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How Crypto APIs Deliver On-Chain Data: Transactions & Wallet Balances Explained

Discover how crypto APIs supply on-chain data—like wallet balances and transactions—for developers, analysts, and crypto enthusiasts. Explore API use cases and what to look for in a provider.
Token Metrics Team
6
MIN

The explosive growth of crypto assets and decentralized protocols has fueled demand for accurate, real-time blockchain data. Whether you’re building an application, performing due diligence, or exploring on-chain analytics, knowing how to access transactions and wallet balances is crucial. But do crypto APIs actually provide this level of on-chain data—and how can you use it effectively?

What Are Crypto APIs and Why Are They Essential?

Crypto APIs (Application Programming Interfaces) are software gateways that let applications interact with blockchains and related services without managing full nodes or direct infrastructure. These APIs power wallets, portfolio trackers, analytics dashboards, and AI-driven research tools with everything from price feeds to in-depth blockchain data.

Why use a crypto API? Running your own blockchain node can be resource-intensive, requiring disk space, bandwidth, security practices, and ongoing maintenance. An API abstracts this complexity, providing developers and analysts with curated endpoints for questing data on-demand. This is particularly valuable for applications that need:

  • Up-to-date transaction histories
  • Current wallet balances across tokens and networks
  • Wallet activity details
  • Aggregated analytics, like smart money flows and DeFi positions

The Types of On-Chain Data Crypto APIs Provide

On-chain data refers to all the information stored directly on blockchain ledgers. Crypto APIs tap into different layers of this data, including:

  • Transaction Data: Hashes, timestamps, senders, receivers, transferred assets, gas fees, and contract interactions.
  • Wallet Balances: Query current holdings of native coins (like ETH or BTC) and tokens (such as ERC-20s), and sometimes even NFTs.
  • Historical Address Activity: Complete transactional history of wallets, letting you analyze behavioral trends or audit activity.
  • Smart Contract Events: Details about token transfers, liquidity provision, swaps, or governance votes.
  • Network/Protocol Stats: Blockchain metrics like block times, mining data, and node health, important for infrastructure and analytics teams.

Modern crypto APIs go beyond simple read-access, offering data enrichment features such as address labels, scam alerts, and portfolio reconstruction. This enables AI-driven tools and traders to make sense of raw blockchain transactions with greater ease.

How Do Crypto APIs Fetch and Deliver On-Chain Data?

The process of serving real-time, reliable on-chain data is complex. Here’s how reputable API providers typically operate:

  1. Node Infrastructure: Providers run full nodes for each supported blockchain, ingesting every new block.
  2. Data Indexing: Data is parsed, structured, and indexed for fast lookups—allowing APIs to serve requests instantly, even for complex queries.
  3. Aggregation & Enrichment: Some platforms aggregate data across multiple chains or enhance raw data with analytics, labels, or risk scores, helping to contextualize wallet activity.
  4. API Layer Exposure: RESTful or GraphQL endpoints expose this information for developers and researchers.

For example, querying for a wallet’s balance generally involves calling an endpoint such as /address/{wallet}/balances, which returns all supported tokens and quantities for that wallet, directly from on-chain sources. Transaction history requests retrieve confirmed transfers and contract activities, often with additional tags for clarity.

Key Use Cases for On-Chain Transaction and Balance Data

On-chain data accessed via crypto APIs has become foundational in several scenarios:

  • Tracking Portfolio Value: Automated tools instantly aggregate wallet balances and transaction histories across multiple addresses, networks, and asset types.
  • Due Diligence & Audit: On-chain data reveals the actual movement of funds, enabling independent scrutiny for compliance, proof-of-reserves, and forensic analysis.
  • Developing dApps & DeFi Services: Most wallets, swaps, and lending apps rely on APIs to provide balance updates, confirm transactions, and fetch historical activity.
  • On-Chain Analytics: Researchers and AI models monitor whale activity, wallet clustering, and token flows to identify ecosystem trends.
  • Risk Management: Platforms use API-provided on-chain labels to detect scam addresses, risky protocols, or suspicious transaction patterns.

