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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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Token Metrics Team
Token Metrics Team

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AI Crypto Trading with Token Metrics Crypto API and OpenAI Agents SDK: The Future of Autonomous Crypto Intelligence

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Why This Integration Matters

Developer demand for high-fidelity market data has never been higher, and so has the need for agentic AI that can act on that data. Token Metrics delivers one of the best crypto API experiences on the market, streaming tick-level prices, on-chain metrics, and proprietary AI grades across 6,000+ assets. Meanwhile, OpenAI’s new Agents SDK gives engineers a lightweight way to orchestrate autonomous AI workflows—without the overhead of a full UI—by chaining model calls, tools, and memory under a single, developer-friendly abstraction. Together they form a plug-and-play stack for building real-time trading bots, research copilots, and portfolio dashboards that think and act for themselves.

A Quick Primer on the Token Metrics Crypto API & SDK

  • Comprehensive Coverage: Tick-level pricing, liquidity snapshots, and on-chain activity for thousands of tokens.
  • Actionable AI: Trader and Investor Grades fuse technical, on-chain, social, and venture-funding signals into a single score that beats raw price feeds for alpha generation.
  • Ready-Made Signals: Long/short entries and back-tested model outputs arrive via one endpoint—perfect for time-critical agents.
  • Instant Integration: Official Python and TypeScript SDKs handle auth, retries, and pandas helpers so you can prototype in minutes.

Because the service unifies raw market data with higher-level AI insight, many builders call it the token metrics crypto API of choice for agentic applications.

What Sets the OpenAI Agents SDK Apart

Unlike prior frameworks that mixed business logic with UI layers, the Agents SDK is headless by design. You write plain TypeScript (or JavaScript) that:

  1. Defines tools (functions, web-search, file search, or external APIs).
  2. Describes an agent goal and supplies the tools it can call.
  3. Streams back structured steps & final answers so you can trace, test, and fine-tune.

Under the hood, the SDK coordinates multiple model calls, routes arguments to tools, and maintains short-term memory—freeing you to focus on domain logic.

Bridging the Two with the Crypto MCP Server

Token Metrics recently shipped its Crypto MCP Server, a lightweight gateway that normalises every client—OpenAI, Claude, Cursor, VS Code, Windsurf, and more—around a single schema and API key. One paste of your key and the OpenAI Agents SDK can query real-time grades, prices, and signals through the same endpoint used in your IDE or CLI.

Why MCP?
Consistency—every tool sees the same value for “Trader Grade.”
One-time auth—store one key, let the server handle headers.
Faster prototyping—copy code between Cursor and Windsurf without rewriting requests.
Lower cost—shared quota plus TMAI staking discounts.

In fewer than 30 lines you’ve built a self-orchestrating research assistant that pulls live data from the best crypto API and reasons with GPT-4o.

Architecture Under the Hood

  1. Agent Layer – OpenAI Agents SDK manages state, reasoning, and tool routing.
  2. Tool Layer – Each Token Metrics endpoint (prices, grades, signals) is wrapped as an Agents SDK tool.
  3. Data Layer – The MCP Server proxies calls to the Token Metrics REST API, unifying auth and schemas.
  4. Execution Layer – Agents call the tools; tools call MCP; MCP returns JSON; the agent responds.

Because every piece is modular, you can swap GPT-4o for GPT-4.1, add a DEX trading function, or stream outputs to a React dashboard—no core rewrites required.

Performance & Pricing Highlights

  • Free Tier: 5 000 calls/month—ideal for proof-of-concept agents.
  • Premium Tier: 100 000 calls/month and three-year history, unlocking AI Agent endpoints for production workloads.
  • VIP: 500 000 calls/month and unlimited history for institutional desks.

OpenAI usage is metered per token, but the Agents SDK optimises context windows and tool invocations, often yielding lower compute cost than bespoke chains.

Roadmap & Next Steps

Token Metrics is rolling out first-party TypeScript helpers that auto-generate tool schemas from the OpenAPI spec, making tool wrapping a one-liner. On the OpenAI side, Responses API is slated to replace the Assistants API by mid-2026, and the Agents SDK will track that upgrade.

Ready to build your own autonomous finance stack?

  1. Grab a free Token Metrics key → app.tokenmetrics.com
  2. Clone the Agents SDK starter repo → npx degit openai/agents-sdk-starter
  3. Ship something your traders will love.
  4. Watch demo here

The synergy between the Token Metrics crypto API and OpenAI’s Agents SDK isn’t just another integration; it’s the missing link between raw blockchain data and actionable, self-operating intelligence. Tap in today and start letting your agents do the heavy lifting.

