Announcements

Build the Future of Crypto Trading: Integrating Token Metrics with LangChain for Smarter Crypto Decisions

A seamless integration with LangChain – a popular framework for building context-aware agents using large language models (LLMs).
Token Metrics Team
8 min
MIN

The rise of AI in crypto trading has opened new frontiers, and Token Metrics is leading the charge by enabling developers to build intelligent trading agents using its powerful API. The latest innovation? A seamless integration with LangChain – a popular framework for building context-aware agents using large language models (LLMs). In this blog post, we’ll break down how this integration works, what it enables, and why it represents a game-changing leap in automated crypto analysis.

What is LangChain?

LangChain is an open-source framework that helps developers build applications powered by large language models like Gemini, Claude, and OpenAI. It enables developers to build a wide range of advanced AI solutions, including:

  • Conversational agents
  • Retrieval-based question answering
  • Tool-using AI agents
  • Autonomous decision-making bots

By providing a flexible structure, LangChain makes it easy to integrate LLMs with real-world data sources and external tools, empowering your application to both reason and take action.

What is the Token Metrics API?

The Token Metrics API is a rich data layer for crypto investors, analysts, and builders. It provides real-time and historical data across:

  • AI-powered Trader and Investor Grades
  • Daily/Hourly OHLCV metrics
  • Bullish/Bearish AI signals
  • Quantitative indicators
  • Curated Crypto Indices

With over 80 data points per token and robust filtering, the API makes it easy to identify profitable tokens, spot market trends, and build intelligent trading strategies.

Why Combine LangChain and Token Metrics?

Combining LangChain with Token Metrics lets you build AI-powered crypto agents that deliver market analysis and actionable insights. These agents can:

  • Analyze crypto prices, trends, and sentiment using AI-driven methods
  • Apply predefined strategies or custom logic for automated decision making
  • Generates clear, human-readable insights and trading signals
  • Identify and highlight tokens with strong profit potential

This integration equips your crypto applications with intelligent, data-driven capabilities to support smarter trading and research.

Getting Started: Building the Agent

The integration process begins with cloning a GitHub repository (public upon video release), which includes everything needed to run a Token Metrics x LangChain demo agent. After installing the dependencies and opening the codebase in a code editor, you’ll find a fully documented README that walks you through the setup.

Step 1: Install Dependencies 

Navigate to the project directory and install the required packages using:

Step 2: Configure Environment Variables

Before spinning up the agent, add your Token Metrics API key and your LLM API key (Openai, gemini, etc..) to the .env file. These credentials authorize the agent to access both Token Metrics and your chosen LLM.

Step 3: Define and Run the Agent 

The agent logic is explained directly in the README and starter code sample, making it easy to follow and customize. You’ll find clear instructions and code snippets that guide you through setting up the agent’s capabilities.

The agent supports two main modes:

  • Simple Agent: A straightforward agent that answers user questions using Token Metrics tools. It’s ideal for quick queries and basic crypto research tasks.
  • Advanced Agent: A more powerful agent capable of reasoning through complex tasks, chaining together multiple tools, and providing deeper analysis. This agent can handle multi-step queries and deliver more comprehensive insights.

Powered by LangChain’s ReAct (Reasoning + Acting) framework, your agent can:

  • Access a suite of Token Metrics tools for crypto analysis, including price data, trading signals, grades, and sentiment
  • Apply predefined strategies or custom logic for automated decision-making
  • Generate clear, human-readable insights and trading signals
  • Filter and highlight tokens based on objective, data-driven criteria

With comprehensive documentation and step-by-step guidance in the README, you can quickly build, customize, and deploy your own intelligent crypto research assistant—no separate agent.py file required.

