Research

Accessing Historical Crypto Data Using APIs: A Complete Guide

Discover how to access historical cryptocurrency data using APIs. Learn best practices, provider comparisons, and practical tips for research, analytics, and app development.
Token Metrics Team
5
MIN

Understanding price trends and market dynamics is essential for researchers, developers, and analysts working in the cryptocurrency ecosystem. The demand for actionable, reliable historical crypto data has surged as more professionals seek to power apps, AI agents, and dashboards with accurate blockchain information. But how can you easily access robust historical data—from Bitcoin’s early days to today—using an API?

Why Historical Crypto Data Matters

Historical crypto data serves multiple critical roles in the blockchain and digital asset space. It is the foundation for backtesting trading algorithms, visualizing price trends, and conducting academic or business-driven research on market cycles. Given cryptocurrencies’ rapid global growth, time series data helps users:

  • Identify past market regimes and volatility periods
  • Study correlations and performance against traditional assets
  • Evaluate technology adoption over time
  • Build and validate AI models for trend detection

Yet with thousands of coins traded across dozens of exchanges since 2009, acquiring comprehensive, accurate history is challenging without programmatic tools like APIs.

APIs 101: How Crypto Data APIs Work

An Application Programming Interface (API) acts as a bridge, allowing your software to interact with data providers’ servers in real time or on demand. For historical cryptocurrency data, APIs typically offer endpoints for retrieving:

  • Daily or intraday OHLC (Open, High, Low, Close) price candles
  • Tick-by-tick trade data for specified assets
  • Market capitalization, volume, and liquidity history
  • On-chain blockchain activity metrics (transaction count, fees, supply)

Data is returned in structured formats like JSON or CSV, ideal for integration with research notebooks, dashboards, and machine learning pipelines. API providers may cover dozens or hundreds of exchanges, aggregate data, or focus on specific subsets of assets.

Choosing the Right Crypto Data API

With a crowded crypto data landscape, selecting the best API depends on your use case and quality requirements. Consider evaluating providers by:

  1. Coverage: Which coins, tokens, and exchanges are included? Do you need spot or derivatives data?
  2. Granularity & History: Does the API deliver tick-level trades, minute bars, or only daily snapshots? How far back does the data go?
  3. Reliability: Is the data validated and aggregated from trustworthy sources? What is the uptime of the API?
  4. Pricing & Limits: Are there free tiers, rate limits, or tiered plans that support your data needs?
  5. Special Features: Does the API include on-chain data, AI-assisted signals, or example code?

Token Metrics and a few other advanced platforms provide comprehensive coverage alongside AI-driven analytics that can integrate seamlessly with research or engineering workflows.

How to Fetch and Use Historical Data via an API

Fetching crypto history using an API typically involves several common steps:

  1. Sign up with a data provider to obtain your API key
  2. Review API documentation to find relevant endpoints (e.g., /historical/prices)
  3. Send HTTP GET requests (using Python, JavaScript, etc.) with parameters such as asset symbol, time range, and granularity
  4. Parse JSON or CSV responses into your application for visualization or analysis
  5. Respect API rate limits and terms of use

For example, you can retrieve daily Bitcoin OHLC data from a well-documented endpoint and use it in pandas to build price charts, calculate volatility, or feed into a machine learning model. Programmatic access ensures you can automate research, power trading dashboards, or compare assets historically without manual downloads or spreadsheet wrangling.

Leveraging AI and API Tools for Crypto Analysis

Combining robust historical data APIs with AI-powered analytics unlocks new potential for crypto research. Platforms like Token Metrics utilize large datasets not just for presenting history, but for generating intelligence: pattern recognition, trading signals, anomaly detection, and fundamental scoring. By integrating API live feeds with AI models, you can:

  • Detect market regime shifts in real time
  • Build custom alerting and signal-generation bots
  • Enrich dashboards with sentiment, on-chain, and social indicators
  • Support research with up-to-date and historical context

This workflow ensures analysts, quant researchers, and builders can move from raw blockchain data to actionable insights efficiently, while focusing on accuracy and reproducibility.

Build Smarter Crypto Apps & AI Agents with Token Metrics

Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

Frequently Asked Questions

What types of historical crypto data can I access with an API?

APIs give you programmatic access to a variety of historical data: price OHLCV (Open, High, Low, Close, Volume), order book snapshots, tick-by-tick trades, market capitalization, on-chain metrics, and more. The granularity and range depend on the specific API provider.

Are there free APIs for historical cryptocurrency data?

