A new report from blockchain analytics firm Solidus Labs paints a stark picture of fraud risk across Solana’s meme coin economy. In its “2025 Rug Pull Report,” the firm said that 98.6% of tokens launched on Pump.fun and 93% of liquidity pools on Raydium displayed indicators commonly associated with fraudulent behavior, including pump-and-dump activity and rug pulls.
The findings add weight to long-running concerns about how low-cost token creation and viral speculation can combine to create an environment where abuse thrives. While Solana’s speed and low fees have helped it become a major venue for meme coin issuance, the same features appear to have lowered the operational barriers for bad actors as well.
A Massive Dataset Points to Structural Weakness
Solidus Labs said it analyzed more than 7 million tokens created on Pump.fun between January 2024 and March 2025. Out of that enormous sample, fewer than 100,000 maintained liquidity above $1,000. That gap suggests that the overwhelming majority of launches either failed to achieve meaningful staying power or were structured in ways that left little durable value for traders.
The report argues that this is not simply a case of speculative excess at the margins, but evidence of broader structural risk in the meme coin segment of the Solana ecosystem. If only a small fraction of tokens retain even minimal liquidity, then many retail participants may be entering markets where price discovery is thin, exit opportunities are limited, and manipulation risk is elevated from the outset.
Researchers also pointed to Pump.fun’s bonding curve model as an important part of the risk profile. Under that design, token prices rise exponentially as buying activity increases. In practice, this can reward creators and early entrants disproportionately, while later buyers face the danger of entering at inflated valuations with little protection if momentum breaks. In highly reflexive meme coin markets, such mechanics can accelerate both hype and collapse.
Raydium Liquidity Pools Show Similar Patterns
According to the report, the risks are not confined to token creation alone. Solidus Labs examined 388,000 liquidity pools on Raydium, one of Solana’s best-known decentralized exchanges, and found that roughly 93% showed signs of “soft rug pulls.” In these cases, developers allegedly withdrew liquidity abruptly after attracting market participation, leaving traders exposed as liquidity disappeared.
The median loss per incident came to $2,832, the report said, with one case topping $1.9 million. Those figures illustrate how even relatively small pools can inflict meaningful damage on individual participants, while larger incidents can scale rapidly once market attention and liquidity concentrate around a token.
Soft rug pulls can be especially difficult for less experienced traders to detect in real time. A project may appear active, gain momentum on social media, and attract volume quickly, only for liquidity to be removed before the broader market can react. In decentralized trading environments, that sequence can play out in minutes, turning enthusiasm into losses almost instantly.
Regulators and Courts Are Paying Closer Attention
The report arrives as U.S. regulators and prosecutors intensify scrutiny of crypto-related fraud. The article notes that the SEC’s Cyber and Emerging Technologies Unit and the Department of Justice have made crypto scams, including rug pulls, a higher enforcement priority. That shift suggests the legal risks surrounding meme coin infrastructure may continue to grow even as speculative activity remains popular.
In March 2025, New York state lawmakers proposed legislation aimed at criminalizing certain forms of code-based fraud. If enacted, such measures could expand the legal toolkit available to pursue deceptive conduct carried out through smart contracts or token launch mechanisms.
The broader legal backdrop is also becoming more complex for platforms. The source material references a class action lawsuit accusing Solana DEX Meteora of enabling a $69 million rug pull. Regardless of how that case develops, it highlights a critical trend: exchanges and infrastructure providers may increasingly face questions not only about what users do on their systems, but also about what safeguards they had in place to identify and mitigate abuse.
Compliance Expectations Are Rising for Crypto Platforms
Solidus Labs warned that crypto institutions face growing legal and reputational exposure if they do not take fraud prevention seriously. That concern appears to align with an April 2025 DOJ enforcement memo cited in the article, which warned that platforms could face fines or even executive liability if they fail to address fraud risks adequately.
For an industry that has often emphasized openness and permissionless access, the message is significant. The legal environment may be shifting toward an expectation that platforms implement at least some meaningful detection, monitoring, and risk mitigation procedures, especially when abuse becomes widespread and measurable.
As part of its recommendations, Solidus Labs urged firms to deploy monitoring tools such as Token Sniffer, which can flag warning signs including concentrated token ownership and unlocked liquidity. These indicators do not automatically prove fraud, but they can help identify conditions commonly associated with manipulative or extractive token schemes.
What the Report Means for Traders and the Solana Ecosystem
The report does not argue that every meme coin is malicious, nor does it suggest that fraud is unique to Solana. But the scale of the findings is hard to ignore. When nearly all analyzed launches on a major token creation platform and most observed liquidity pools on a major Solana DEX exhibit fraud-related signals, the issue appears systemic rather than anecdotal.
For traders, the practical takeaway is straightforward: low fees and fast execution do not reduce risk. In fact, they may enable rapid-fire token creation and exit strategies that make due diligence more important, not less. Liquidity depth, token concentration, and the ability of developers to remove funds remain critical variables when assessing whether a project is investable or simply dangerous.
For the ecosystem, the challenge is reputational as much as technical. Solana has become one of the most active venues for onchain speculation, but reports like this can reinforce the perception that open token infrastructure is being used at industrial scale for opportunistic extraction. If that perception deepens, it may invite more regulation, more litigation, and greater pressure on platforms to redesign incentives and controls.
Ultimately, Solidus Labs’ findings underscore a central tension in crypto markets: the same open architecture that enables experimentation can also make large-scale abuse easier to execute. As meme coin issuance continues to attract attention, the next phase of competition may depend not only on speed and accessibility, but on whether platforms can prove they are capable of reducing the fraud that has flourished alongside growth.