Back to blog
Research

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
6
Want Smarter Crypto Picks—Free?
See unbiased Token Metrics Ratings for BTC, ETH, and top alts.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
 No credit card | 1-click unsubscribe

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.

Discover Crypto Gems with Token Metrics AI

Token Metrics uses AI-powered analysis to help you uncover profitable opportunities in the crypto market. Get Started For Free

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.

Build Smarter Crypto Apps &
AI Agents in Minutes, Not Months
Real-time prices, trading signals, and on-chain insights all from one powerful API.
Grab a Free API Key
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.
30 Employees
analysts, data scientists, and crypto engineers
Daily Briefings
concise market insights and “Top Picks”
Transparent & Compliant
Sponsored ≠ Ratings; research remains independent
Want Smarter Crypto Picks—Free?
See unbiased Token Metrics Ratings for BTC, ETH, and top alts.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
 No credit card | 1-click unsubscribe
Token Metrics Team
Token Metrics Team

Recent Posts

Research

From Retail to Institutions: Who’s Driving the Crypto Market in 2025?

Token Metrics Team
4 min

Crypto markets are evolving — and fast. In the early days, retail investors dominated the space. But by 2025, the tides are shifting. Institutional investors, family offices, and algorithmic funds are entering the market at scale. This blog explores the growing divide — and how it’s reshaping opportunities for everyday traders.

The Rise of Institutional Money in Crypto
Over the last year, a new class of investors has emerged: professional firms with deep pockets and long-term horizons. They're no longer just “exploring crypto” — they’re actively deploying capital.

Why now?

  • Regulatory clarity in major jurisdictions
  • Bitcoin ETF approvals and crypto fund launches
  • Better custody, risk management, and analytics tools (including Token Metrics)

What Are Institutions Buying?
Institutions tend to avoid meme coins and hyper-volatility. Instead, they focus on:

  • Layer 1 Infrastructure – Ethereum alternatives like Sui and Avalanche
  • AI Tokens – Leveraging real-world utility and strong narratives
  • DeFi Blue Chips – Projects with consistent TVL and governance upgrades
  • Stable Yield Strategies – On-chain bonds, staking, and real-world asset tokens

Token Metrics has seen a spike in institutional users filtering by Investor Grade and project fundamentals.

Retail Traders Still Dominate One Arena
Retail traders are far from out — they dominate high-volatility narratives:

  • Meme tokens
  • Social coin launches (e.g., Launchcoin)
  • Short-term speculation based on influencer sentiment

Retail’s edge? Speed, risk tolerance, and virality. Many of Token Metrics’ bold signals still originate from this activity before institutions catch on.

Token Metrics Bridging the Divide
What makes Token Metrics powerful in 2025 is its ability to serve both segments:

  • Institutions use it for due diligence, grades, and long-term planning.
  • Retail traders use it for short-term signals, alerts, and narrative tracking.

This dual capability creates a level playing field, where data, not capital, is the edge.

How to Trade Based on Who’s in Control

  1. When institutions lead – expect slower but more sustainable growth. Focus on high Investor Grade tokens.
  2. When retail leads – expect fast-moving pumps and dumps. Use high Trader Grade + bold signals.
  3. Hybrid phase (now) – Use both metrics to balance volatility and long-term conviction.

Market Behavior Patterns to Watch

  • Low volatility + high inflows → Institutional buildup
  • High volume + sudden spikes → Retail-driven narratives
  • Diverging BTC vs. altcoin trends → Mixed sentiment cycles

Conclusion
The crypto market in 2025 is being driven by both the old guard and the new wave. Institutions bring maturity. Retail brings momentum. Smart investors use tools like Token Metrics to read the room — and position themselves accordingly.

Research

Trader vs. Investor Grade: How to Use Both for Smarter Crypto Bets

Token Metrics Team
4 min

Crypto trading success often boils down to timing. But how do you know when to enter — and when to stay long? Token Metrics solves this dilemma with a dual-grade system: Trader Grade and Investor Grade. Each grade serves a different investment goal, and together, they help you make more confident decisions, whether you’re day trading or holding for the long run.

What is the Trader Grade?
The Trader Grade measures short-term momentum. It uses AI to analyze price action, volume trends, technical indicators, and recent sentiment shifts. Scores range from 0 to 100, and a score above 80 signals strong short-term potential.

Use Case:

  • Perfect for swing traders and short-term opportunists.
  • Look for tokens with Trader Grade > 80 for potential breakout trades.
  • Example: Launchcoin had a Trader Grade above 90 before its 35x rally began.

What is the Investor Grade?
The Investor Grade focuses on long-term fundamentals. It’s designed for those who want to hold tokens for months or even years. This grade considers tokenomics, development activity, ecosystem strength, narrative alignment, and long-term price structure.