In addition, many quantitative research teams and AI-driven crypto tools ingest on-chain data through APIs to fuel predictive models, market research, and smart contract insights.

Choosing a Crypto API Provider: Essential Parameters

With dozens of API solutions available, consider the following when selecting a crypto API for on-chain data:

  • Data Completeness: Ensure the API supports the networks and asset types you need (e.g., native coins, tokens, NFTs).
  • Latency & Reliability: Fast data delivery and high uptime are critical for real-time trading applications and research automation.
  • Rate Limits & Pricing: Be mindful of free tier restrictions versus your anticipated query volume.
  • Data Enrichment: Does the provider offer wallet labels, scam detection, or analytics layers?
  • Documentation & Support: Robust docs and support channels make integrations smoother and troubleshooting faster.

If you’re integrating advanced analytics or AI-driven insights, prioritize API providers that combine raw on-chain access with actionable, processed intelligence.

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

FAQs on Crypto APIs and On-Chain Data

Can I access wallet balances and transaction histories via crypto APIs?

Yes, leading crypto API providers typically offer endpoints to retrieve wallet balances (for both native cryptocurrencies and supported tokens) and to view transaction histories, directly sourced from underlying blockchain ledgers. This streamlines personal portfolio tracking, due diligence, and analytics development.

Are crypto API data outputs reliable and up-to-date?

Reputable API providers maintain robust blockchain node infrastructure and update their databases in real time or near-real time. However, reliability also depends on network congestion, API rate limits, and provider-specific infrastructure. Always review service status and latency commitments before integrating for mission-critical use cases.

Do all crypto APIs support on-chain data for NFTs and Layer-2 networks?

No, coverage varies between providers. Some APIs offer comprehensive data across layer-1 (e.g., Ethereum, Bitcoin) and select layer-2 chains, while others may focus on specific asset classes or blockchains. Likewise, NFT balance and transaction endpoints are only available with APIs that index non-fungible token contracts. Always confirm network and asset support with your chosen provider.

How can developers integrate crypto API on-chain data into their apps?

Most APIs provide REST or GraphQL endpoints that can be queried using common programming languages or HTTP tools. Comprehensive documentation and SDKs (where available) guide developers through authentication, request parameters, and data formatting, making it straightforward to embed wallet balances, transaction lists, or on-chain analytics into web, desktop, or mobile applications.

What are the main benefits of using an API over running a own node?

Using a crypto API saves significant time and resources. Infrastructure, sync issues, storage maintenance, and security are handled by the provider. APIs also enrich data, aggregate multi-chain information, and simplify compliance and access controls, which can be much more complex and costly to reproduce independently.

Disclaimer

This article is for educational purposes and reference only. It does not constitute financial advice, crypto trading recommendations, or any endorsement of specific assets, platforms, or services. Please conduct your own research before making decisions involving digital assets or blockchain technologies.

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Real-time prices, trading signals, and on-chain insights all from one powerful API.
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Token Metrics Team
Token Metrics Team

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Token Metrics API

Best Crypto API: Power Your Apps with Data, Signals, and AI

Sam Monac
6 min
MIN

What Makes a Crypto API the “Best”?

The best cryptocurrency API isn’t just about raw data. It’s about empowering your application to perform faster, smarter, and more reliably. A truly great crypto API balances:

  • Depth of Coverage – Spot, DeFi tokens, and on-chain metrics.

  • Speed – Real-time, low-latency updates that can handle market volatility.

  • Intelligence – Analytics and AI-driven signals that go beyond price feeds.

  • Scalability – Infrastructure that grows with your user base.

  • Reliability – High uptime and SLA-backed performance guarantees.

Whether you’re building a high-frequency crypto trading bot, a DeFi portfolio tracker, or a research platform, choosing the right API means aligning features with your mission.

Key Features to Look for in a Crypto API

Before selecting a crypto API, evaluate these criteria:

  • Real-Time & Historical Data – Do you get both sub-second updates and multi-year backtesting datasets?

  • On-Chain Analytics – Can you track wallet behavior, liquidity shifts, or whale flows?

  • AI-Powered Insights – Does the API offer predictive signals, ratings, or trend forecasts?

  • Ease of Integration – Look for clean docs, SDKs, and community examples.

