Research

Top Programming Languages for Working with Crypto APIs

Discover the best programming languages for building crypto apps and integrating APIs. Explore Python, JavaScript, Go, and more to power your next blockchain project.
Token Metrics Team
6
MIN

As the crypto ecosystem expands, APIs are the bridge connecting developers to real-time prices, blockchain data, and decentralized tools. Choosing the right programming language is critical—whether you're building trading bots, portfolio trackers, or AI research agents for digital assets. How do you select the most effective language for working with crypto APIs? Let's break down the options, trade-offs, and best practices for developers entering this dynamic space.

Python: The Leading Choice for Crypto APIs

Python stands out as the top choice for many developers building crypto-powered applications. Its simple syntax, robust standard libraries, and thriving open-source community have propelled it to the forefront of blockchain and crypto development. Here's why:

  • Extensive library support: Powerful packages such as requests, web3.py, and ccxt simplify everything from basic REST calls to advanced blockchain and exchange integrations.
  • AI and data science integration: Python's dominance in AI and machine learning (through libraries like TensorFlow and scikit-learn) makes it ideal if you want to combine crypto market data with analytics or modeling.
  • Rapid prototyping: Python's readability increases development speed, allowing teams to quickly test new crypto strategies or data queries.
  • Strong community and documentation: There are abundant tutorials and prebuilt modules for most major exchanges and blockchains, lowering the entry barrier for newcomers.

Python is especially popular for backend services, trading bots, analytics dashboards, and AI-driven crypto research platforms. Its versatility makes it an excellent starting point for most crypto API projects.

JavaScript and Node.js: For Both Web and Backend

JavaScript's ubiquity in web development—and the rise of Node.js for backend—have cemented its importance in the crypto API landscape. Here's why developers favor JavaScript:

  • Full-stack flexibility: With frameworks like React or Vue.js on the frontend, and Node.js on the backend, developers can seamlessly create interactive dApps and dashboards that communicate with blockchain or exchange APIs.
  • Real-time capabilities: Libraries like web3.js make it easy to connect web applications directly to Ethereum and other blockchains, powering features like wallet integration and token swaps.
  • Growing DeFi ecosystem: Many decentralized finance (DeFi) products and Web3 tools have rich JavaScript or TypeScript SDKs for easy adoption.
  • Strong community: JavaScript's vast ecosystem ensures that support is available for integrating most major crypto APIs, whether for simple price data or advanced smart contract interactions.

JavaScript and Node.js are top picks for projects focused on user-facing dashboards, live trading interfaces, and dApp development where real-time interaction is crucial.

Compiled Languages: Go, Java, and C#

For developers who prioritize performance and scalability, compiled languages like Go, Java, and C# come into play:

  • Go (Golang): Known for its concurrency support and efficiency, Go is popular for blockchain node clients (e.g., Ethereum's Geth) and high-throughput servers that need to process large amounts of real-time crypto data via APIs. Its static typing helps reduce runtime errors, and its small binaries make deployment easy.
  • Java: Java remains a leading choice in enterprise environments where reliability and security are paramount. Java powers several blockchain SDKs (such as BitcoinJ) and is often favored for building robust backend crypto services.
  • C#: Particularly useful for Windows-based environments and gaming platforms leveraging blockchain assets. Libraries like NBitcoin enable smooth API integration with Bitcoin and related networks.

While these languages often require more boilerplate and steeper learning curves than Python or JavaScript, they excel in situations where uptime, parallel processing, and performance are vital.

Smart Contract and Blockchain-Specific Languages: Solidity & Rust

When your project needs to interact deeply with blockchain networks beyond just APIs—such as deploying smart contracts or working at the protocol level—specialized languages become essential:

  • Solidity: The dominant language for Ethereum smart contracts, Solidity is essential for developers building and querying contracts directly. While typically not used to interact with APIs, it's often complemented by Python (web3.py) or JavaScript (web3.js) scripts that handle API calls and contract interactions together.
  • Rust: Fast rising in popularity, Rust powers next-gen blockchains like Solana and Near. Its emphasis on memory safety and concurrency makes it ideal for performance-critical crypto platforms. Rust also supports tooling for building high-speed client libraries and backend services that consume blockchain APIs.

