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How Do I Know If a Coin Is a Rug Pull? Essential Detection Guide for 2025

Learn how to detect rug pulls early using warning signs, smart contract audits, and advanced tools like Token Metrics to navigate crypto safely in 2025.
Token Metrics Team
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The cryptocurrency market offers tremendous possibilities for investors, but it also involves notable risks. Among these dangers, rug pulls stand out as particularly damaging scams where developers abandon projects after raising funds, leaving investors with worthless tokens. With rug pulls accounting for approximately 37% of all crypto scam revenue and costing investors nearly $3 billion annually, learning how to detect these schemes early has become crucial for every crypto participant.

The term "rug pull" originates from the phrase "pulling the rug out from under someone." Typically, a project may seem promising with rising prices and active community support, only to suddenly collapse when developers vanish with investor funds. Such scams are especially common in decentralized finance (DeFi), where listing tokens often involves minimal oversight and regulation.

This detailed guide aims to equip you with the knowledge, tools, and analytical strategies necessary to recognize rug pull warning signs, protect your holdings, and navigate the crypto space more securely in 2025.

Understanding Rug Pulls: What They Are and How They Work

A rug pull is a type of cryptocurrency scam where developers create a project, attract investors through hype and promises of high returns, and then abruptly withdraw funds or abandon the project, leaving participants with worthless tokens. These exit scams are often carefully orchestrated to maximize theft before the project’s collapse.

The Anatomy of a Rug Pull

Rug pulls exploit trust and hype within DeFi ecosystems, particularly on decentralized exchanges where token listing is straightforward and lightly regulated. The common pattern involves:

  • Project Launch: Developers introduce a new crypto or DeFi project with flashy marketing and high-yield promises, often with professional-looking websites and social media presence.
  • Hype Generation: Social media campaigns, influencers, and crypto forums generate buzz. Investors rush to buy tokens amid FOMO, causing rapid price increases.
  • Liquidity Build-Up: As demand rises, liquidity pools grow, giving an illusion of success. This phase can last days or months depending on scam sophistication.
  • Sudden Exit: When the scammer deems the target reached, they drain liquidity, dump tokens, or abandon the project, causing prices to plummet to zero.

Types of Rug Pulls

Understanding different scam methods helps in identifying vulnerabilities:

  • Hard Rug Pulls: Developers embed malicious code in smart contracts enabling them to withdraw liquidity at will, prevent sales, or mint unlimited tokens. These are premeditated and often illegal scams.
  • Soft Rug Pulls: Developers abandon projects after selling off substantial holdings, leaving the community behind. Though not always illegal, they are unethical.
  • Liquidity Pulls: Liquidity is removed from pools, causing value collapse. Developers might create pools pairing new tokens with established cryptocurrencies, then withdraw liquidity.
  • Dumping Schemes: Coordinated selling by insiders causes market crashes, often after artificially inflating prices.
  • Limited Sell Orders: Scammers restrict token sales to specific addresses, trapping other investors’ funds.

Critical Red Flags: Warning Signs of Rug Pulls

Spotting rug pulls early involves recognizing common warning signs:

Anonymous or Unverified Development Teams

If the project team’s identities are hidden or unverifiable, it’s a red flag. Legitimate projects list known founders with credible backgrounds on platforms like LinkedIn. Fake profiles and purchased followers are indicators of suspicious activity.

Missing or Inadequate Smart Contract Audits

Trustworthy projects undergo third-party security audits. If a project lacks an audit or refuses to share reports, caution is advised. Verify audit reports independently through the auditing firms’ websites.

Unlocked Liquidity Pools

Check whether liquidity pools are locked using tools like GeckoTerminal. Unlocked pools or those with expiring locks can be drained anytime, increasing scam risks.

Irregular Token Distribution and Whale Concentration

Examine token holdings on explorers like Etherscan. Large holdings by few addresses suggest potential for price manipulation or dumping. Spread-out distributions are safer.

Unrealistic Returns and Yield Promises

Promises of extraordinary yields—such as double-digit daily APYs—are typical red flags. Such schemes are often Ponzi or scams and not sustainable long-term.