A Real-World Example: Finding Winning Tokens

Here’s how the agent works in practice:

  • It queries tokens with a valid Trader Grade
  • Filters tokens with Bullish AI signals
  • Compares Trading Signal ROI vs Holding ROI
  • Filters out tokens that aren’t outperforming with active trading

In the test case, it identifies BANANAS S31 as a top candidate:

  • High trader grade
  • Bullish signal
  • Strong Trading Signal ROI (better than holding)

At the end of its analysis, the bot outputs a summary of:

  • Overall market sentiment
  • Top token opportunities
  • Macro-level recommendations

In this case, while BANANAS S31 stood out, the overall market leaned neutral with a slight long-term bearish bias, a useful snapshot for any trader.

Switching to the Advanced Agent

LangChain’s flexibility allows the same bot to switch into an interactive chatbot by attaching memory to the agent. Users can now type in:

“What are the top 3 tokens to watch today?”
“Is the market bullish or bearish?”
“Give me DeFi tokens with bullish signals.”

The agent can dynamically select and chain together specialized crypto analysis tools in response to your questions. This means the agent doesn’t just answer queries with static information but it actively pulls the latest Token Metrics data, applies AI-driven analytics, and synthesizes insights using multiple sources and methods. 

As a result, you will get clear, context-aware responses about market trends, trading signals, token performance, and more. All grounded by the Token Metrics APIs

Key Benefits of This Integration

Here’s why this LangChain x Token Metrics setup is a big deal:

✅ AI That Acts

LangChain agents go beyond conversation—they can autonomously scan and analyze crypto markets using a suite of Token Metrics tools.

✅ Actionable Data

Token Metrics transforms complex market data into actionable insights, empowering the agent to support smarter trading and investment decisions.

✅ Current Market Analysis

Every time the agent runs, it draws on up-to-date Token Metrics data, ensuring responses reflect the latest market conditions.

✅ Fully Customizable

Tailor the agent to your needs, filter by DeFi tokens, set custom ROI thresholds, or incorporate additional data sources like social sentiment. The open-source codebase makes it easy to adapt the agent for any use case

What Can You Build With This?

This framework provides a versatile foundation for a wide range of crypto applications, including:

  • Personal trading assistants
  • Crypto Telegram bots
  • LLM-integrated crypto dashboards
  • Quant strategy testers
  • AI-powered newsletters and daily briefs

By combining a powerful API with a reasoning engine, you unlock a new frontier in crypto intelligence.

Final Thoughts

The integration of Token Metrics with LangChain shows what’s possible when deep crypto analytics meets autonomous reasoning. Instead of flipping between dashboards, you can build an agent that does the research for you, surfaces profitable tokens, and delivers daily alpha—automatically.

Whether you’re a developer, trader, or AI enthusiast, this setup gives you a robust foundation to experiment, build, and push the future of AI trading forward.

Try It Yourself

Once the repository is public, you’ll be able to:

  • Clone it from GitHub
  • Add your API keys
  • Customize your agent
  • Start generating automated crypto insights today

Click here to view the demo.

AI agents are the future of trading—and with Token Metrics and LangChain, the future is already here.

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
Token Metrics Team
Token Metrics Team

Recent Posts

Crypto Basics

Crypto Moonshot Trading Strategy: How to Use Buy/Sell Signals for Maximum Gains in July 2025

Token Metrics Team
8 min
MIN

In the world of crypto, everyone dreams of discovering the next moonshot—that early-stage altcoin with the potential to deliver 10x, 50x, or even 100x returns. But finding the right token is only half the battle. The real key to success lies in your trading strategy—knowing when to buy, when to hold, and when to sell.

In this highly informative and SEO-optimized guide, we'll walk you through a proven crypto moonshot trading strategy using AI-powered buy/sell signals, real-time metrics, and automated tools. Whether you're a beginner or an experienced trader, this guide will help you maximize profits and reduce risks in 2025’s volatile crypto markets.

What Is a Moonshot in Crypto?

A crypto moonshot is an early-stage cryptocurrency with high upside potential—typically characterized by:

  • Low market cap (often under $50M)
  • Early listings (usually on DEXs or small exchanges)
  • Strong momentum or narrative (AI, DePIN, RWA, etc.)
  • Undervalued fundamentals

Moonshots are not just about luck—they require precise timing, data-driven decisions, and a disciplined trading strategy.