  • Reliability & Uptime – Providers should publish incident histories and SLA commitments.

  • Pricing & Scalability – Free tiers for testing, plus paid plans that make sense as you scale.

  • Compliance & Security – Encrypted endpoints and strong authentication are a must.

📌 Tip for builders: Always start with multiple free crypto APIs and benchmark them in your stack before committing long term.

Comparing Leading Crypto APIs: Strengths & Weaknesses

  • CoinGecko & CoinMarketCap


    • Strengths: Huge token coverage, easy for price tickers and charts.

    • Weaknesses: Limited historical and on-chain analytics, slower refresh rates.

  • CryptoCompare


    • Strengths: Deep historical trade data, useful for backtesting.

    • Weaknesses: Less emphasis on predictive insights or AI.

  • Glassnode


    • Strengths: Advanced on-chain metrics (network health, wallet flows).

    • Weaknesses: Best for researchers, less suited to trading bots or dashboards.

  • Alchemy & Infura


    • Strengths: Node-level blockchain access, ideal for dApps and DeFi projects.

    • Weaknesses: Provide raw blockchain data, not trading analytics.

  • Token Metrics API


    • Strengths: Combines real-time prices, AI trading signals, ratings, portfolio analytics, and on-chain intelligence in one API.

    • Weaknesses: Free tier has rate limits (scalable through paid plans).

Why Token Metrics API Stands Out

Most crypto APIs specialize in one dimension (prices, exchange data, or on-chain metrics). Token Metrics unifies them all and adds AI intelligence on top.

  • Comprehensive Coverage – Prices, historical datasets, indices, grades, and on-chain data.

  • AI Trading Signals – Unique bull/bear calls and predictive analytics unavailable in traditional APIs.

  • Portfolio Intelligence – Ratings and indices that give context to raw numbers.

  • Enterprise-Ready – Encrypted endpoints, authentication, and scalable infrastructure.

  • Developer Friendly – Clear docs, quick-start guides, and responsive support.

📌 Put simply: most crypto APIs give you data. Token Metrics gives you data + intelligence.

Use Cases: From AI Crypto Trading Bots to Research Dashboards

  • AI Trading Bots – Execute strategies using both real-time prices and predictive signals.

  • DeFi Dashboards – Aggregate wallet flows, liquidity data, and token ratings.

  • Crypto Research Tools – Combine historical OHLC data with Token Metrics grades.

  • AI Agents – Power AI apps with actionable signals, not just raw feeds.

  • Enterprise Analytics – Build institutional dashboards with indices and compliance-ready datasets.

Best Practices for Implementing a Crypto API

  1. Prototype Across Providers – Test CoinGecko, Token Metrics, and others in parallel.

  2. Abstract Your Integration – Use a middleware layer to make switching APIs easier.

  3. Secure Your Keys – Store credentials safely and rotate them regularly.

  4. Plan for Scale – Rate limits hit fast; design for bursts in traffic.

  5. Leverage AI-Enhanced APIs – This is where user expectations are heading.

📌 For production apps: always monitor crypto API latency and uptime with tools like Datadog or Grafana.

Beyond Token Metrics: Other Useful Resources

While Token Metrics API offers an all-in-one solution, developers can also explore other resources for specialized needs:

  • Dune Analytics – Great for custom SQL-based blockchain queries.

  • DefiLlama API – Free API focused on DeFi protocol yields and TVL.

  • Santiment API – Alternative on-chain and sentiment analytics.

  • TradingView – Charting and integration options for front-end visualizations.

📌 Strategy tip: many developers combine multiple APIs—Token Metrics for signals + CoinGecko for breadth + DefiLlama for yields—to cover all angles.

Frequently Asked Questions About Crypto APIs

Which crypto API is best overall?
If you want real-time data plus AI-powered insights, crypto api is used. Token Metrics Api is the strongest all-in-one option. For niche use cases, CoinGecko is good for prices, Glassnode for on-chain analytics.

Is Token Metrics API free?
Yes, the free tier is perfect for prototyping. Paid plans unlock faster throughput, more history, and advanced endpoints.