Vague or Missing Whitepapers

Legitimate projects publish detailed whitepapers explaining technology, tokenomics, and roadmaps. Vague, plagiarized, or missing documents indicate potential fraud.

Excessive Marketing and FOMO Pressure

Overhyped campaigns, artificial urgency, and influencer-driven FOMO can signal scams. Genuine projects focus on delivering value over hype.

Sudden Unexplained Price Spikes

Artificial surges without fundamentals are common on scam tokens before they crash. Monitor news and fundamentals to verify price movements.

Poor Smart Contract Code Quality

Substandard or suspicious code on blockchain explorers signals inexperienced developers or malicious intent. Use analysis tools like Token Sniffer to evaluate contract safety.

Low Trading Volume

Authentic projects typically maintain active trading. Declining volume suggests loss of interest or impending exit scams.

Tools for Detecting Rug Pulls

Technological tools are vital for early detection:

  • GeckoTerminal and DEX Scanners: Provide liquidity lock status, holder analytics, and suspicious activity detection.
  • Blockchain Explorers (Etherscan, BscScan): Allow deep dives into smart contracts, transactions, and token distributions to spot red flags.
  • Token Sniffer and Security Platforms: Use AI-driven analyses to assess contract safety scores and identify malicious code patterns.

Leveraging Token Metrics for Rug Pull Protection

While automated tools help identify immediate risks, platforms like Token Metrics offer comprehensive insights powered by AI to evaluate project legitimacy and risks better. They analyze project teams, smart contract security, liquidity, community sentiment, and historical patterns to detect potential scams.

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Best Practices for Avoiding Rug Pulls

  • Conduct thorough research: Investigate project backgrounds, teams, code, and communities. Verify claims independently.
  • Start small and test projects: Invest minimal amounts initially, increasing only after sustained legitimacy.
  • Verify liquidity lock status and audits: Use tools to confirm liquidity is locked and check audit reports for security.
  • Monitor community engagement: Engage with project communities and observe transparency and responsiveness.
  • Use reputable exchanges: Prefer well-known platforms with stricter vetting processes.
  • Diversify investments: Spread over multiple projects and assets to reduce risk exposure.
  • Stay informed: Follow trusted news sources, security platforms, and community alerts.

What To Do If You’ve Been Rug Pulled

Even with precautions, scam damages can occur. Immediate steps include:

  1. Report the scam: File reports with community platforms like Chainabuse, SEC, or FTC. Share detailed evidence.
  2. Warn others: Post factual warnings on social media, Reddit, and community channels with transaction details.
  3. Document everything: Keep records of transactions for potential tax claims and future analysis.
  4. Learn from the experience: Analyze missed signs and refine your research process for future investments.

Conclusion: Staying Safe in Crypto's Wild West

Rug pulls pose a significant threat, costing billions annually, but awareness and analytical tools can mitigate risks. Recognizing red flags such as anonymous teams, missing audits, unlocked liquidity, and unrealistic promises is vital. Employ platforms like Token Metrics for in-depth risk assessment and project validation.

Combining vigilant research, disciplined investing, and AI-powered analytics helps navigate crypto securement. Remember, if something seems too good to be true, it likely is. Protect your investments and participate responsibly in this exciting, fast-evolving industry in 2025 and beyond.

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About Token Metrics
Token Metrics: AI-powered crypto research and ratings platform. We help investors make smarter decisions with unbiased Token Metrics Ratings, on-chain analytics, and editor-curated “Top 10” guides. Our platform distills thousands of data points into clear scores, trends, and alerts you can act on.
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Recent Posts

Crypto Basics

Best Crypto Software Wallets for July 2025

Token Metrics Team
6 min

And How Token Metrics Lets You Trade Securely With Any Wallet

Cryptocurrency adoption continues to rise in 2025, and with it, the demand for secure, user-friendly, and feature-rich crypto software wallets. Whether you're storing Bitcoin, trading Ethereum, or experimenting with altcoins, having a reliable wallet is the foundation of safe crypto ownership.