Why You Need a Moonshot Trading Strategy

While moonshots offer huge potential returns, they also come with extreme volatility. Without a clear entry and exit strategy, traders risk:

  • Buying too late (after the pump)
  • Selling too early (missing major gains)
  • Holding too long (watching gains vanish)

That’s why successful moonshot trading is all about executing at the right moment, based on real-time buy and sell signals.

How Buy/Sell Signals Work in Moonshot Trading

Buy/sell signals are automated indicators based on technical analysis, AI modeling, and data trends. When applied to moonshots, they help traders:

  • Identify breakout momentum (Buy signal)
  • Detect overbought or reversal zones (Sell signal)
  • Avoid emotional decision-making
  • Automate trades and alerts

Token Metrics—one of the top AI crypto analytics platforms in 2025—offers integrated buy/sell signals as part of its Moonshots feature.

Token Metrics Moonshots: AI-Powered Buy/Sell Signals

Token Metrics uses artificial intelligence to monitor over 6,000 tokens and identify daily Moonshots—early-stage tokens with exceptional upside potential. Each token is scored using over 80 data points, including:

  • Price momentum
  • Market cap growth
  • Exchange activity
  • On-chain volume
  • Social sentiment
  • Developer engagement

The platform then issues Bullish (buy) and Bearish (sell) signals to help traders time their entries and exits more precisely.

Step-by-Step: Moonshot Trading Strategy Using Buy/Sell Signals

Here’s a structured approach to building a winning moonshot trading strategy using Token Metrics:

Step 1: Discover New Moonshots

  • Log into Token Metrics and navigate to the Ratings Page.
  • Click the “Moonshots” tab to view tokens flagged by AI as high-upside.
  • Prioritize tokens with:

    • High and rising Trader Grade
    • Increasing 24H volume
    • Market cap under $100M
    • Bullish signal in the last 48 hours

Step 2: Review Buy Signals

  • Each Moonshot token includes a Bullish Signal if AI algorithms detect a breakout pattern.
  • This buy signal is triggered when a token shows:

    • Positive trend momentum
    • Strength across technical indicators (RSI, MACD, trendlines)
    • Accelerating volume or wallet activity

Pro Tip: Combine Bullish signals with a recent Moonshot entry (within the past 3 days) for the best short-term upside potential.

Step 3: Set Entry Price and Allocation

  • Enter the trade using a small allocation (e.g., 1–3% of your total portfolio) to manage risk.
  • Use Token Metrics' Swap Widget to buy directly from the Moonshots page—saving time and avoiding DEX errors.

Step 4: Monitor Price Action and Grade Movement

  • Use the Token Details Page to track:

    • Real-time price chart
    • Live ROI since entry
    • Any changes in Trader Grade
    • Buy/Sell signal updates

Token Metrics continuously analyzes live data. If momentum starts to fade, the platform may issue a Bearish Signal, suggesting it's time to exit.

Step 5: Execute Sell Based on Bearish Signal or ROI Target

There are two ways to exit your moonshot trade:

🟢 Method A: Sell on Bearish Signal

  • When the token’s momentum weakens, AI may flag a Bearish Signal
  • This means a possible trend reversal, ideal for short-term traders looking to lock in gains.

🟢 Method B: Set ROI Targets

  • Sell 50% of your position at 2x, 30% at 5x, and hold the rest for a potential 10x+
  • Use Token Metrics alerts to track when ROI milestones are hit

Pro Tip: Combine both methods—sell early if a Bearish Signal appears, or scale out using a profit-taking ladder.

Risk Management Tips for Moonshot Trading

Even with powerful tools, moonshot trading is high-risk. Follow these tips to protect your capital:

1. Start Small

Never go all-in on a single Moonshot. Spread your bets across multiple tokens to increase your odds of success.

2. Use Stop Losses

Set a stop loss between 20%–30% below your entry price to prevent major drawdowns.