How is Token Metrics different from CoinGecko?
CoinGecko tracks prices broadly. Token Metrics layers AI signals, indices, and predictive analytics for trading and research.

Can I build a trading bot with Token Metrics API?
Yes—many developers use the low-latency price feeds and predictive signals to power automated strategies.

Scaling With Paid Plans and X.402

As your project grows, Token Metrics offers flexible upgrade paths:

  • Pay-Per-Call (X.402) – As low as $0.017 per call, no commitment. Unlimited calls, all endpoints, and 3 months of historical data.

  • Advanced Plan ($999.99/year) – 20,000 calls/month, access to indices & indicators, 3 WebSockets.

  • Premium Plan ($1,999.99/year) – 100,000 calls/month, all endpoints including AI Agent & Reports, 3 years of historical data, and 6 WebSockets.

With up to 35% discounts when paying in TMAI tokens, scaling is cost-efficient.

📌 Why X.402 matters: Instead of locking into an annual plan, you can scale gradually with pay-per-call pricing—perfect for startups and experimental apps.

Build Smarter, Scale Easier

The best crypto API doesn’t just serve data—it helps your app think, act, and adapt. With Token Metrics, you start free, learn fast, and scale seamlessly. Combine it with other specialized APIs when needed, and you’ll have a development stack that’s both powerful and future-proof.

👉 Grab Your Free Token Metrics API Key and Start Building

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Token Metrics API

Fast Crypto API: Real-Time Data Without the Lag

Sam Monac
9 min
MIN

Why Speed Matters in a Crypto API

In crypto, milliseconds can make or break a trade. Whether you’re building a high-frequency bot, a risk management tool, or a market dashboard, slow crypto APIs lead to:

  • Missed trade opportunities during volatility

  • Bots that lag behind signals

  • Dashboards that feel sluggish

  • Risk models that update too late

📌 Example: In a Bitcoin price swing, even a 500 ms delay can translate to thousands in lost value for trading bots. That’s why developers emphasize low latency when choosing best Crypto APIs.

What Defines a “Fast” Crypto API

Not every Crypto API marketed as “fast” is built the same. A truly fast crypto API provides:

  • Low Latency Feeds – Sub-second updates across major tokens and exchanges.

  • WebSocket Support – Push-based data streams instead of slower polling.

  • Scalable Infrastructure – Resilient under heavy traffic spikes.

  • Global Edge Delivery – Reduced latency for users worldwide.

📌 Tip for builders: Always benchmark an API in real market conditions (during volatility) to see if “fast” performance holds up under stress.

Comparing Fast Crypto APIs: Strengths & Limitations

  • CoinGecko / CoinMarketCap


    • Strengths: Broad token coverage, good for price tickers.

    • Limitations: Refresh cycles can lag; not ideal for bots or real-time dashboards.

  • CryptoCompare


    • Strengths: Strong historical data for research.

    • Limitations: Not optimized for ultra-fast live feeds.

  • Glassnode


    • Strengths: On-chain metrics and blockchain health insights.

    • Limitations: Focused on analytics, not real-time trading data.

  • Token Metrics API


    • Strengths: Sub-second updates, fast bull/bear signals, predictive AI, and on-chain metrics.

    • Limitations: Free tier includes rate limits (higher throughput available via X.402 or paid plans).

Token Metrics API: Fast + Intelligent

What sets Token Metrics API apart is that it’s not just fast data—it’s fast intelligence:

  • Real-Time Prices – Thousands of tokens continuously updated.

  • AI Trading Signals – Bull/bear predictions delivered instantly.

  • On-Chain Metrics – Track wallet flows, liquidity, and token behavior in near real time.

  • Scalable Performance – Built to withstand institutional-grade usage during volatility.

📌 Instead of just reacting to prices, developers can anticipate market shifts with AI-driven signals.

Use Cases: From Trading Bots to AI Agents

  • High-Frequency Trading Bots – Execute strategies using low-latency feeds and predictive signals.

  • DeFi Dashboards – Display liquidity flows and token activity in real time.

  • Risk Management Systems – Keep risk models updated second by second.

  • AI Agents – Power intelligent assistants with actionable streaming data.