This guide ranks the top crypto software wallets of July 2025 across different categories, from best security to best for mobile use. We also explore how Token Metrics, the leading AI crypto trading platform, allows users to connect any of these wallets via an encrypted channel—giving you access to powerful AI-driven tools while retaining full custody of your assets.

🔐 What Is a Crypto Software Wallet?

A crypto software wallet is a digital application that stores your private keys and enables you to send, receive, and manage cryptocurrencies. These wallets can be hot (internet-connected) or cold (offline) and often come with trading, staking, and asset management tools. The best wallets balance security, usability, and functionality—and increasingly, they integrate with platforms like Token Metrics to enable AI-powered trading without giving up control of your assets.

🏆 Top Crypto Software Wallets – July 2025

1. Zengo – Best for Security

  • Supported Cryptos: 380
  • Hot or Cold: Hot Wallet
  • Cost: $129.99/year or $19.99/month
  • Hardware Wallet Support:

Zengo tops the list for users prioritizing wallet security. With no reported wallet hacks and weekly software updates, Zengo protects over 1.5 million users globally. It also supports buying, selling, and staking, making it ideal for long-term holders.

Pros:
✔️ Industry-leading security measures
✔️ Staking and fiat funding options
✔️ Encrypted backup and biometric authentication

Cons:
❌ Premium pricing
❌ No hardware wallet compatibility

2. Coinbase Wallet – Best for Beginners & Low Costs

  • Support Cryptos: 5,500
  • Hot or Cold: Hot Wallet
  • Cost: Free
  • Hardware Wallet Support: Partial (via Ledger transfer)

Coinbase Wallet is perfect for newcomers. It’s intuitive, completely free to use, and connects seamlessly to the larger Coinbase ecosystem. Users can access over 5,500 tokens and learn the ropes through its built-in educational resources.

Pros:
✔️ Beginner-friendly UI
✔️ Massive token support
✔️ Customizable network fees

Cons:
❌ Code not open source
❌ No address rotation
❌ Doesn’t fully support hardware wallets

3. Exodus – Best for Mobile

  • Supported Cryptos: 281
  • Hot or Cold: Hot Wallet
  • Cost: Free
  • Hardware Wallet Support: ✅ (Trezor)

Exodus excels on mobile with sleek design and robust functionality. It allows users to buy, sell, stake, and swap directly on their mobile device and integrates with Trezor hardware wallets for additional security.

Pros:
✔️ Cross-platform (desktop, browser, mobile)
✔️ Built-in portfolio tracking
✔️ Trezor integration

Cons:
❌ No in-house exchange
❌ Email-only support
❌ Not open source

4. Electrum – Best for Bitcoin

  • Supported Cryptos: Bitcoin Only
  • Hot or Cold: Both
  • Cost: Free
  • Hardware Wallet Support:

A trusted wallet since Bitcoin’s early days, Electrum is ideal for Bitcoin maximalists. It’s lightweight, fast, and secure, with deep customization options for advanced users.

Pros:
✔️ High performance for BTC
✔️ Cold storage compatible
✔️ Open-source and auditable

Cons:
❌ No support for altcoins
❌ Not user-friendly for beginners
❌ No staking or DeFi features

5. MetaMask – Best for Ethereum

  • Supported Cryptos: 300+ (ETH & ERC-20)
  • Hot or Cold: Both
  • Cost: Free
  • Hardware Wallet Support:

For Ethereum users, MetaMask is the go-to wallet. It enables DeFi, NFTs, and Web3 access with ease. It supports both hot and cold storage and integrates with platforms like OpenSea, Uniswap, and now, Token Metrics.

Pros:
✔️ Built for Ethereum ecosystem
✔️ DeFi-ready
✔️ Cold wallet compatible

Cons:
❌ No Bitcoin support
❌ Limited customer support
❌ Doesn’t rotate addresses automatically

🔍 How Token Metrics Works with Your Crypto Wallet

Token Metrics is not a wallet, exchange, or custodian—it’s an AI-driven crypto research and trading platform. But it seamlessly integrates with your preferred wallet using secure, encrypted wallet connections.