For API-focused projects, these languages play a role primarily when paired with a more general-purpose language (like Python or JavaScript) for off-chain tasks, with the specialized code handling on-chain logic.

Factors to Consider When Choosing a Language for Crypto APIs

The ideal programming language depends on a few project-specific factors:

  • Project type: Analytics and research tools often favor Python; user-facing platforms lean towards JavaScript/Node.js; and mission-critical applications may benefit from Go or Java.
  • API documentation and libraries: Mature APIs will have client libraries in popular languages. Libraries like Token Metrics API, Binance, or Coinbase typically support Python, JavaScript, and Java.
  • Security considerations: Languages with clear type systems and strong error handling (like Rust and Go) may reduce API integration risks.
  • Team expertise: Leverage your team’s current language strengths to minimize onboarding time and maximize productivity.
  • Ecosystem support: Evaluate how active the language’s crypto developer community is for support and ongoing maintenance of crypto API wrappers or SDKs.

Ultimately, the best crypto API projects balance technical strengths, developer proficiency, and the support network a programming language provides.

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Is Python better than JavaScript for working with crypto APIs?

Both Python and JavaScript are leading choices. Python excels for backend analytics and AI-driven tools, while JavaScript is often used for building interactive dApps and web interfaces directly leveraging APIs. The right choice often depends on your application requirements and team expertise.

What libraries can help integrate APIs in crypto apps?

Popular libraries include web3.py and ccxt for Python, web3.js and ethers.js for JavaScript, as well as client SDKs provided by leading exchanges and data providers. Token Metrics also offers a powerful API for market data and analytics.

How can I enhance API security in crypto projects?

Use secure API key management, implement rate limiting, utilize HTTPS for data transmission, and validate all external responses. Choosing a strongly-typed language (like Go or Rust) and leveraging well-maintained libraries can reduce vulnerabilities.

Should I learn Solidity or Rust for API development?

Solidity and Rust are best suited for smart contract and protocol-level blockchain work—not direct API integration. For most API-driven crypto projects, Python, JavaScript, or Go are more practical; learn Solidity or Rust if you plan to develop on-chain logic or new blockchain platforms.

How does Token Metrics support developers working with crypto APIs?

Token Metrics delivers AI-driven crypto analytics and signals via a unified API, empowering developers to build research, trading, or analytical tools rapidly. The platform provides robust documentation and versatile endpoints compatible with major programming languages.

Disclaimer

This content is for informational and educational purposes only. It does not constitute investment, financial, or legal advice. Use all programming languages, APIs, and crypto tools at your own risk and always conduct thorough technical due diligence before integrating third-party services or tools into your projects.

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Token Metrics Team
Token Metrics Team

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Research

Andrena and the Rise of DePIN: Decentralized Internet in 2025

Token Metrics Team
8 min
MIN

Introduction:
Decentralized Physical Infrastructure Networks (DePINs) are rapidly emerging as one of the most transformative sectors in the blockchain space. In 2025, projects like Andrena are pushing the boundaries of what’s possible by bridging real-world hardware with decentralized protocols. This blog takes a closer look at the DePIN thesis, Andrena’s approach, and why this project is on the radar of top investors and analysts.

What Is DePIN?

DePIN stands for Decentralized Physical Infrastructure Networks. It refers to blockchain-powered networks that coordinate real-world infrastructure using token-based incentives. Use cases include:

  • Wireless internet (e.g., Helium)
  • Sensor networks (e.g., WeatherXM)
  • Storage and compute (e.g., Filecoin, Akash, Arweave)
  • Energy grids (e.g., PowerPod)

In short, DePINs decentralize infrastructure deployment and management using blockchain-based coordination tools.

