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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

How to Create a Crypto Wallet: A Complete Beginner’s Guide (2025)

Token Metrics Team
6 min

As the popularity of cryptocurrencies continues to grow in 2025, more people are seeking safe and secure ways to manage their digital assets. The first step in your crypto journey? Creating a crypto wallet.

In this guide, we’ll explain:

  • What a crypto wallet is
  • Different types of wallets
  • How to create one (step-by-step)
  • Tips for securing your wallet
  • How Token Metrics can help you trade smarter after setup

đŸȘ™ What Is a Crypto Wallet?

A crypto wallet is a digital tool that allows you to store, receive, and send cryptocurrencies like Bitcoin, Ethereum, and thousands of altcoins. Instead of holding physical money, it stores your private and public keys, giving you access to your blockchain assets.

Two Major Types:

  1. Hot Wallets – connected to the internet (ideal for active users)
  2. Cold Wallets – offline and more secure (ideal for long-term storage)

Whether you're buying Bitcoin for the first time or diving into DeFi tokens, you'll need a crypto wallet to safely store and manage your coins.

đŸ”„ Hot Wallets vs. 🧊 Cold Wallets

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Hot wallets are easier to set up and use, while cold wallets offer greater protection against hacks and malware.

đŸ› ïž How to Create a Crypto Wallet (Step-by-Step)

Option 1: Creating a Hot Wallet (e.g., MetaMask or Trust Wallet)

Step 1: Download the App or Browser Extension

Step 2: Create a New Wallet

  • Click “Create a Wallet”
  • Set a strong password

Step 3: Backup Your Recovery Phrase

  • Write down the 12 or 24-word seed phrase
  • Store it offline (NOT on your phone or computer)

Step 4: Confirm Your Recovery Phrase

  • MetaMask will ask you to re-enter it to ensure it's saved correctly

Step 5: Wallet is Ready

  • You can now receive, send, and store ETH, ERC-20 tokens, and NFTs

✅ Pro Tip: Connect your wallet to Token Metrics to explore trading signals, moonshots, and AI analytics directly.

Option 2: Creating a Cold Wallet (e.g., Ledger Nano X)

Step 1: Buy a Ledger or Trezor device

  • Always order from the official website to avoid tampered devices

Step 2: Install Wallet Software

  • Download Ledger Live or Trezor Suite

Step 3: Set Up Device and PIN

  • Follow the on-screen instructions
  • Create a secure PIN code

Step 4: Write Down Your Recovery Phrase

  • The device will show a 24-word seed phrase
  • Write it down and store it in a fireproof safe

Step 5: Start Receiving Crypto

  • Use Ledger Live or Trezor Suite to generate wallet addresses
  • Send crypto from exchanges or other wallets

✅ Pro Tip: Use your cold wallet to store moonshots and long-term assets, then analyze performance using Token Metrics Portfolio tools.

đŸ›Ąïž Tips for Securing Your Crypto Wallet

  1. Never share your seed phrase
    Anyone with your seed phrase can steal your funds

  2. Enable Two-Factor Authentication (2FA)
    For added protection on wallet apps and exchange accounts

  3. Use a strong, unique password
    Avoid reusing passwords across multiple accounts

  4. Avoid phishing sites
    Always double-check URLs before connecting your wallet

  5. Keep backups offline
    Use metal seed plates or paper stored in multiple safe locations

🔎 How Token Metrics Supports Your Wallet Journey

While Token Metrics doesn't create wallets, it integrates seamlessly with your Web3 wallets to help you maximize profits and minimize risks.

1. AI-Powered Ratings

Once your wallet is set up, use Token Metrics to find top-rated tokens across risk levels, market caps, and sectors.

2. Moonshots Dashboard

Explore early-stage tokens with massive upside using the Moonshots tab—only available to Premium members.

3. Real-Time Alerts

Set up alerts for price, investor grade, or bullish/bearish signals—and receive them directly to your connected wallet’s contact info.

4. Track Your Portfolio

Monitor wallet performance across tokens with a real-time dashboard powered by on-chain data.