🔐 Secure Wallet Integration

Token Metrics allows users to connect wallets like MetaMask, Coinbase Wallet, Trust Wallet, or any Web3-compatible wallet using industry-standard encryption. You never deposit funds on the platform—instead, you retain full control over your crypto while accessing:

  • AI-generated trading signals
  • Real-time price predictions
  • Altcoin Moonshot picks
  • Portfolio rebalancing tools
  • Custom alerts and automation

🛡️ Why It Matters:

With so many platforms requiring you to deposit crypto into centralized accounts, Token Metrics stands apart by offering non-custodial AI-powered trading. You keep your assets in your chosen wallet while using advanced tools that would normally be reserved for hedge funds or trading desks.

💡 Why Token Metrics + Top Wallets = The Perfect Pair

🚨 A Word of Caution

Crypto is a volatile and speculative market. Even with the best wallet and the most advanced AI platform, there are risks. Always use two-factor authentication, avoid phishing attempts, and never share your seed phrase.

🏁 Final Thoughts

Choosing the best crypto software wallet in July 2025 depends on your priorities: security, mobility, beginner-friendliness, or asset specialization. But if you want to take things further, pairing your wallet with Token Metrics’ AI research and trading tools is the smartest way to stay ahead.

Whether you’re holding Bitcoin in Electrum or swapping altcoins via MetaMask, Token Metrics helps you trade smarter, not harder, without compromising the safety of your assets.

Crypto Basics

Best Crypto Exchanges for July 2025

Token Metrics Team
6 min

Cryptocurrency adoption has surged in 2025, with Bitcoin reaching over $118,000 and Ethereum climbing above $3,000. Whether you’re a beginner or an advanced trader, choosing the right exchange or trading app is critical. But while exchanges handle your transactions, it’s tools like Token Metrics that give you the edge—using AI to deliver real-time analytics, trading signals, moonshot altcoin picks, and price predictions.

In this guide, we’ll cover the top exchanges and apps for July 2025, along with Token Metrics, the best platform for AI-powered crypto research and trading.

🔝 Top Crypto Platforms for July 2025

🧠 Token Metrics: Best AI Crypto Trading Platform

Token Metrics stands out not as an exchange, but as an AI-powered research, analytics, and trading platform. It gives retail and institutional investors data-driven insights to make smarter trades across any exchange.

Why Token Metrics is #1 for AI Crypto Trading:

  • AI-Generated Buy/Sell Signals
    Token Metrics’ signals dashboard uses over 80 data points to issue bullish or bearish calls on top tokens. For example, the AI turned bullish on Bitcoin on June 28, just before it surged past $118,000.



  • Moonshots for Early-Stage Altcoins
    The Moonshots tab identifies low-cap altcoins with 10x–100x potential based on momentum, AI scores, and liquidity—long before they hit mainstream exchanges.


  • Price Forecasting Models
    Token Metrics predicts short-, medium-, and long-term prices for major tokens. Bitcoin’s 2026 forecast, for example, ranges between $150,000–$230,000, based on ETF flows, supply on exchanges, and macroeconomic signals.


  • Custom Alerts
    Users can set alerts based on price, trader grade, or AI signals, delivered instantly via Email, Telegram, SMS, or Slack.


  • Integrated Swap Widget
    You can research, analyze, and buy tokens directly via Token Metrics’ swap widget—all in one dashboard.

Whether you’re trading on Kraken, Coinbase, or Binance, Token Metrics plugs into your strategy and helps you trade with confidence, using real-time AI insights.

⚙️ Top 5 Crypto Exchanges for July 2025

🥇 Kraken – Best for Low Fees

  • Maker Fees: 0.00%–0.25%
  • Taker Fees: 0.10%–0.40%
  • Minimum Deposit: $10
  • Crypto Offered: 300+

Kraken is ideal for fee-sensitive traders. It’s available on web, mobile, desktop, and Kraken Pro. However, it's not available in all U.S. states and lacks FDIC or SIPC insurance.