Announcements

Token Metrics Crypto API and Windsurf Integration: Unlock Hidden Crypto Signals for Smarter Trading

Token Metrics Team
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In today’s crypto market, raw data isn’t enough. Speed isn’t enough. What you need is insight.

That’s why we’re excited to unveil a game-changing integration: Token Metrics Crypto API now powers an ultra-fast, AI-driven crypto analytics platform—supercharged by Windsurf Coding Agent automation. This isn’t just another crypto dashboard. It’s a real-time intelligence engine designed for traders, funds, and crypto builders who demand an edge.

The Problem with Most Crypto Dashboards

Most crypto dashboards simply pull price data and display it. But serious traders know that price alone doesn’t tell the full story. You need context. You need predictive signals. You need advanced analytics that go beyond surface-level charts.

The Token Metrics Crypto API changes that.

By combining cutting-edge AI models with deep on-chain and market data, the Token Metrics API delivers the kind of actionable intelligence that traditional platforms can’t match.

The Power of Token Metrics API

At the heart of this new platform lies the Token Metrics API — widely regarded by traders and funds as the best crypto API available today.

Here’s why:

✅ Real-Time AI Insights

The Token Metrics API delivers real-time valuations, grades, risk metrics, and momentum signals—powered by sophisticated AI and machine learning models analyzing thousands of crypto assets.

✅ Predictive Token Ratings

Leverage Investor Grade and Trader Grade rankings to see which tokens are gaining momentum — before the market fully reacts.

✅ Quant Metrics & Risk Analysis

Access volatility scores, Sharpe ratios, value-at-risk metrics, and drawdown analysis to manage risk with precision.

✅ Clustering & Sentiment Analysis

Identify hidden relationships between tokens using real-time clustering and on-chain sentiment analysis.

✅ Full Market Coverage

Whether you trade altcoins, L1 ecosystems, DeFi, or memecoins — the Token Metrics Crypto API covers thousands of assets across multiple chains.

This depth of data allows the platform to do far more than just monitor prices — it discovers patterns, clusters, momentum shifts, and early market signals in real-time.

How Windsurf Coding Agent Unlocks New Possibilities

To build a truly responsive and adaptive crypto intelligence platform, we leveraged Windsurf Coding Agent automation. Windsurf allows us to ship new dashboards, signals, and features in hours—not weeks.

As crypto markets evolve rapidly, speed to insight becomes critical. With Windsurf’s agent-driven automation, we can prototype, iterate, and deploy new AI models and data visualizations faster than any traditional development cycle allows.

  • 🔄 New momentum indicators can be developed overnight
  • 🔄 Cluster algorithms can be recalibrated instantly
  • 🔄 Dashboards respond live to market shifts

This makes the entire system fluid, adaptive, and always tuned to the latest market behavior.

Not Just Another Dashboard — A Real-Time AI Engine

This isn’t your average crypto dashboard.

Every data point is analyzed, filtered, and rendered within milliseconds. As soon as the Token Metrics API delivers updated data, the platform processes it through real-time clustering, momentum scoring, and risk analysis.

The result? A blazingly fast, AI-powered crypto dashboard that gives you insights while your competition is still refreshing price feeds.

Platform Highlights:

  • Real-Time Market Trends:
    See market shifts as they happen, not minutes later.

  • Hidden Cluster Discovery:
    Identify which tokens are moving together before major narratives emerge.

  • Smart Momentum Signals:
    Detect early breakout signals across DeFi, AI, RWA, Memes, and other sectors.

  • Token Ratings & Sentiment:
    Get automated Investor Grades, Trader Grades, and community sentiment scoring.

  • Built-in AI Analysis Engine:
    Summary insights are auto-generated by AI to make complex data immediately actionable.

Turning Complexity Into Clarity

Crypto markets generate overwhelming amounts of data — price swings, liquidity changes, on-chain flows, funding rates, sentiment shifts, and more.

The Token Metrics + Windsurf integration filters that noise into clear, actionable signals. Whether you’re:

  • A crypto fund manager seeking alpha
  • An algorithmic trader hunting momentum
  • A community builder wanting to inform your Discord or Telegram group
  • A developer creating your own crypto trading bots or dashboards

... this platform turns complexity into clarity.