Use Case:

  • Ideal for long-term portfolio builders.
  • A token with Investor Grade > 80 is a strong candidate for accumulation.
  • AI infrastructure tokens and modular blockchains often rank high here.

Why Use Both?
Most traders fail by only looking at hype or short-term charts. Token Metrics lets you blend data:

  • High Trader Grade + Low Investor Grade? Consider a short-term trade, not a long hold.
  • High Investor Grade + Low Trader Grade? Consider waiting for a better entry point.
  • Both High? Green light for confidence in both entry and long-term performance.

Case Study: Balancing Your Portfolio with Grades
Users can use the dual-grade approach for smarter allocation:

  • 30% of capital to high Trader Grade tokens (short-term plays)
  • 70% to high Investor Grade tokens (long-term holds)

This method helps mitigate risk and improve overall ROI.

Where to Find the Grades
Both grades are displayed prominently across:

  • Token Detail Pages – Real-time grade updates with historical data
  • Market Page Filters – Sort tokens by grade thresholds
  • Portfolio Builder Tool – Automatically selects tokens with strong grades

Tips for Grade-Based Trading

  1. Use Trader Grade for volatile markets or when prices are accelerating.
  2. Use Investor Grade when building positions in strong narratives like AI, DeFi, or infrastructure.
  3. Avoid tokens with both grades below 60 unless you’re making a speculative bet.

Conclusion
Trading without context is gambling. Token Metrics’ Trader and Investor Grades give you a proven framework for assessing both momentum and fundamentals. Whether you’re here for a quick flip or a long-term bet, using the dual-grade system can level up your crypto strategy.

Announcements

Inside the Dashboard: How to Monitor API Key Activity and Monthly Usage in Real Time

Token Metrics Team
5 min

The power of any great API isn’t just in the data it provides — it’s also in the control, visibility, and accountability it gives developers. That’s why the Token Metrics API Dashboard is more than just a place to generate keys — it’s your real-time command center for monitoring API key usage, managing access, and optimizing performance.

In this article, we’ll explore how to use the Token Metrics API Dashboard to stay in control of your app’s data usage, track request history, and ensure your integrations remain secure and efficient.

📍 Where to Find It

To access the dashboard:

  1. Log in to your Token Metrics account.
  2. Go to: https://app.tokenmetrics.com/en/api
  3. Navigate to the API Keys and API Usage sections.

🔐 View and Manage API Keys

The API Keys section gives you a complete overview of every active key associated with your account. For each key, you’ll see:

  • Key Name: Descriptive labels like "Bot A" or "Staging Server"
  • Created Date: When the key was generated
  • Last Used: Timestamp of the most recent request
  • Status: Active or inactive toggle
  • Actions: Trash icon to instantly delete a key

💡 Why It Matters:

  • Spot unused or stale keys that may pose a security risk
  • Instantly disable or delete a key if it’s compromised
  • Monitor which app or environment is making the most requests

📊 Monitor API Usage in Real-Time

In the Usage Dashboard, Token Metrics gives you deep insights into how your API credits are being used.

Key metrics include:

  • API Calls Graph
    A daily call volume chart so you can identify peaks in usage, anomalies, or unexpected surges.

  • Total Monthly API Calls
    Example:
    8,750 / 20,000
    See how much of your monthly quota you’ve used — and when it resets.

  • Remaining API Credits
    Know exactly how many calls you have left in your current cycle.

  • API Call Statistics Table
    Each row includes:

    • Endpoint accessed (e.g., /trader-grade)
    • Timestamp of the request
    • Status code (200 = success, 401 = unauthorized, etc.)
    • Originating IP address
    • Success/failure response

🔄 Debugging & Insights Made Easy

This dashboard doesn’t just monitor—it helps you debug and optimize.

  • Quickly identify if your integration is repeatedly hitting 400 or 403 errors
  • Check whether a specific key is being overused or underused
  • Pinpoint spikes in usage that may indicate unauthorized access
  • See which endpoints are called most often — and consider caching results

⚠️ Avoid Rate Limit Surprises

If you’re on a Basic or Advanced plan, you’ll have a rate limit (e.g., 1 req/min for free users, up to 600 req/min for VIPs). The dashboard helps ensure you stay within your limits — and scale appropriately when needed.

🚀 Build Better with Transparency

In a production environment, visibility into API activity is critical. With Token Metrics, you’re never flying blind. You always know:

  • Which app is using which key
  • How many credits you’re using
  • When to optimize or upgrade

From security to scaling, the Token Metrics API Dashboard gives you the insight you need to build with clarity and control.

👉 Launch Your API Dashboard Now → tokenmetrics.com/api

Choose from Platinum, Gold, and Silver packages
Reach with 25–30% open rates and 0.5–1% CTR
Craft your own custom ad—from banners to tailored copy
Perfect for Crypto Exchanges, SaaS Tools, DeFi, and AI Products