Yes, several APIs (including entry-level tiers from advanced providers) offer free endpoints for historical prices and market data. However, free plans may limit data granularity, history depth, or request frequency compared to paid subscriptions.

How far back do most crypto APIs provide historical data?

APIs vary: Bitcoin data typically goes back to 2010, while Ethereum and other major coins cover several years. Full coverage for all coins and smaller assets may depend on the exchange and the API provider’s archival policies.

Can I use historical crypto data APIs for machine learning or AI models?

Absolutely. Clean, granular API feeds are essential for training, validating, and deploying machine learning models for trend detection, price prediction, and anomaly analysis. Many platforms now deliver AI-ready historical crypto data to streamline these workflows.

What programming languages work best for integrating crypto APIs?

Most APIs return data as JSON or CSV, which can be fetched and handled with Python (using requests or httpx packages), JavaScript/TypeScript, Java, or Go. Providers often supply SDKs and code examples for easy onboarding.

Disclaimer

This blog post is provided for educational and informational purposes only. It does not offer investment advice or endorse any specific assets, services, or platforms. Always conduct independent research and review provider documentation before making technical or business decisions related to APIs and crypto data.

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Token Metrics Team
Token Metrics Team

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Research

DeFi 3.0 and the Rise of Permissionless Lending – What's Changing in 2025?

Token Metrics Team
8 min
MIN

Introduction:
The DeFi landscape is evolving rapidly, and 2025 is shaping up to be a pivotal year. With innovations like permissionless lending, the ecosystem is transitioning into what many are calling DeFi 3.0. This blog explores what’s driving the shift, the platforms leading the charge, and what investors and developers need to know about this new wave.

What Is DeFi 3.0?

Decentralized finance (DeFi) has experienced two major innovation cycles:

  • DeFi 1.0 was defined by protocols like Uniswap, which revolutionized decentralized trading through automated market makers (AMMs).
  • DeFi 2.0 introduced concepts like protocol-owned liquidity, led by projects like OlympusDAO.

Now in DeFi 3.0, the focus has shifted to permissionless lending, advanced tokenomics, and integrated liquidity solutions.

The Core Drivers of DeFi 3.0

  1. Decentralization of Lending Access:
    Traditional DeFi lending platforms like AAVE require users to hold governance tokens or pass internal gatekeeping to create new markets. DeFi 3.0 protocols remove those barriers, allowing anyone to participate more freely.

  2. Integrated Liquidity and Lending:
    New platforms are enabling liquidity provision and borrowing from the same pool—merging the utility of DEXs with money markets.

  3. Improved Capital Efficiency:
    DeFi 3.0 focuses on optimizing the use of locked capital. Through smart contract automation, platforms allow users to earn on idle funds, reduce slippage, and optimize collateral.

Leading Platforms in the DeFi 3.0 Movement

1. Euler Finance
Euler has grown to over $1B in total value locked (TVL) and is rolling out a key innovation: EulerSwap. This module lets protocols provide liquidity for both swaps and borrowing in a single pool.
Key features:

  • Dual-purpose liquidity (swap + lending)
  • “Just-in-time” borrowing mechanisms
  • Smart contract automation for optimized usage

2. Morpho
Morpho is another high-growth player. With support from Coinbase and over $4B in TVL, it's becoming a serious challenger to AAVE. Its permissionless lending architecture and novel liquidity provisioning model stand out.

3. Hyperliquid
While not a lender per se, Hyperliquid’s approach to perpetuals (perps) trading is noteworthy. It has captured 11% of Binance’s perp market share, signaling DeFi’s growing ability to challenge centralized platforms.

Why Permissionless Lending Matters

The benefits of removing centralized control over lending markets include:

  • Faster innovation and product launches
  • Greater financial inclusion for emerging projects
  • Risk-based pricing by the market, not centralized governance
  • Enhanced decentralization and resilience

However, challenges remain. The risk of undercollateralized positions and protocol exploits still exist. That’s why security—such as smart contract audits and on-chain firewalls—is critical.

The Role of Token Metrics in Tracking DeFi 3.0

During the webinar, the Token Metrics team highlighted how their platform tracks the performance of DeFi 3.0 projects using metrics like:

  • TVL growth rate
  • Trader grade and investor grade
  • Bullish or bearish signals based on 80+ data points

For example, Euler’s bullish signal flipped just before a 30% price rise, demonstrating the value of data-driven insight in volatile markets.

What's Next for DeFi?