The signal is out there. We help you find it.

Why Token Metrics API is the Best Crypto API for Builders

When evaluating crypto APIs, most traders and developers face the same issues: incomplete data, poor documentation, limited endpoints, or stale updates. The Token Metrics API stands apart as the best crypto API for several key reasons:

1️⃣ Comprehensive Data Coverage

The Token Metrics API covers over 6,000 crypto assets across major chains, sectors, and narratives.

2️⃣ AI-Driven Metrics

Unlike other crypto APIs that only provide raw market data, Token Metrics delivers pre-calculated AI insights including:

  • Trader & Investor Grades
  • Bullish/Bearish Signals
  • Quantitative Rsk Metrics
  • Sentiment Scores
  • Support & Resistance Levels

3️⃣ Developer Friendly

The API is fully documented, REST-based, and easily integrates with platforms like Windsurf, Zapier, and custom trading systems.

4️⃣ Instant Updates

Data is refreshed continuously to ensure you’re always working with the latest available insights.

This makes the Token Metrics crypto API ideal for:

  • Building automated trading agents
  • Developing AI-powered dashboards
  • Running quant research pipelines
  • Powering Discord/Telegram trading bots
  • Creating crypto advisory tools for funds or DAOs

Example Use Case: Proactive Cluster Monitoring

Imagine this:

You’re managing a portfolio with exposure to several DeFi tokens. The platform detects that several mid-cap DeFi projects are clustering together with rising momentum scores and improving Investor Grades. Within seconds, your dashboard flashes an early “sector breakout” signal.

By the time social media narratives catch on hours or days later — you’re already positioned.

This is the edge that real-time AI-driven analytics delivers.

What You Can Build With Token Metrics API + Windsurf

The possibilities are nearly endless:

  • Fully autonomous AI trading agents
  • Real-time risk management dashboards
  • Community-facing Discord or Telegram bots
  • Investor-grade weekly market reports
  • Live streaming momentum monitors
  • Institutional quant analysis tools

And because Windsurf Coding Agent automates development, these solutions can evolve rapidly as new narratives, tokens, and market behaviors emerge.

Start Building Your Edge Today

If you’re serious about staying ahead in crypto, you need more than just prices—you need intelligence.

The combination of Token Metrics API and Windsurf’s automation delivers the fastest, smartest way to build your own crypto intelligence systems.

➤ Sign up for Token Metrics

➤ Get API access

➤ Start building with Windsurf
‍
Turn data into insights. Turn insights into profits.

Click here to view the demo!

Conclusion: The Future of Crypto Analytics Is Here

The days of static dashboards and delayed signals are over. The future belongs to platforms that deliver real-time, AI-powered, adaptive crypto intelligence.

With Token Metrics Crypto API and Windsurf Coding Agent, you have the tools to build that future—today.

Announcements

Build AI-Powered Crypto Trading Bots in Minutes: Token Metrics Partners with Cline for Seamless Crypto API Integration

Token Metrics Team
8 min

Combine the Best Crypto API with Cline’s AI Coding Environment to Automate Smarter Trades—Faster

The world of crypto development just leveled up.

We're excited to announce a powerful new integration between Token Metrics and Cline (via the Roo Code extension)—bringing together the most advanced crypto API on the market and an AI-native coding environment purpose-built for building and testing crypto trading bots.

This partnership unlocks the ability to rapidly prototype, test, and launch intelligent trading strategies using real-time data from Token Metrics directly inside Cline, making it easier than ever for developers and traders to build in the crypto economy.

In this post, we’ll show you exactly how this works, walk through a working example using the Hyperliquid token, and explain why Token Metrics is the best crypto API to use with Cline for next-gen trading automation.

What Is Cline (Roo Code)?

Cline is an AI-first coding assistant designed to turn ideas into code through conversational prompts. With the Roo Code extension in Visual Studio Code, Cline transforms your IDE into an AI-native environment, allowing you to:

  • Write and debug code using natural language
  • Chain tools and APIs together with zero setup
  • Backtest and optimize strategies within a single flow

By integrating Token Metrics’ cryptocurrency API through its MCP (Multi-Client Protocol) server, developers can access real-time grades, trading signals, quant metrics, and risk insights—all through AI-driven prompts.

This combo of live crypto data and AI-native coding makes Cline one of the fastest ways to build trading bots today.

What Is Token Metrics MCP & API?

