wildest part. 700 of them across solana. dm me if you want to compare data

@St0ne_Dev That I like and we could talk more about! We want to build a team to track scammers and expose them.

Who is building on #Solana?? We want to help fund real use case projects soon and bring back real crypto projects! Meme tokens are out, real people are back!!

@seeexbt this tracks with what we see. 871 serial launchers in our db, each with 10+ tokens. 700 coordinated groups, largest one has 8,242 wallets. 98% rug rate across devs with 3+ launches. the 8,350 tokens you found is probably just one cell of a bigger network

just did research on the biggest pumpfun ruggers and obviously majority are axiom affiliates this is a group of farmers that all launch tokens during EU hours. they have combined launched over 8,350 tokens in the past 3 months. they fund fresh wallets with changenow to bundle up coins. some of the group members are @pr6spr (orangie best friend) @Qavecc @ColerCooks sheepsol. > they launch coins > bundle 20 wallets > get tracked wallets to ping it >make ppl fomo > bundle sell the rugs > repeat 8350 times below are images of what their coin chart always look like 👇 just one of qavec wallets ( gangJEP5geDHjPVRhDS5dTF5e6GtRvtNogMEEVs91RV) has made over $220k in past two months from dev. their total launch bundle has extracted $2.38M in past two months. here is a list of their wallets and i advise u blocklist these wallets: H6zpaY14WgkEmB3MJTvC7Wb5PQJkBVLd4KwLD2ktVgop coler dev wallet EtmR3e3yNrv6fKPjGoti4M6ugsQ9tQGbYsvJJiychuzX 6atoZAZ2yg9L23c7hLhhYtoawT5HbhDMivAoA8fTMzdt BxpRYxwxAtuwfyNW2ENdt2zcKUkYGGTDhQmfmZeFm6Ak 5ZUEQQXHcPVsKMkps7fnfYDGVsHxUfHb5ruC2AK367Zp ADHpEMtammYSuANHD8GKS8Z7mXHYf5gRSjrccFFFX29H CGgqda8UDfSd1dmhC1U1PXrJegnSbjJ8J7dzi6ESNZWV EJBbjubDyoCHYZtK5Xz2skm6ZRFEXPX1jucu1jMkZzvf Adyyrk19cDj4PFtbhWMB6ezP3QrBg34y8q5xQR3GnHy8 they also use x alt accounts to post larp lore about coins. the accounts are @starqsdevv and @thedev1738 i advise u block these accounts and share this around to stop feeding the farmers and help fixing the trenches.

@yeticointap solid tool. we run something similar tracking 92K+ launches and 32K deployers. one thing we found is bundle detection alone misses the deployer recurrence pattern. happy to cross-reference our blacklist (21,955 wallets) with your detections if that's useful

Need testers • Rugpull risk • Scam patterns • Bundle launches • Suspicious wallets • Holder concentration • Smart money activity • KOL activity • Raydium migrations • Liquidity changes #Solana #SOL #PumpFun #Crypto #Memecoins #TradingBot #OnChain #DeFi #Blockchain #AI

@Analyzer6900 solid data. we track the other side of this, 92,510 dev launches and 32,051 unique deployers. bundle detection catches the dump, deployer recurrence catches the operator. most of these guys reuse the same funding wallets across dozens of tokens

🚨 solana:5gdkymiHDBetTnCBjr1YAeqMCeGJKVFRkumrAAgmpump — LIKELY RUG. Launch-bundle wallets sold 95% into the market. On-chain proof (every claim is tx-verifiable): analyzer69000.com/check/5gdkymiH…