3. Track Past Moonshots

Use Token Metrics’ Past Moonshots view to study which tokens succeeded and what signals preceded them.

4. Leverage Alerts

Use custom alerts to get notified when:

  • A new Moonshot is added
  • A token hits your ROI target
  • A Bearish signal is triggered

Tools to Supercharge Your Strategy

Token Metrics integrates with:

  • Telegram, Slack, and Discord alerts
  • API and SDK access to automate trades
  • Swap widget for 1-click buying from Moonshots page
  • MCP Server to unify data across agents and trading bots

Final Thoughts: Trade Moonshots Like a Pro

In 2025, crypto markets are more efficient than ever. Random guessing and influencer hype don’t cut it anymore.

To win, you need:
✅ Smart discovery
✅ Timely entries
✅ Strategic exits
✅ Reliable signals

With Token Metrics Moonshots and AI-powered buy/sell signals, you get the full toolkit to trade early-stage altcoins with confidence. It’s the edge every trader needs in the age of intelligent automation.

Get Started Today

  • 🔥 Sign up at tokenmetrics.com
  • 🔍 Explore the Moonshots tab
  • 📈 Track live buy/sell signals
  • 🛒 Buy instantly using the swap widget

🧠 Trade smarter, not harder

Crypto Basics

Crypto Moonshot - The Ultimate Guide to High-Risk, High-Reward Opportunities in Crypto in July 2025

Token Metrics Team
8 min
MIN

In both tech and investing, the term “moonshot” has become a buzzword. But what does it really mean—especially in the world of cryptocurrency? In 2025, where crypto markets move faster than ever and fortunes are made in weeks, understanding what a moonshot is—and how to spot one—can be the difference between average returns and life-changing gains.

In this guide, we’ll explore what a moonshot is, where the term originated, how it applies to crypto, and how platforms like Token Metrics are using AI to identify real moonshot opportunities before they go mainstream.

What Is a Moonshot?

At its core, a moonshot refers to a bold, ambitious goal or project that aims for massive success—despite high risk and low probability. The term comes from the U.S. Apollo missions, which set out to put a man on the moon in the 1960s—a seemingly impossible goal at the time.

In the tech world, “moonshot” often describes breakthrough innovations with radical upside potential, like:

  • Electric cars replacing gasoline
  • AI replacing human labor
  • SpaceX launching Mars colonization

In crypto, a moonshot is an early-stage altcoin with the potential for 10x, 50x, or even 100x returns—if discovered before the crowd.

What Is a Moonshot in Crypto?

A crypto moonshot is a low-cap cryptocurrency project that has strong fundamentals, an emerging narrative, or technical signals that suggest it could deliver explosive gains in a short timeframe.

These tokens are usually:

  • Undervalued or under-the-radar
  • Not yet listed on major exchanges like Binance or Coinbase
  • In sectors with rising interest (AI, DePIN, Layer 2, RWA, etc.)
  • Backed by a solid team, roadmap, or tech innovation

But moonshots come with high risk. For every 100x winner, there are dozens of tokens that go to zero. That’s why smart investors use data, not hype, to find real opportunities.

Why Do Traders Hunt for Moonshots?

1. Asymmetric Returns

With moonshots, you risk $100 for the chance to earn $10,000. That level of upside doesn’t exist in traditional markets.

2. Small Capital, Big Potential

You don’t need millions to win big. Moonshots give retail traders a fighting chance to outperform institutions—if they find the token early enough.

3. Innovation at the Edge

Moonshot tokens often represent the bleeding edge of blockchain innovation—from decentralized AI to tokenized real-world assets.

The Problem with Finding Moonshots

Despite the massive upside, most traders miss the real moonshots and end up buying the hype too late.

Why?

  • Too much noise: Social media is flooded with pump-and-dump schemes.
  • Lack of research: Retail investors often follow influencers instead of analyzing fundamentals.
  • Fragmented data: It’s hard to compare tokens across metrics like on-chain activity, technicals, sentiment, and fundamentals.