Why DePIN Matters in 2025

  1. Infrastructure Gaps: Billions remain unconnected to the internet or lack access to basic digital services. DePINs offer a way to close these gaps without reliance on centralized telecoms.
  2. Token Incentives for Network Participation: Hardware operators are rewarded for contributing bandwidth, compute, or coverage—creating a new economic model.
  3. Real-World Utility: Unlike speculative tokens, DePIN projects often provide visible, tangible value from day one.

Introducing Andrena: The Helium of the Internet?

Andrena is a DePIN project building a decentralized internet backbone through a combination of physical devices and blockchain protocols. The project is developing a hardware device called Black Box, expected to launch in July.

Key features:

  • Distributed, peer-to-peer wireless coverage
  • Web3 native incentives for node operators
  • No reliance on centralized ISPs
  • Tentative deployments in New York City, Mexico City, and Accra
  • Deep integration with Helium Network and its infrastructure

Andrena aims to give individuals and communities the power to run their own internet access points and be compensated in a decentralized system.

Why It’s Generating Buzz

Token Metrics researchers flagged Andrena as a top pick for long-term infrastructure exposure. Here's why:

  • Backed by Top VCs: In its upcoming Series B, Andrena is reportedly raising funds from major firms including Polychain Capital, Archetype, Wintermute, and Coinbase Ventures.
  • Mass Market Vision: The goal is not just to serve crypto-native users, but also everyday consumers who simply want affordable, decentralized internet access.
  • Multi-layered Integration: Andrena will offer both physical routers and a browser extension, enabling different levels of participation.

Strategic Partnerships and Rollout

The project is currently in soft-launch mode with localized pilots and is pursuing exchange listings later this year. While details remain limited, the focus is on building a global decentralized ISP layer—a radical shift from the existing internet access model.

Why Andrena Could Succeed Where Others Struggled

Previous attempts at decentralized internet often failed due to:

  • Poor hardware UX
  • Limited adoption outside of crypto users
  • Unclear monetization models

Andrena appears to be addressing these pain points with:

  • Consumer-grade devices
  • Partner integrations (e.g., Helium)
  • Clear token utility tied to network usage and coverage
  • A well-capitalized, experienced founding team

Risks and Unknowns

As with all early-stage infrastructure projects, there are risks:

  • Uncertain regulatory frameworks around ISPs
  • Capital intensity of hardware production and distribution
  • Network growth dependent on physical deployment
  • Limited token utility details at this stage

Investors and builders should stay informed as more information becomes public.

How Token Metrics Is Tracking DePIN Growth

The Token Metrics platform is actively monitoring the DePIN space through metrics such as:

  • TVL (Total Value Locked) in related ecosystems
  • Developer activity and GitHub velocity
  • On-chain signal strength and token accumulation
  • Fundamental and technical ratings

Projects like Andrena and its ecosystem partners are closely watched for early indicators of momentum.

Final Thoughts

DePIN is one of the most compelling frontiers in crypto. It offers real-world, real-time applications that go far beyond speculation. Andrena is at the center of this movement, blending telecom hardware, Web3 incentives, and global deployment.

While it's still early, the signs are promising. From reputable backers to ambitious global plans, Andrena is a project worth watching in 2025 and beyond.

Research

Meme Coins in 2025: Why They’re Still Outperforming the Crypto Market

Token Metrics Team
8 min
MIN

Introduction:
Even in a sluggish crypto market, meme coins continue to outperform many other asset classes. In 2025, these highly speculative assets are not only surviving—some are thriving. This blog examines the current state of the meme coin market, what’s driving the activity, and how on-chain data and crypto analytics can help decode the chaos.

Meme Coins: Still Relevant in 2025?

Despite a broadly bearish macro environment, meme coins remain among the few bright spots in the crypto market. In the latest Token Metrics research webinar, several meme tokens showed outsized returns, including:

  • Gorbagana – up over 50% in a day
  • Useless Coin – jumped 40% in 24 hours
  • Startup Coin – nearly 9x returns over the past month

These tokens operate at low market caps and often launch with little or no formal whitepaper or utility. However, the power of narrative, social engagement, and rapid speculation continues to drive short-term gains.