The Token Metrics API is the ultimate toolkit for crypto developers. It's a high-performance, developer-focused crypto API that gives you:

  • AI-powered Trader & Investor Grades
  • Buy/Sell Signals for bull/bear market detection
  • Support & Resistance Levels
  • Sentiment Analysis
  • Quantitative Metrics including ROI, performance vs. BTC, and more
  • Full Token Reports & Rankings

These features are now accessible via the MCP server—a gateway that standardizes access to Token Metrics data for AI agents, bots, dashboards, and more.

Whether you’re building a Telegram bot, a trading terminal, or a portfolio optimizer, the Token Metrics MCP setup with Cline makes it seamless.

Step-by-Step: Build a Trading Bot in Cline Using Token Metrics

Here’s a walkthrough of how you can build a complete AI-powered trading bot using Cline and the Token Metrics API.

1. Set Up Your Project in Visual Studio Code

Open VS Code and click “Open Folder.” Name your project something fun—like “Hype Bot.”
Then go to the Extensions tab, search for “Roo Code” (the advanced version of Cline), and install it.

2. Connect to the Token Metrics MCP Server

Once installed:

  • Click the MCP icon in the sidebar.
  • Choose “Edit Global MCP.”
  • Visit the official Token Metrics MCP Instructions and copy the full configuration block.
  • Paste it into your global MCP settings in Cline.

🎉 Now your environment is live, and you’re connected to the best crypto API on the market.

3. Explore the API with a Prompt

Inside Cline, simply prompt:

“Explore the Token Metrics API and analyze the Hyperliquid token.”

In seconds, the agent fetches and returns detailed insights—including investor grade, sentiment shifts, trading volume, and support/resistance levels for Hyperliquid. It even detects patterns not visible on typical trading platforms.

4. Generate a Trading Strategy

Next prompt:

“Create a trading strategy using this data.”

The agent responds with a full Python trading script based on AI signals from the API—complete with buy/sell logic, thresholds, and data pipelines.

5. Run Backtests and Analyze Performance

Cline automatically generates a backtest file and plots a performance chart.

For example:

  • Portfolio grew from $10,000 to $10,600
  • 27 trades, with an 18.5% win rate
  • Maximum drawdown of 14%
  • Realistic insights into risk-adjusted returns

This is real-time data, real code, real results—all built through a few smart prompts.

Why This Partnership Matters

🔗 Natural-Language-Powered Crypto Development

No more hours spent reading docs or integrating messy SDKs. With Cline + Token Metrics, you talk to your agent, and it builds the bot, fetches the data, and runs the strategy.

⚙️ Best-in-Class Crypto Market Intelligence

Token Metrics provides professional-grade market signals used by hedge funds, traders, and analysts. With 80+ metrics per token, it’s the most detailed cryptocurrency API available—now accessible to indie devs and builders via Cline.

⚡ Build, Test, Iterate—Fast

Backtesting, strategy generation, and data access happen within seconds. This drastically cuts time-to-market for MVPs, AI assistants, and algo bots.

Use Cases You Can Build

  • Hype Token Trading Bots – Surf emerging narratives like Memecoins, RWA, or AI.
  • Risk-Managed Portfolios – Adjust exposure based on grades and market phases.
  • Discord/Telegram Bots – Stream top-performing tokens with real-time buy alerts.
  • CEX/DEX Strategy Automation – Monitor performance across centralized and decentralized exchanges.
  • Quant Research Dashboards – Power internal tools with Token Metrics data for investment committees or research teams.

Why Token Metrics Is the Best Crypto API for Cline Developers

  • ✅ Built for AI Workflows – Easy to use via prompts, structured for agent consumption.
  • ✅ Real-Time Coverage – Stay updated on narrative-driven tokens before they pump.
  • ✅ Secure & Scalable – Use API keys, MCP servers, and secure backtest environments.
  • ✅ Free to Start – Includes 5,000 free API calls so you can build before committing.

Final Thoughts

The future of building in crypto is agent-driven, data-rich, and fast.

This integration between Token Metrics and Cline proves that with the right tools, anyone can turn an idea into a trading bot in under 10 minutes—using real-time market data, AI-grade analysis, and seamless backtesting in one workflow.

No manual coding. No noise. Just results.

Start building smarter bots today:
👉 Get your API Key on Token Metrics
👉 Install Roo Code and connect Cline

Watch demo here!

Let’s build the next generation of crypto trading together.

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