🥈 Gemini – Best for Security & Experienced Traders

  • Maker Fees: 0.00%–0.20%
  • Taker Fees: 0.03%–0.40%
  • Minimum Deposit: $0
  • Crypto Offered: 70

Gemini is the most secure exchange in 2025, with FDIC insurance, crypto insurance, and advanced features through its ActiveTrader terminal. But it has a complex fee structure and limited assets.

🥉 Coinbase – Best for Beginners

  • Maker Fees: 0.00%–0.40%
  • Taker Fees: 0.05%–0.60%
  • Minimum Deposit: $0
  • Crypto Offered: 240

Coinbase is ideal for newcomers with its clean UI, beginner-friendly tools, and educational content. It’s available in 172 countries, though advanced traders might want more features.

📱 Crypto.com – Best Mobile App & Bitcoin Trading

  • Maker Fees: 0.00%–0.25%
  • Taker Fees: 0.05%–0.50%
  • Minimum Deposit: $20
  • Crypto Offered: 417

With a sleek mobile app and support for Bitcoin options and futures, Crypto.com is perfect for on-the-go traders. However, it only supports a hot wallet and has limited global access.

🪙 BitMart – Best for Altcoins

  • Fees: Varies by tier (0.04%–0.60%)
  • Minimum Deposit: Not disclosed
  • Crypto Offered: 1,700+

BitMart is the best place to find rare altcoins. With copy trading and BitMart Academy, it’s useful for altcoin hunters. But its lack of transparency on security is a concern.

✅ Why Token Metrics Complements These Exchanges

⚠️ Reminder: Crypto Is Risky

Crypto markets are volatile and speculative. While these exchanges and tools can improve your strategy, always do your own research (DYOR) and consult professionals when investing.

Final Thoughts

If you want to trade crypto in July 2025, pair a high-quality exchange like Kraken or Coinbase with a research powerhouse like Token Metrics. Exchanges execute trades—but Token Metrics tells you what to trade, when to trade, and why.

Crypto Basics

What Is an NFT? Complete Guide to Non-Fungible Tokens (2025)

Token Metrics Team
6 min

Over the past few years, NFTs (Non-Fungible Tokens) have exploded in popularity—revolutionizing the way we think about digital ownership, art, gaming, collectibles, and more. In 2025, NFTs continue to shape the future of the internet, transforming everything from music rights to virtual real estate.

If you're wondering “What is an NFT?” or how they actually work, this guide breaks it down for you. We’ll also explore how AI-powered tools like Token Metrics can help you identify high-value NFT-related tokens and investment opportunities.

🔍 What Does NFT Stand For?

NFT stands for Non-Fungible Token. Let’s break that down:

  • Token: A digital asset that exists on a blockchain.
  • Non-Fungible: It’s unique and cannot be replaced with something else of equal value. (Unlike cryptocurrencies like Bitcoin, where each BTC is the same.)

So, an NFT is a unique digital asset stored on a blockchain, representing ownership of a specific item—like artwork, music, a tweet, a game character, or a piece of virtual land.

🎨 What Can Be an NFT?

NFTs aren’t just limited to pixelated apes or JPEGs. In 2025, NFTs power a broad range of digital assets:

  • Digital Art: Artworks, animations, and generative art
  • Collectibles: Rare items like trading cards or profile picture (PFP) projects
  • Gaming Assets: In-game skins, weapons, characters, and land (e.g., in The Sandbox or Decentraland)
  • Music and Media: Songs, albums, and exclusive content drops
  • Virtual Real Estate: Land parcels in the metaverse
  • Domain Names: Blockchain-based domain ownership
  • Identity & Access: Membership passes, event tickets, or certification credentials

Each NFT has a unique identifier and metadata that distinguish it from any other asset.

🛠️ How Do NFTs Work?

NFTs are built and recorded on blockchains, most commonly on Ethereum using ERC-721 or ERC-1155 standards. Here’s how they work:

  1. Minting: Turning a digital file into a token on the blockchain
  2. Metadata: Storing details like title, creator, image URL, and traits
  3. Ownership: A smart contract verifies the wallet that owns the NFT
  4. Transferability: NFTs can be sold, traded, or gifted using marketplaces

Because of blockchain immutability, ownership is transparent, verifiable, and permanent.