Best Practices for Building With Fast APIs

  1. Use WebSockets – Relying only on REST endpoints introduces unnecessary delay.

  2. Benchmark During Volatility – Test APIs when the market is busiest.

  3. Optimize Request Handling – Cache where possible to avoid unnecessary calls.

  4. Monitor Latency – Use observability tools like Grafana or New Relic to track delays.

  5. Failover Strategy – Have a backup API (e.g., CoinGecko) if primary data slows.

Beyond Token Metrics: Other Tools to Explore

Token Metrics API excels at fast data + signals, but developers often combine it with other tools for a full-stack setup:

  • DefiLlama API – Best for free DeFi protocol data and yield metrics.

  • Dune Analytics – Query blockchain data in real time with SQL.

  • TradingView Webhooks – Add instant chart-based triggers for front ends.

  • Kaiko / Amberdata – Enterprise-grade APIs for institutional price feeds.

📌 Pro tip: Use Token Metrics for predictive signals, and pair it with TradingView or DefiLlama for visualization and DeFi-specific data.

How to Start Using the Token Metrics Fast API

  1. Sign Up Free – Create a Token Metrics account.

  2. Generate Your API Key – Instantly available in your dashboard.

  3. Choose WebSockets or REST – Based on your use case.

  4. Start Building – Bots, dashboards, or risk models with sub-second data.

👉 Get Your Free Token Metrics API Key

Scaling Fast With Paid Plans & X.402

When free limits aren’t enough, Token Metrics offers:

  • Pay-Per-Call (X.402) – From $0.017 per call, unlimited usage, all endpoints, and 3 months of history.

  • Advanced Plan ($999.99/year) – 20,000 calls/month, indices & indicators, 3 WebSockets.

  • Premium Plan ($1,999.99/year) – 100,000 calls/month, AI agent + reports, 3 years of history.

📌 Why X.402 matters: You can start scaling instantly with no upfront cost—just pay per call as you grow.

Build With the Fastest Insights in Crypto

In crypto, speed without intelligence is noise. With Token Metrics Fast Crypto API, you get sub-second price data + AI-driven insights, giving your trading bots, dashboards, and AI agents the real-time edge they need.

👉 Start Free With Token Metrics API

Token Metrics API

Best Crypto Prices API: Accurate, Real-Time, and AI-Enhanced

Sam Monac
8 min
MIN

Why Price Data Is the Core of Every Crypto App

No matter what kind of crypto app you’re building—a trading bot, a DeFi dashboard, or a research tool—the foundation is always accurate price data. Without it:

  • Traders miss entry and exit points.

  • Bots execute late or incorrectly.

  • Dashboards lose credibility with users.

  • Researchers can’t properly backtest models.

The best crypto prices API ensures:

  • Live, accurate prices across thousands of tokens.

  • Deep historical data (OHLC, tick-level) for research and backtesting.

  • Reliable updates even during volatile market swings.

  • Flexibility to support both real-time trading and long-term analytics.

📌 Example: An arbitrage bot relying on stale or inaccurate data won’t just underperform—it could lose money on every trade.

What Makes the Best Crypto Prices API

Not every API marketed for prices is built for precision. Key factors to consider include:

  • Accuracy – Are prices aggregated across multiple exchanges and validated?

  • Latency – Do you get sub-second updates with WebSocket streaming?

  • Historical Depth – Can you access years of OHLC and tick-level data?

  • Coverage – Spot markets, DeFi tokens, stablecoins, and derivatives.

  • Scalability – Rate limits that grow with your application’s user base.

  • Developer Experience – SDKs, documentation, and active support.

📌 Tip for developers: Start by asking, “Do I need accuracy, speed, or depth the most?” The answer often determines which API fits your project.

Comparing Leading Crypto Price APIs: Strengths & Trade-offs

  • CoinGecko & CoinMarketCap


    • Strengths: Excellent breadth—tens of thousands of tokens covered.

    • Trade-offs: Updates refresh more slowly; historical depth limited. Best for tickers and retail dashboards.

  • CryptoCompare


    • Strengths: Solid historical trade-level datasets for backtesting.

    • Trade-offs: Real-time speed is weaker than competitors.