This is why platforms like Token Metrics are changing the game.

How Token Metrics Helps You Find Real Moonshots

Token Metrics is an AI-powered crypto analytics and trading platform that includes a dedicated Moonshots feature—designed to help users find early-stage altcoins before they pump.

What Makes It Different:

  • AI-driven token scoring using 80+ metrics
  • Real-time Trader Grades and Investor Grades
  • Transparent entry dates, market caps, and live ROI
  • In-app Buy button for instant on-chain swaps

You don’t have to guess. The platform’s AI analyzes thousands of tokens daily and surfaces a curated list of Moonshots based on data—not hype.

How to Use Token Metrics Moonshots?

Step 1: Go to the Ratings Page

From your Token Metrics dashboard, click on the Ratings tab to access AI scores for thousands of tokens.

Step 2: Click the “Moonshots” Tab

Inside Ratings, select the Moonshots tab to view tokens with the highest potential based on current trends.

Step 3: Review the Data

Each Moonshot includes:

  • Trader Grade (with change %)
  • 24H volume
  • Market cap
  • Entry date
  • ROI since entry

You can also explore Past Moonshots to verify previous performance.

Step 4: Do Your Due Diligence

Click a token to open its full details page—real-time chart, top holders, fundamental analysis, exchange listings, and more.

Step 5: Buy Instantly

Click the Buy button to use the integrated swap widget for direct on-chain purchases—no need to leave the platform.

Are Moonshots Legit?

Yes—if you use the right tools.

Moonshots are not meme coins or influencer pumps. A legitimate moonshot is backed by data, momentum, and real fundamentals.

With Token Metrics, you can:

  • Avoid emotional trading
  • Use AI insights to guide decisions
  • See historical results to validate picks
  • Get alerts when new moonshots emerge

In short: Moonshots are legit if they’re backed by research—not hype.

Final Thoughts: Why Moonshots Matter in 2025

The crypto landscape is becoming more competitive every day. Gone are the days when you could randomly buy a new token and expect 10x returns.

In 2025, traders need smart tools, real data, and automated insights to stay ahead of the curve.

That’s where Moonshots come in.

They represent the cutting edge of early-stage discovery—where small bets can lead to massive wins. And with platforms like Token Metrics leading the charge, moonshot investing is becoming smarter, faster, and more accessible than ever before.

Crypto Basics

What Is Moonshot Crypto? How Token Metrics Is Revolutionizing Early-Stage Altcoin Discovery in July 2025

Token Metrics Team
8 min
MIN

In 2025, crypto markets are more competitive—and more crowded—than ever. Thousands of tokens launch every month, and most vanish into obscurity. But every now and then, a hidden gem explodes, delivering 10x, 50x, or even 100x returns to early investors.

These rare, high-upside tokens are called moonshots.

In this article, we’ll break down what moonshot crypto really means, why it matters, and how you can discover legit moonshot opportunities using Token Metrics, the leading AI-powered crypto analytics platform.

What Is Moonshot Crypto?

A moonshot in the crypto world refers to a low-market-cap altcoin that has the potential to rise exponentially in value. The term is derived from the phrase “shooting to the moon,” symbolizing massive growth in a short time.

Common Traits of Moonshot Tokens:

  • Low market cap (usually under $50M)
  • Early-stage with limited exchange listings
  • Strong narrative (AI, DePIN, RWA, Gaming, etc.)
  • Innovative tech or use-case
  • Undervalued or undiscovered by the broader market

Moonshots aren’t guaranteed winners. They’re high-risk, high-reward opportunities—but for savvy investors, they can be game-changers.

Why Moonshots Matter in Crypto Trading

In traditional markets, consistent 2x or 3x returns are considered extraordinary. In crypto, however, early access to the right token can yield 100x+ returns in a matter of weeks.

Moonshots are especially important because:

  • They maximize asymmetric risk-reward.
  • They help small portfolios outperform big capital.
  • They offer access to innovation early, before VC rounds or CEX listings.