Why Meme Coins Are Performing in a Bear Market

1. Low Liquidity, High Volatility:
Small-cap meme tokens can easily generate parabolic moves with modest capital inflows.

2. Community-Led Narratives:
Tokens like Useless Coin and Startup thrive on viral momentum from crypto-native communities, particularly on X (Twitter) and Telegram.

3. Whale Activity as a Signal:
Token Metrics analysts observed that whales have been accumulating select meme coins. This isn’t an endorsement—but it’s a data point. Monitoring on-chain whale behavior offers clues about where smart money is moving.

The Gobagana Case Study

Gobagana was cited as a high-risk Solana fork with minimal public information, yet it rapidly gained traction. On-chain analysis revealed:

  • Whale wallets accumulating in the early phase
  • Early VC insiders (e.g., those connected to Big Brain VC) engaging with the token
  • Rapid social engagement despite a small follower base

The takeaway? Even opaque meme coins can trigger major rallies—particularly if accumulation patterns align with social volume.

Risk Management and Red Flags

The meme coin market is not without risk. The Token Metrics team emphasized several cautions:

  • Illiquidity: Many meme tokens have low volume and limited exchange listings.
  • Exit scams or soft rugs: Teams can abandon the project after price pumps.
  • Price discovery volatility: Tokens may have no clear valuation baseline and can retrace sharply.

As such, these assets are often best approached with a high-risk tolerance and clear entry/exit rules.

How to Track Meme Coins Like a Quant

Using crypto analytics platforms like Token Metrics can help make sense of meme coin volatility. Tools that help include:

  • Real-time sentiment analysis
  • Whale wallet tracking
  • Price-to-volume anomaly detection
  • Bullish/bearish signal tracking

In 2025, data is more important than hype. While memes may dominate the narrative, only data reveals when the momentum shifts.

Meme Coins vs. Infrastructure Projects

Interestingly, while meme coins have been surging, many infrastructure or protocol tokens remain flat. This divergence suggests that retail attention is still focused on short-term speculation.

That said, once Bitcoin breaks key resistance levels, we could see capital rotate into AI, DeFi, and infrastructure themes. Meme coins may be the “canary in the coal mine” indicating renewed retail appetite.

Final Thoughts

Meme coins remain the wild west of crypto—but they aren’t going away. In fact, they’re becoming more sophisticated, with deeper liquidity pools, faster launches, and increased integration with social media bots and automated token creators.

As always, meme coin trading demands discipline, skepticism, and a robust toolkit. Watch the whales, follow the data, and never trade what you don’t understand.

Research

How to Find Hidden Crypto Gems with 100x Potential (Step-by-Step Guide) | Token Metrics Moonshots

Token Metrics Team
8 min
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In the fast-paced world of cryptocurrency, discovering hidden gems—often called moonshots—can lead to life-changing returns. But the real challenge lies in separating hype from actual potential. In this guide, we’ll break down what crypto moonshots are, how they work, and how you can use Token Metrics to reliably find tokens with 100x upside.

What Are Moonshot Tokens?

The term moonshot comes from the idea of a crypto token “going to the moon,” or rapidly increasing in price. These are usually low-cap tokens with a compelling narrative, innovative technology, or early-stage market presence that give them high upside potential.

Key Characteristics of Moonshot Tokens:

  • Market Cap Below $50M – Smaller market caps have more room to grow.
  • High Risk / High Reward – Volatility is expected, but the upside can be enormous.
  • Early Entry – Timing matters. Getting in early before mainstream awareness is key.
  • Backed by Fundamentals – Even moonshots need solid technology, use cases, or backing.

How Do Crypto Moonshots Work?

Moonshots rely on the combination of innovation, market timing, and community adoption. They often start unnoticed, then experience exponential growth once crypto traders and influencers catch on.