As the cycle evolves, we expect:

  • A proliferation of permissionless lending protocols across L1s and L2s
  • Better capital efficiency tools
  • Greater interoperability across EVM chains and Solana
  • On-chain integrations with tokenized real-world assets

Final Thoughts

DeFi 3.0 is not just hype—it represents a fundamental shift in how decentralized finance operates. Permissionless lending, composable liquidity, and institutional-grade risk controls are turning DeFi into a more mature, scalable ecosystem.

As always, perform your own due diligence and keep an eye on platform fundamentals, smart contract risk, and ecosystem adoption.

Research

Top 5 AI Tokens in 2025: Revolutionizing Crypto with Artificial Intelligence

Token Metrics Team
8 min
MIN

Artificial intelligence has transformed every corner of the crypto industry—from trading and analytics to sentiment tracking and smart contract automation. In 2025, AI-powered crypto platforms have surged in popularity, delivering real-time insights, automation, and efficiency that were previously unimaginable.

In this article, we highlight the top 5 AI tokens in 2025: Token Metrics ($TMAI), Kaito AI ($KAITO), Cookie.fun ($COOKIE), Arkham Intelligence ($ARKM), and ChainGPT ($CGPT)—and show why Token Metrics stands out as the gold standard.

1. Token Metrics ($TMAI): The Smartest AI Trading Platform in Crypto

Token Metrics is leading the AI revolution in crypto investing. Known for its AI-powered analytics, signals, and portfolio tools, the platform is a go-to resource for retail and institutional traders alike.

Key Features:

  • AI Buy/Sell Signals: Trained on historical price, sentiment, and on-chain data, Token Metrics generates bullish and bearish calls across thousands of crypto assets.
  • Trader & Investor Grades: Each token receives real-time AI-based scores (0–100), offering a clear snapshot of short-term momentum and long-term strength.
  • AI Chatbot: A conversational interface that lets users ask natural-language queries about market trends, token grades, and price forecasts.
  • Trading Bot: Users can automate execution based on Token Metrics’ signals, either on centralized exchanges or via self-custody strategies.
  • MCP Server Integration: Connects with ChatGPT, Claude, Cursor IDE, and more—enabling developers and analysts to pull Token Metrics data across multiple tools.

$TMAI Token Utility:

  • Unlock premium analytics and signal tiers
  • Staking rewards and fee discounts
  • Governance and roadmap input
  • Developer API access and automation credits

Why $TMAI Is the Best AI Crypto Token:

Unlike other platforms focused on niche utilities, Token Metrics delivers a full-stack AI solution. Its analytics engine is transparent, quantifiable, and tested—used by hedge funds, crypto pros, and AI researchers. The $TMAI token ties everything together with utility, access, and community incentives. In a market full of hype, Token Metrics offers data-driven, AI-validated decisions—a must-have edge for serious traders.

2. Kaito AI ($KAITO): Web3’s Information Aggregator

Kaito AI is a specialized platform tackling one of crypto’s biggest problems: information overload. It uses a custom Large Language Model (LLM) to aggregate and analyze content from X (Twitter), news sites, blogs, and community forums.

Core Features:

  • Mindshare Tracking: Monitors which tokens dominate conversation and sentiment across platforms
  • Sentiment Analysis: Real-time mood scores derived from influencers, headlines, and user engagement
  • Yaps Program: Users earn points for sharing useful content, which may convert into $KAITO tokens

$KAITO Token Utility:

  • Platform access and insights
  • Governance voting
  • Community curation rewards

Strengths:

  • Early identification of narrative shifts
  • Deep focus on information flow and crowd psychology

Limitations:

While Kaito is excellent at detecting narrative momentum, it lacks predictive analytics or execution tools, making it more of a research layer than an active trading solution. Still, it’s an important piece for sentiment-aware investors.

3. Cookie.fun ($COOKIE): Gamified Trading Meets AI

Cookie.fun is a Gen-Z-targeted platform that fuses AI-powered trading insights with gamified investing experiences.

Notable Features:

  • Telegram AI Assistant: Provides user-specific trading signals and alerts
  • Gamified Leaderboards: Trade to climb ranks and win $COOKIE tokens
  • Social Trading Features: Users can mimic top traders or form groups to pool strategies

$COOKIE Token Utility:

  • In-app rewards and incentives
  • Staking for power-ups
  • Marketplace for NFT avatars and in-game tools

Who It’s For:

Cookie.fun’s lighthearted UX and AI-enhanced suggestions appeal to newer, casual investors. It doesn’t match Token Metrics’ analytical depth but makes crypto accessible and fun—an important factor for onboarding the next wave of retail users.

