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.

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Token Metrics Team
Token Metrics Team

Recent Posts

Announcements

Trading on Token Metrics Launches Today!

Token Metrics Team
5 mins
MIN

Crypto moves incredibly fast—so, access to actionable insights and the ability to execute trades quickly often make the difference between catching the next 100X opportunity and missing out. 

Token Metrics, already an industry leader in AI analytics for crypto, has now closed the gap between research and execution with the launch of its direct trading feature. Token Metrics users can now trade crypto directly on the site that gives them crypto alpha!  

With this latest upgrade, Token Metrics has transformed from a trusted analytics provider into an all-in-one crypto powerhouse, enabling users to analyze, act, and trade within a single ecosystem.


Why
Trading on Token Metrics is a Big Deal

For years, Token Metrics has provided users with data-driven insights into over 5,000 cryptocurrencies, using AI to uncover hidden market gems and deliver premium research. However, converting those insights into trades often requires users to juggle multiple wallets, apps, and exchanges.

The ability for users to trade directly where they get their signals is next-level—and it eliminates the platform jumping hassle. 

Users can now go from viewing the AI analytics breakdown on the Token Details, Ratings, and Indices page (coming soon)—to owning these tokens in seconds!

For our users, it’s a big shift in convenience:

  • Seamless Execution: Users can now trade tokens when our AI identifies profitable opportunities without leaving the platform.
  • Multi-Chain Capability: Powered by modern interoperable tech, the trades work across multiple blockchains, ensuring compatibility with popular tokens and protocols.
  • Faster Trades: Transactions are completed in under two minutes, reducing latency and capturing opportunities in volatile markets.

How It Works

Here’s a closer look at how trading crypto works on the platform:

  1. Ratings Page

    • A new “Buy” button appears next to highly rated tokens, enabling users to trade into top-performing assets based on real-time AI analytics.
    • Tooltips guide users on how ratings correlate with potential market opportunities.

  2. Token Details Page

    • Every token's page now includes a “Buy” button, allowing users to act on our AI insights immediately.
    • Pre-populated swap options ensure a faster, more intuitive experience.

  3. Indices Page (Coming Soon)

    • Users can execute a multi-token swap with the “Buy Index” feature, purchasing entire token portfolios in a single transaction.
    • Customization options allow users to adjust token weights and allocations, tailoring their portfolios to specific investment strategies.

Why This Matters for Crypto Traders

This product upgrade elevates the value of Token Metrics far beyond its original analytics capabilities. Here’s what traders and investors stand to gain:

  • Streamlined Experience: Token Metrics enables a seamless flow from research to execution, saving users time and effort.
  • Smarter Portfolio Management: The ability to trade high-performing tokens or balanced indices directly helps users optimize their portfolios easily.

For users, this means faster decision-making, more informed trades, and a streamlined approach to navigating the complexities of the crypto market. 

Users can now research, analyze, and execute trades—all in one place. A final goodbye to juggling multiple apps and wallets.

Whether you’re a seasoned trader or just starting your crypto journey, Token Metrics is the all-in-one tool designed to help you identify and act on opportunities faster, smarter, and more securely.

👉 Experience Trading on Token Metrics Today

Don’t just analyze. Act, and make profits.

Token Metrics has everything you need to research, trade, and thrive in 2025.

Crypto Basics

What is an AI Agent? A Deep Dive into Token Metrics’ AI Agent

Token Metrics Team
5 mins
MIN

Artificial Intelligence (AI) is reshaping industries, and the cryptocurrency market is no exception. Among the most exciting innovations in this space are AI agents - intelligent digital assistants designed to streamline tasks, provide actionable insights, and simplify decision-making. But what exactly is an AI agent, and how does it work? In this post, we’ll explore the concept of AI agents and delve into the powerful capabilities of Token Metrics’ AI Agent, TMAI.

What Are AI Agents?

AI agents are sophisticated software programs powered by machine learning, natural language processing (NLP), and data analytics. Acting as virtual assistants, they can perform a range of tasks by interpreting user inputs, processing large datasets, and delivering precise responses or actions.

Key features of AI agents include:

  • Understanding Natural Language: They can interpret user queries in plain language, making them accessible to anyone.
  • Task Automation: AI agents can perform complex tasks, from research to transaction execution, with minimal user input.
  • Personalization: They adapt to users’ needs, offering tailored insights and solutions.

In short, an AI agent serves as an intelligent guide, capable of simplifying intricate processes across industries, including cryptocurrency trading and investing.

Introducing Token Metrics’ AI Agent: TMAI

Token Metrics has taken AI agent technology to the next level with TMAI, an intelligent assistant built specifically for crypto traders and investors. TMAI combines advanced AI with Token Metrics’ proprietary data to offer a seamless, all-in-one solution for researching, analyzing, and investing in cryptocurrencies.

How TMAI Works

TMAI functions as a personal crypto assistant, accessible to anyone, regardless of their level of expertise. Its capabilities include:

1. Providing Crypto Predictions and Recommendations

TMAI leverages advanced data analysis to predict price trends and recommend investments based on current market conditions.

  • Data-Driven Predictions: Ask questions like “What is Bitcoin’s price outlook for the next week?” and get predictions based on real-time data and historical trends.
  • Tailored Recommendations: Whether you’re looking for the best altcoins or long-term investments, TMAI provides insights that match your goals.

2. Delivering Technical Analysis

Technical analysis is crucial for making informed trading decisions, but it can be overwhelming for many. TMAI simplifies this by generating technical insights on demand.

  • Chart Analysis: Ask for support and resistance levels, moving averages, or other key indicators for any cryptocurrency.
  • Trend Identification: Get a breakdown of bullish or bearish trends without needing to study complex charts.