📩 What Can You Store in Your Crypto Wallet?

Different wallets support different blockchains, so always check compatibility before sending assets.

đŸ“Č Best Wallets to Use in 2025

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🔄 Wallet Creation FAQs

Q: Is creating a crypto wallet free?
Yes, most wallet apps like MetaMask or Trust Wallet are free.

Q: Can I create multiple wallets?
Absolutely. Many investors use different wallets for different purposes (e.g., trading, staking, savings).

Q: What happens if I lose my recovery phrase?
You lose access to your wallet permanently. Always store it securely.

Q: Do I need a wallet to use Token Metrics?
No, but connecting a wallet enhances your experience by allowing you to monitor portfolios, moonshots, and alerts in real time.

🧠 Final Thoughts

Creating a crypto wallet is your gateway to the decentralized world of digital finance. Whether you’re a seasoned trader or a beginner buying your first token, having a secure wallet is non-negotiable.

By choosing the right wallet (hot or cold), securing your keys, and combining it with powerful tools like Token Metrics, you can build a smart, secure, and profitable crypto journey.

Crypto Basics

How to Store Cryptocurrency Safely in 2025 | Hot vs Cold Wallets

Token Metrics Team
6 min

Cryptocurrency offers unmatched freedom, but with that freedom comes responsibility—especially when it comes to how to store cryptocurrency securely. Unlike traditional banking, crypto is self-custodied. If you lose access to your wallet, your funds are gone forever.

This guide explains everything you need to know about storing crypto in 2025, including:

  • Why crypto storage matters
  • Types of crypto wallets
  • Hot wallets vs. cold wallets
  • Tips for securing your assets
  • How platforms like Token Metrics can help protect your investment

đŸȘ™ Why Is Storing Cryptocurrency Important?

When you buy crypto—whether it’s Bitcoin, Ethereum, or a promising moonshot altcoin—you receive private keys that give you access to your funds. Anyone with that key can spend your coins.

That’s why safe storage is critical. Without it, your assets are vulnerable to:

  • Hacks and phishing scams
  • Lost devices or forgotten passwords
  • Exchange collapses or rug pulls

You are your own bank, and your security strategy is your vault.

🔐 What Is a Crypto Wallet?

A crypto wallet is a digital tool that stores your private and public keys. It lets you send, receive, and manage your crypto.

There are two main types:

  1. Hot wallets – connected to the internet
  2. Cold wallets – offline and physically secured

Let’s explore both.

🌐 Hot Wallets: Convenience Meets Risk

Hot wallets are always online, making them easy to use for trading, DeFi, or daily transactions.

Types of Hot Wallets:

  • Web wallets (e.g., MetaMask, Trust Wallet)
  • Mobile apps (e.g., Coinbase Wallet, Phantom)
  • Desktop wallets (e.g., Exodus, Electrum)

Pros:

  • Quick access to funds
  • Easy integration with DApps and exchanges
  • Great for beginners and active traders

Cons:

  • Higher risk of hacks, malware, and phishing
  • Device or browser compromise can expose keys

Best Practices for Hot Wallets:

  • Use 2FA (Two-Factor Authentication)
  • Never store large amounts
  • Double-check URLs to avoid fake websites
  • Avoid public Wi-Fi while transacting

🧊 Cold Wallets: Ultimate Security

Cold wallets are offline storage solutions, ideal for long-term investors or large holdings.

Types of Cold Wallets:

  • Hardware wallets (e.g., Ledger Nano X, Trezor)
  • Paper wallets (QR code + private key printed on paper)
  • Air-gapped devices (old smartphones with no internet access)

Pros:

  • Immune to online hacks
  • Best for HODLing and large sums
  • You own full control

Cons:

  • Less convenient for daily use
  • Loss or damage without backups = permanent loss

Best Practices for Cold Wallets:

  • Buy hardware wallets directly from the manufacturer
  • Backup your seed phrase on metal plates or offline storage
  • Keep backups in secure, separate locations

🔄 Custodial vs. Non-Custodial Wallets

🏩 Custodial Wallets

Managed by exchanges (e.g., Binance, Coinbase). You don’t own the private keys.