📈 Why Are NFTs Valuable?

Several reasons explain the rising value and popularity of NFTs:

  • Digital Ownership: You own the asset—not a platform
  • Proven Scarcity: Many NFTs are limited in supply
  • Creator Royalties: Artists earn fees on secondary sales
  • Utility & Access: Some NFTs unlock real-world benefits, games, or private groups
  • Social Status: PFPs like CryptoPunks or Bored Ape Yacht Club are digital status symbols
  • Speculation: Many treat NFTs as investments, betting on future appreciation

In 2025, NFTs have gone beyond hype to form the foundation of Web3 identity and ownership.

💰 How to Buy an NFT

To buy an NFT, you’ll need:

  1. A crypto wallet (like MetaMask)
  2. Some ETH or other supported crypto for payment and gas fees
  3. An NFT marketplace like OpenSea, Blur, Magic Eden, or Rarible

Steps to Buy:

  • Fund your wallet
  • Connect to a marketplace
  • Browse collections
  • Click “Buy Now” or place a bid
  • Approve the transaction

Once purchased, the NFT is transferred to your wallet and viewable on your profile.

⚠️ Are NFTs Safe?

NFTs are secure if you follow best practices. However, scams and phishing attacks are common.

Security Tips:

  • Never share your seed phrase
  • Verify contract addresses before minting
  • Don’t connect your wallet to unknown sites
  • Use hardware wallets for high-value NFTs
  • Bookmark official sites

🧠 How Token Metrics Helps You Identify NFT-Related Investments

NFTs are not just collectibles—they’re tied to blockchain ecosystems and tokens. Platforms like Token Metrics help you identify high-potential NFT projects, gaming ecosystems, and utility tokens powering the space.

✅ How Token Metrics Helps:

  • AI-powered Grades: See which NFT-related tokens are trending with Trader & Investor Grades
  • Moonshots Tab: Find small-cap NFT tokens with 10x–100x potential
  • Thematic Indices: Invest in curated NFT indices powered by Token Metrics AI
  • Token Details Page: Dive deep into any NFT-related token’s fundamentals, holders, and performance

Whether it’s $IMX, $MAGIC, $APE, or a metaverse play like $MANA, Token Metrics gives you a data-driven edge.

🧩 Popular NFT Blockchains in 2025

NFTs are no longer limited to Ethereum. In 2025, several chains offer faster, cheaper minting and trading:

Token Metrics tracks all these chains, offering a cross-chain perspective for NFT investing.

🪙 What Are NFT Tokens?

Many NFT ecosystems have their own fungible tokens used for governance, staking, or ecosystem rewards. Examples include:

  • $APE (Bored Ape Yacht Club)
  • $MAGIC (TreasureDAO)
  • $IMX (Immutable X)
  • $LOOKS (LooksRare)
  • $BLUR (Blur marketplace)

These tokens can rise in value based on NFT trading volume, user adoption, and staking incentives. Token Metrics’ analytics help traders spot breakout opportunities early.

🚀 Future of NFTs in 2025 and Beyond

NFTs are evolving fast. In 2025, they’re used for more than art and gaming:

  • NFTs as IDs: Used for logging into apps and verifying reputation
  • Real-world assets: Tokenizing real estate, music royalties, and legal contracts
  • DeFi integrations: NFTs used as collateral in lending protocols
  • Event access: NFTs as tickets for IRL and virtual experiences
  • AI x NFTs: Generative AI tools minting and managing NFT metadata autonomously

Expect continued innovation, and stay ahead using tools like Token Metrics.

🧠 Final Thoughts: Are NFTs Worth It?

NFTs are more than a trend — they represent the digitization of ownership in the Web3 era. From art and identity to games and finance, NFTs unlock new possibilities for creators and collectors alike.

If you're looking to explore NFT opportunities beyond collectibles—Token Metrics gives you the data, AI tools, and insights you need to invest intelligently.

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