4. Arkham Intelligence ($ARKM): AI for On-Chain Forensics

Arkham Intelligence offers one of the most advanced AI-powered blockchain intelligence platforms, designed to uncover hidden relationships and wallet identities.

Core Capabilities:

  • ULTRA AI Engine: Links pseudonymous wallets to real-world identities
  • Intel Exchange: A decentralized data marketplace for buying/selling wallet intelligence
  • Dashboards & Alerts: Monitor whale wallets, smart money flows, and suspicious activity

$ARKM Token Utility:

  • Access to the Intel Exchange
  • Bounty rewards
  • Platform governance

Ideal Use Cases:

  • Whales tracking and forensic analysis
  • Scam detection and compliance reporting
  • Portfolio flow transparency

Trade-Offs:

Arkham is laser-focused on on-chain visibility, not market timing or trade execution. For users who want to know who’s moving money—and why—Arkham is unmatched. But it doesn’t replace a complete AI trading platform like Token Metrics.

5. ChainGPT ($CGPT): AI Tools for Smart Contract Automation

ChainGPT offers a suite of AI-powered tools for developers, traders, and researchers in the crypto space.

Highlight Features:

  • AI Chat Assistant: Similar to ChatGPT but trained on blockchain topics
  • Smart Contract Generator: Auto-generates and audits Solidity code
  • Trading Assistant: Analyzes charts and on-chain data to produce trade suggestions
  • News Aggregator: AI-summarized crypto headlines

$CGPT Token Utility:

  • Access to tools and premium models
  • Developer credits
  • Ecosystem governance

Audience:

ChainGPT is ideal for technical users, developers, and power traders looking for coding help, risk management support, and project analysis. While useful, its trading tools aren’t as focused or optimized for performance as Token Metrics’ core offerings.

Why Token Metrics Dominates the AI Crypto Landscape

Token Metrics combines AI-grade analytics, execution, automation, and alerts, all under one unified system. It supports custom index building, signals, dashboards, rebalancing agents, and integrations with every major AI tool in the developer ecosystem.

🏁 Final Thoughts

The AI crypto boom is well underway in 2025. Each of the platforms covered—Kaito AI, Cookie.fun, Arkham, ChainGPT—offers specialized tools and insights. But for investors and traders seeking a complete, AI-first trading stack, Token Metrics ($TMAI) is the undisputed leader.

Whether you're a seasoned investor or a crypto newcomer, $TMAI gives you the intelligence, precision, and automation needed to thrive in today’s volatile markets.

Research

Top 5 Crypto Trading Platforms in the UK in 2025 – AI Tools for Crypto Traders

Token Metrics Team
8 min
MIN

In 2025, the UK’s cryptocurrency market continues to grow as retail investors, institutions, and tech-savvy traders turn to digital assets as a way to build wealth and diversify their portfolios. With more platforms than ever offering crypto access, the challenge is no longer just buying Bitcoin—it’s choosing the best crypto trading platform to help you make intelligent decisions.

This guide highlights the top 5 crypto trading platforms in the UK in 2025, with a special focus on the emergence of AI crypto trading tools that are transforming the way smart investors trade. At the top of our list is Token Metrics, a platform that’s redefining crypto trading through artificial intelligence and cutting-edge analytics.

What Makes a Great Crypto Trading Platform?

Before diving into the list, let’s clarify what qualifies a platform as one of the best in 2025. A top-tier crypto trading platform should:

  • Be compliant with UK financial regulations
  • Offer intuitive tools for trading, research, and portfolio management
  • Include advanced features such as charting, automated insights, or AI analytics
  • Provide real-time data, alerts, and security
  • Empower both beginners and professional traders

Now let’s explore the platforms setting the standard in the UK’s crypto landscape.

1. Token Metrics – The Best AI Crypto Trading Platform in the UK (2025)

Website: www.tokenmetrics.com

Token Metrics is not a centralized exchange, but it’s hands-down the best crypto trading platform in the UK for traders who want to level up their strategy with AI, data, and deep insights. It helps you decide what to trade, when to trade, and why—before the rest of the market catches up.