Pros:

  • Easy to use
  • Ideal for beginners

Cons:

  • Not your keys, not your crypto
  • Vulnerable to hacks or platform failures

🔓 Non-Custodial Wallets

You own the keys. Wallets like MetaMask, Trust Wallet, or hardware devices.

Pros:

  • Full control and ownership
  • Safer long-term storage

Cons:

  • Losing your seed phrase = permanent loss
  • Requires more responsibility

Tip: Token Metrics recommends non-custodial wallets for storing long-term holdings and moonshot tokens.

🔐 How Token Metrics Enhances Crypto Security

Token Metrics is an AI-powered crypto research and trading platform trusted by thousands of investors. While it doesn’t store your crypto directly, it helps you manage risk and store assets wisely by:

1. Identifying Safe Assets

Token Metrics gives you AI-generated grades for tokens—helping you avoid scams and invest in credible projects worth storing long-term.

2. Trading Tools with Wallet Integration

You can explore tokens, assess moonshots, and initiate trades directly from your connected Web3 wallet without leaving the platform.

3. Portfolio Tracking with Security

Token Metrics allows you to track wallets and portfolio performance without requiring access to your private keys.

4. Educational Guidance

Through webinars, blog content, and investor resources, Token Metrics educates users on how to safely store their crypto in hot and cold wallets.

🧠 Tips to Keep Your Crypto Safe in 2025

✅ Use Hardware Wallets for Large Amounts

Your long-term Bitcoin, Ethereum, and moonshot tokens should live on a hardware wallet, not on an exchange.

✅ Store Your Seed Phrase Offline

Do NOT keep your recovery phrase in Google Docs or your phone. Use metal seed phrase storage or write it down and lock it in a safe.

✅ Use Multiple Wallets

Diversify storage:

  • Hot wallet for daily use
  • Cold wallet for savings
  • Separate wallet for DeFi

✅ Avoid Suspicious Links and Apps

Phishing is the #1 crypto threat. Double-check URLs, don’t sign unknown transactions, and avoid shady browser extensions.

✅ Monitor Wallet Activity

Use platforms like Token Metrics Alerts or Etherscan to track your wallet and get notified of suspicious activity.

đŸȘ™ How to Store Different Types of Crypto

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🧭 Final Thoughts

Storing cryptocurrency securely is just as important as choosing the right tokens to invest in. Whether you’re a day trader, long-term investor, or moonshot hunter, knowing when and where to store your crypto is key to protecting your wealth.

In 2025, the best strategy combines:

  • Cold wallets for large, long-term holdings
  • Hot wallets for convenience and trading
  • Non-custodial options to retain full control
  • AI tools like Token Metrics to identify trustworthy assets and avoid scams

When you store your crypto properly, you don’t just protect your assets—you gain peace of mind.

Token Metrics API

How to Build Crypto Trading Dashboard Using the Token Metrics Crypto Data API on Dune

Token Metrics Team
8 min

In today’s fast-paced crypto world, real-time data isn’t a luxury—it’s a necessity. For traders, analysts, and developers, being able to access live, actionable insights can mean the difference between profit and loss. That’s why the integration of the Token Metrics Crypto Data API with Dune is a game-changer for anyone seeking to create live dashboards backed by intelligent trading data.

In this post, we’ll walk through how to use this top crypto API to build dynamic dashboards on Dune. Whether you’re tracking bullish signals, backtesting trading strategies, or identifying top-performing tokens, this integration makes it possible—without any paid license.

Let’s dive into how you can use the best free crypto API available today to transform your trading.

What Is the Token Metrics Crypto Data API?