The Lifecycle of a Typical Moonshot:

  1. Discovery Phase – A few savvy investors or analysts spot the token.
  2. Accumulation Phase – Early adopters buy in quietly, keeping prices low.
  3. Breakout Phase – News spreads, and trading volume spikes.
  4. Parabolic Run – FOMO (Fear of Missing Out) kicks in, driving price up rapidly.
  5. Profit-Taking or Collapse – Smart traders exit with gains; latecomers may be left holding the bag.

To avoid the trap of hype-driven tokens, it's essential to use data and analytics, not emotions. That’s where Token Metrics becomes your secret weapon.

How to Use Token Metrics to Find Monshots?

Token Metrics is an AI-powered crypto analytics platform that helps you discover high-potential tokens with real-time data, grades, and backtested indicators. Here’s a step-by-step guide to using Token Metrics to uncover 100x opportunities:

Step 1: Go to the Ratings Page

Start from the main dashboard of the Token Metrics app.

  • Navigate to the “Ratings” tab.
  • This page ranks thousands of tokens using AI-based Trader Grade and Investor Grade, factoring in technical indicators, on-chain metrics, sentiment, and more.

Pro Tip: Look for tokens with rising Trader Grades and strong historical performance.

Step 2: Click on the “Moonshots” Tab

Once you’re in the Ratings section:

  • Click the “Moonshots” tab at the top of the page.
  • This will filter the list down to tokens the AI model flags as having moonshot potential—i.e., tokens likely to perform exceptionally well in the short term.

These are automatically generated by Token Metrics AI models using over 80+ data points, including:

  • Price momentum
  • On-chain activity
  • Sentiment analysis
  • Volume spikes
  • Market structure

Step 3: Review Key Moonshot Metrics

Each Moonshot token is presented with a rich dataset to help you make informed decisions:

  • Trader Grade (with % change in past 24h or 7d)
  • 24H Trading Volume – Gauge market interest
  • Market Cap – Lower caps typically offer more upside
  • Date of Entry – See when the token was first flagged
  • Live ROI Since Moonshot – Know exactly how past picks performed

Bonus Feature: Toggle to “Past Moonshots” to review previous winners and assess the track record of the platform.

Step 4: Choose a Token to Explore

Click on any token in the Moonshots list to open its Token Details Page.

Here, you can:

  • Analyze real-time charts
  • Review fundamentals, like project utility, tokenomics, roadmap, and team
  • See top holders and whale activity
  • Examine price volatility and volume patterns

This is where research and intuition meet. Use the available data to decide if this token fits your risk tolerance and investment thesis.

Step 5: Buy in Seconds

Token Metrics makes the process seamless:

  • Just click the “Buy” button on the Moonshots page.
  • This opens a swap widget powered by integrated DEX aggregators.
  • Choose your wallet, approve the transaction, and you're done—no need to leave the platform.

This integration eliminates the hassle of going to third-party platforms to execute trades, saving time and reducing risk.

Why Use Token Metrics for Finding Moonshots?

Token Metrics isn’t just about flashy picks—it’s about using data science and AI to gain an edge.

Key Benefits:

  • AI-Driven Insights – No emotional bias; just pure data analysis.
  • Transparency – View past moonshot performance, live ROI, and update dates.
  • Speed to Trade – Instant buy options right from the dashboard.
  • Performance Tracking – Evaluate your results based on entry/exit signals.

Real Examples: Token Metrics in Action

  • Euler Finance was flagged as a Moonshot before its 30% rally—validated by a bullish AI signal.
  • Morpho gained traction after appearing in the Moonshots list, later becoming a top TVL gainer.
  • Hyperliquid made the list before capturing major perp trading market share.

By combining early AI alerts with your own due diligence, you can position yourself ahead of the crowd.

Final Thoughts

Finding the next 100x crypto gem doesn’t have to be a guessing game. While the crypto space remains volatile, tools like Token Metrics help stack the odds in your favor. From real-time ratings to instant buy options and performance metrics, you have everything you need to make smart, data-driven bets on the future of crypto.

So if you're serious about turning small investments into big wins, start using Token Metrics to uncover moonshots before they go mainstream.

Try Token Metrics today and unlock the power of AI-driven crypto investing.

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