🔍 Why It’s #1:

  • AI-Powered Ratings: Each token is evaluated using machine learning models across multiple dimensions—technical indicators, fundamentals, sentiment, and on-chain data.
  • Bullish & Bearish Alerts: Real-time AI signals notify you of trending opportunities before prices explode or dump.
  • Smart Indices & Portfolios: Build or follow crypto index strategies based on sector (AI, DeFi, Gaming), risk tolerance, or momentum.
  • Moonshot Reports: Weekly research uncovering low-cap gems with 10x–100x potential.
  • Custom Alerts: Get notifications on token movements, volume spikes, social mentions, and AI rating changes.

✅ Best For:

  • UK crypto traders who want to trade smarter, not harder
  • Investors looking to combine on-chain data, AI signals, and narrative trends
  • Institutions or power users seeking actionable research

Bonus:

Token Metrics integrates with most top UK exchanges, allowing you to use its insights and then place your trades on Coinbase, Binance, Kraken, or others.

2. Coinbase UK – Beginner-Friendly and FCA-Compliant

Coinbase is one of the most recognized crypto platforms globally and remains a popular option in the UK due to its FCA registration, simple interface, and strong security practices.

🔍 Key Features:

  • Supports GBP deposits and withdrawals via bank transfers
  • Easy onboarding process for first-time users
  • Insurance-backed custody
  • Advanced charting available via Coinbase Advanced Trade

✅ Best For:

  • Beginners and casual investors
  • Users looking for a trusted, regulated brand

While it lacks advanced AI crypto trading tools, Coinbase can be easily paired with Token Metrics to enhance your trading decisions.

3. Kraken – Advanced Trading with Institutional-Grade Tools

Kraken is well-known for its security, reliability, and robust trading tools. It’s a favorite among professional traders in the UK who require advanced options like futures and margin trading.

🔍 Key Features:

  • Deep liquidity across many trading pairs
  • Futures, options, margin trading, and staking
  • Strong security reputation
  • Free educational materials and market analysis

✅ Best For:

  • Intermediate to professional traders
  • Users who want advanced order types and charting tools

Kraken users can enhance their strategies by combining the exchange with Token Metrics’ AI trading indicators and portfolio grading tools.

4. eToro UK – Social and Copy Trading Made Easy

eToro is a multi-asset platform with a strong UK presence. It allows users to trade crypto, stocks, commodities, and ETFs—all in one place. Its social trading model sets it apart.

🔍 Key Features:

  • Copy Trading: Follow successful traders and replicate their trades
  • FCA-regulated in the UK
  • Crypto wallet included
  • Simple, mobile-first interface

✅ Best For:

  • Beginners who prefer passive strategies
  • Investors looking to diversify beyond crypto

While not known for deep analytics or on-chain insights, eToro pairs well with Token Metrics’ AI crypto trading research for smarter trade discovery and risk management.

5. Binance UK – Advanced Trading, Low Fees, Massive Token Selection

Despite regulatory scrutiny in prior years, Binance UK has adapted to meet local compliance standards and continues to be a dominant force in the trading ecosystem. It offers the widest variety of crypto pairs with the lowest fees among major exchanges.

🔍 Key Features:

  • GBP support with fast bank transfers
  • Deep liquidity and tight spreads
  • Futures, margin, and spot trading
  • Earn tools for staking, lending, and liquidity farming

✅ Best For:

  • Active traders
  • Altcoin hunters
  • Yield-seeking investors

Binance users can plug their trading into Token Metrics’ AI-powered coin ratings and signals to make data-backed decisions on entry and exit points.

Why Token Metrics + Your Favorite Exchange = Smart Trading

Each of the above platforms allows UK users to trade crypto, but none of them combine artificial intelligence, deep analytics, and actionable signals like Token Metrics does.

Pairing Token Metrics with your favorite UK exchange gives you the ultimate edge:

  • Discover moonshots before they trend
  • Use AI grades to filter coins based on fundamentals and momentum
  • Track social sentiment and on-chain spikes in real time
  • Set up custom alerts for your portfolio

Final Thoughts: Trade Smarter in the UK with AI in 2025

The UK crypto market is one of the most regulated and promising globally, with platforms like Coinbase, Kraken, and Binance making access seamless. But in 2025, it’s no longer enough to just buy and hold—you need smart tools, AI insights, and real-time data to stay competitive.

That’s why Token Metrics is the best crypto trading platform in the UK for traders who want an edge. Whether you're building a long-term portfolio or swing trading altcoins, the combination of AI, predictive analytics, and narrative tracking makes Token Metrics an indispensable part of any smart trader’s stack.

✅ Ready to level up your crypto trading?

Start your AI crypto trading journey today at www.tokenmetrics.com

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