The challenge? Finding these tokens before the crowd does. That’s where Token Metrics comes in.

Introducing Token Metrics Moonshots

Token Metrics Moonshots is a proprietary feature that uses artificial intelligence to scan the entire crypto market and identify high-potential altcoins before they go viral.

Instead of relying on social media hype or guessing based on charts, Token Metrics analyzes over 80+ data points per token, including:

  • Technical indicators
  • On-chain activity
  • Fundamental quality
  • Social sentiment
  • Exchange volume
  • Developer metrics

The AI then surfaces a curated list of Moonshot tokens that show early signals of explosive growth.

How to Use Token Metrics to Find Moonshot Cryptos

Here’s a step-by-step guide to accessing and using the Moonshots feature on Token Metrics:

Step 1: Go to the Ratings Page

  • From the Token Metrics dashboard, navigate to the Ratings tab.
  • This is the hub where tokens are scored and ranked using Trader Grades and Investor Grades powered by AI.

Step 2: Click on the “Moonshots” Tab

  • Inside the Ratings page, you’ll find the Moonshots tab at the top.
  • This section displays the tokens that Token Metrics' AI has flagged as high-upside, early-stage opportunities.

Step 3: Review Key Metrics

For each Moonshot token, Token Metrics shows:

  • Trader Grade and how it’s changed recently
  • 24H volume and market cap
  • Date of entry (when the token was flagged)
  • Live ROI (how much it has gained since being listed)

Want to verify the results? Switch to Past Moonshots to see performance over 7 or 14 days.

Step 4: Choose a Token to Explore

  • Click on any token to view its Token Details Page.
  • This gives you access to real-time charts, fundamentals, code audits, exchange listings, and top wallet holders.
  • Use this page to build confidence before investing.

Step 5: Buy in Seconds

  • Token Metrics integrates a swap widget that lets you buy Moonshot tokens directly from the platform.
  • No need to jump between apps or copy wallet addresses—just click Buy and swap instantly.

Is Moonshot Crypto Legit?

Let’s address the elephant in the room: Is Moonshot crypto real, or just marketing hype?

Here’s why Moonshots are not only legit—but one of the most powerful trading tools in the crypto space:

✅ Transparent Performance

  • Every Moonshot is tracked in real time.
  • You can see the exact date it was added, entry price, and ROI since entry.
  • Toggle to Past Moonshots to validate historical performance.

✅ AI-Driven, Not Hype-Driven

  • Token Metrics doesn’t rely on influencers or speculation.
  • It uses quantitative models to scan thousands of tokens daily and surface winners based on hard data.

Moonshot vs Meme Coin: What's the Difference?

Not all low-cap coins are Moonshots.

Who Should Use Moonshots?

✅ Retail Traders

Looking for early entries into next-gen altcoins

✅ Crypto Investors

Seeking data-backed portfolio diversification

✅ DeFi Enthusiasts

Exploring new sectors like RWA, AI, Gaming, or Layer 2

✅ Builders and Analysts

Using Token Metrics API to integrate Moonshot data into dashboards, bots, or research workflows

Moonshots Are Now a Developer Tool Too

With the Token Metrics API and MCP Server, developers can access Moonshot data in real time using:

  • OpenAI Agents
  • Claude Desktop
  • Cursor IDE
  • Windsurf
  • CLI and VS Code integrations

Build AI crypto trading agents, compliance dashboards, or custom alerts with a single unified key and protocol. Start free at
👉 https://app.tokenmetrics.com/en/api

Final Thoughts: Moonshots Are the New Alpha

In 2025, finding alpha in crypto requires more than luck or hype—it requires precision, speed, and data-driven tools.

Token Metrics Moonshots is one of the only legit, AI-powered solutions that lets retail and institutional traders alike discover early-stage crypto projects before they go parabolic.

So, what is Moonshot crypto?
It’s not a meme. It’s a method.

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