3. Streamlining the Investment Process

One of TMAI’s standout features is its ability to go beyond research and analysis by enabling users to invest directly.

  • Integrated Wallet Support: Connect your crypto wallet to TMAI for seamless transactions.
  • One-Click Swapping: Once you’ve decided on an investment, TMAI can execute the trade for you, swapping your tokens with just a click.
  • All-in-One Platform: Research, analyze, and invest without needing multiple tools or platforms.

Why Use Token Metrics’ AI Agent?

TMAI is designed to save you time and effort while ensuring accuracy and convenience. Here’s why it stands out:

  • Comprehensive Data Access: TMAI taps into Token Metrics’ extensive database, covering thousands of cryptocurrencies, market trends, and technical indicators.
  • Real-Time Insights: Stay updated on the latest market movements and make decisions with confidence.
  • User-Friendly: From beginners to seasoned traders, anyone can use TMAI to gain valuable insights and execute investments effortlessly.

Transform Your Crypto Journey with TMAI

TMAI represents the next evolution in crypto trading and investing. By combining cutting-edge AI technology with Token Metrics’ trusted platform, it empowers users to:

  • Understand market dynamics with ease
  • Receive personalized predictions and insights
  • Streamline the research and investment process into a single platform

Whether you’re new to crypto or a seasoned trader, TMAI is the ultimate tool to simplify your experience and maximize your results.

Ready to revolutionize your crypto journey? Experience the power of Token Metrics’ AI Agent today.

Get started now at www.tokenmetrics.com

Announcements

Token Metrics Revenue Sharing DAO: The Future of Crypto Investing

Token Metrics Team
5 mins
MIN

For years, Token Metrics has been the go-to platform for AI-powered crypto research, market insights, and advanced trading tools. These resources have helped thousands of investors navigate the complexities of the market. 

But access to insights is just one piece of the puzzle. True wealth-building in crypto takes it beyond just data and predictions—it’s about having a direct stake in the platforms shaping the future.

That’s why Token Metrics DAO is now live. This for-profit, community-driven ecosystem is designed to reward long-term TMAI stakers, provide real governance power, and offer exclusive investment access—all while keeping our industry-leading analytics and tools at the core of the experience.

Token Metrics: From Intelligence to Ownership

The expansion from a data-driven research platform to an integrated staking and governance ecosystem isn't an accident. We believe investors need more than just information. They need opportunities to actively participate in the upside.

But let’s be clear: Token Metrics isn’t abandoning its core mission. The platform’s cutting-edge analytics, AI-driven token ratings, and market insights remain at the heart of everything we do

What’s different is that now, the most committed members of our community can access even more benefits—without extra costs, and with a real financial stake in the platform’s success.

How the Token Metrics DAO Works

Token Metrics DAO takes the power of our research-driven investment tools and combines it with on-chain governance and rewards. This means that instead of just using Token Metrics insights, TMAI holders now can earn from and influence the platform itself.

By staking TMAI, users receive veTMAI, a token that unlocks:

  • A share in platform-generated revenue (subject to governance approval)
  • TMAI incentive rewards that increase based on lock-up duration
  • Access to premium Token Metrics tools—no more subscription fees
  • Governance rights to shape the platform’s future
  • Early access to high-potential launchpad projects

This system ensures that long-term participants benefit the most, creating an incentive for sustained engagement while keeping Token Metrics’ research tools accessible and valuable to all users.

Governance That Impacts Your Portfolio

Decentralized governance isn’t new in crypto, but few projects give users real influence over revenue and strategy. Token Metrics DAO changes that.

The first governance proposal is a vote on how platform revenue from on-chain swaps is distributed to veTMAI holders. This means that staking TMAI is not about earning yield—it’s about generating a real, platform-backed return.

Beyond revenue sharing, veTMAI holders will have a say in:

  • How to distribute or invest revenue earned by the DAO
  • What early-stage private sales to invest in
  • Upcoming projects for the public Launchpad

This is a long-term model that aligns platform growth with community incentives. The more successful Token Metrics becomes, the greater the potential benefits for TMAI holders.

Early Access to the Best Investment Opportunities

Access to high-quality research is valuable. But access to investments before the market catches on is game-changing.

Remember $LUCKY, the Token Metrics Launchpad project that soared 30x post-launch? A lot of investors only heard about it after it had mooned

With Token Metrics DAO, veTMAI holders gain early access to high-potential crypto projects before they go public—giving them the same first-mover advantage that has historically been reserved for VCs and insiders.

A Sustainable, Rewarding Model

While many crypto projects introduce staking without considering long-term sustainability. Token Metrics has designed a system that balances rewards with platform growth.

Instead of simply inflating token supply, Token Metrics DAO builds its rewards model on real economic activity—including subscription-free analytics access, early-stage investments, and community-governed revenue-sharing models.

This isn’t about replacing tools or research—it’s about expanding how crypto investors engage with their portfolios, platforms, and communities.

The Future of Crypto Investing Starts Today

Token Metrics DAO is not a new product feature—it’s an expansion of what we’ve always done best: empowering crypto investors with intelligence, opportunity, and now, ownership.

By staking TMAI today, users secure:

  • A long-term stake in the Token Metrics ecosystem
  • The ability to influence platform decisions
  • Early access to high-potential investments
  • Subscription-free analytics and research tools
  • A share of platform revenue (if governance approves it)

The tools remain. The insights remain. But for those who want to go beyond using Token Metrics—and start owning a piece of its future—the opportunity starts now.

Are you ready to take the next step?

Stake TMAI & Join Token Metrics DAO Today

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