The Token Metrics Crypto Data API is a developer-focused gateway to powerful, AI-driven crypto data. It’s one of the top crypto APIs in 2025, giving you access to:

  • Real-time and historical trading signals
  • Proprietary trader and investor grades
  • Alpha metrics comparing trading vs. holding performance
  • Bullish and bearish token flags

This API is used by both professional quant traders and beginners seeking to automate insights. And the best part? Token Metrics provides free crypto API access to selected datasets, allowing you to create powerful dashboards without spending a dime.

Why Dune + Token Metrics API = Power Tools for Traders

Dune is a blockchain analytics platform that allows you to write SQL queries and create dashboards using on-chain and off-chain data. Now that Token Metrics datasets are available on Dune, you can combine the best of both worlds:

  • Free access to high-signal proprietary metrics
  • Real-time data visualizations via Dune’s drag-and-drop dashboard builder
  • Actionable insights based on AI-driven trading intelligence

This integration unlocks a whole new level of transparency and utility for crypto analysts, portfolio managers, and DeFi enthusiasts.

Getting Started: Accessing Token Metrics Data on Dune

To begin, create a free Dune account. Once logged in, navigate to the Token Metrics datasets. These are publicly accessible and updated regularly. You’ll find tables for:

  • trading_signals
  • trader_grades
  • investors_grades
  • tokens

Start a new SQL query and choose the dataset you want to explore. Here’s what you’ll find in the trading signals table:

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Step-by-Step: Creating an Actionable Dashboard with Token Metrics Data

1. Query the Trading Signal Returns

Write a SQL query to calculate the average return of trading vs. holding strategies. For example:

This gives you the alpha—how much better the Token Metrics strategy performs compared to just HODLing.

In one real example, the average signal return across all tokens was 1630%, while holding returned just 400%. That’s a 12X improvement powered by this top crypto API.

2. Identify Top-Performing Tokens

Now let’s list tokens with the highest average alpha:

Tokens like BTC, ETH, BNB, and even newer ones like Virtuals stand out due to exceptional alpha performance.

3. Visualize Trader Grades vs. Alpha

The trader grade is a proprietary score from Token Metrics that predicts how favorable a token is for short-term traders.

Use a scatter plot to correlate trader grades with average alpha:

  • X-axis: Trader Grade
  • Y-axis: Average Alpha
  • Group by: Token Symbol

This helps you visually determine which tokens score high and offer exceptional returns—an essential tool for making actionable trading decisions.

4. Track the Latest Bullish Signals

Want to know which tokens are bullish right now? Here’s a query to find the most recent tokens flagged as bullish:

For example, on July 4th, tokens like BNB, XRP, and BTC were among the most recent bullish signals—perfect for immediate trade setups.

5. Build and Share Your Dashboard

Once you’ve run your queries:

  • Click “Add Visualization” in Dune
  • Choose from chart types (bar, scatter, progress bar, etc.)
  • Customize colors and filters
  • Combine multiple charts into a single dashboard

Your final product will be a real-time dashboard powered by the best crypto API, delivering insights that you—and your team—can act on instantly.

Why Token Metrics Is the Best Free Crypto API for Traders

Here’s why Token Metrics stands out among other APIs:

✅ AI-Driven Signals

Most APIs deliver raw data. Token Metrics provides curated signals, generated from machine learning models trained on market cycles, indicators, and price action.

✅ Proprietary Metrics

Access unique indicators like trader grade and investor grade, unavailable anywhere else.

✅ Real Historical Alpha

Use the API to backtest strategies. In the example shown, the AI strategy outperformed the market by over 1000X for some tokens.

✅ Seamless Integration

Whether you're using Dune, Zapier, OpenAI, or Eliza OS, Token Metrics is easy to integrate and query—making it the top crypto API for developers and analysts alike.

Final Thoughts

The combination of Token Metrics’ intelligent data and Dune’s visualization tools puts immense power in your hands. Whether you’re tracking market trends, building bots, or guiding portfolio decisions, this integration gives you everything you need to trade smarter.

With free access to real-time trading signals, alpha comparisons, and powerful visualizations, Token Metrics proves why it's the best crypto API for today’s data-driven investor.

Ready to try it out?
👉 Explore the Free Crypto API
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