  • Glassnode


    • Strengths: Advanced on-chain insights.

    • Trade-offs: Pricing data isn’t their main strength; better for researchers than traders.

  • Kaiko / Amberdata


    • Strengths: Enterprise-grade accuracy, broad market coverage.

    • Trade-offs: Expensive, geared toward institutions.

  • Token Metrics API
    • Strengths: Combines real-time accuracy, deep history, and AI-enhanced insights—giving more than raw prices.

    • Trade-offs: Free tier has rate limits (higher throughput unlocked via X.402 or paid plans).

Why Token Metrics API Stands Out

Where many crypto APIs stop at providing raw price feeds, Token Metrics API enriches price data with context and intelligence.

  • Real-Time Prices – Sub-second updates for Bitcoin, Ethereum, and thousands of tokens.

  • Deep Historical Data – Tick-level and OHLC datasets ideal for research.

  • Exchange-Aware Accuracy – Prices aggregated from multiple sources and validated for reliability.

  • AI Trading Signals – Bull/bear indicators layered on top of raw prices.

  • Portfolio Ratings – Token Metrics grades and indices for added context.

📌 Most crypto APIs give you numbers. Token Metrics gives you numbers + insights.

Use Cases: From Crypto Trading Bots to Dashboards

  • Trading Bots – Execute trades with accurate, low-latency feeds.

  • Market Dashboards – Provide users with credible, real-time prices and charts.

  • Backtesting Platforms – Use multi-year OHLCV data for strategy validation.

  • DeFi Trackers – Monitor token values and liquidity with precision.

  • AI Agents – Train ML models using validated, exchange-aware price data.

Best Practices for Working With Crypto Price Data

  1. Cross-Verify Prices – Use multiple APIs in parallel during testing.

  2. Cache Effectively – Cache non-volatile data to reduce API load.

  3. Use WebSockets – REST-only setups can introduce delays.

  4. Monitor Latency – Benchmark APIs during volatility (e.g., CPI announcements, Fed decisions).

  5. Plan for Failover – Integrate a secondary API as a backup if your primary feed fails.

📌 Example: Production apps can combine Token Metrics for intelligence + CoinGecko for breadth to balance reliability with insights.

Beyond Token Metrics: Other Crypto Price Data Resources

Developers often mix and match APIs to cover specialized needs:

  • DefiLlama API – For DeFi protocol yields and TVL.

  • Dune Analytics – Run SQL queries for custom blockchain metrics.

  • TradingView Widgets / Webhooks – For embedding charting into front ends.

  • Santiment – Adds sentiment data to complement price feeds.

Pairing Token Metrics with these resources gives developers a multi-layered data stack—accurate prices, predictive signals, and extra DeFi/social context.

How to Get Started With the Best Prices API

  1. Sign Up Free – Create a Token Metrics account.

  2. Generate Your API Key – Available instantly in your dashboard.

  3. Access Price Endpoints – Fetch real-time and historical datasets via REST or WebSockets.

  4. Start Building – Bots, dashboards, or backtesting frameworks.

  5. Upgrade When Ready – Scale throughput and unlock advanced endpoints.

👉 Get Your Free Token Metrics API Key

FAQs on Crypto Price APIs

Which crypto API has the best price accuracy?
Token Metrics validates data from multiple exchanges, ensuring cleaner and more reliable price feeds.

Can I get historical prices with Token Metrics API?
Yes—OHLC and tick-level datasets are available for multi-year backtesting.

Is the Token Metrics API free?
Yes, there’s a free tier for prototypes. Paid plans unlock higher request rates and advanced data.

How fast are Token Metrics updates?
Sub-second latency with WebSocket support for real-time responsiveness.

Scaling Beyond Free: Paid Plans & X.402

As your project scales, Token Metrics makes upgrading simple:

  • Pay-Per-Call (X.402) – From $0.017 per call, unlimited usage, no commitment.

  • Advanced Plan ($999.99/year) – 20,000 calls/month, indices & indicators, 3 WebSockets.

  • Premium Plan ($1,999.99/year) – 100,000 calls/month, AI agent & reports, 3 years of historical data.

📌 Why X.402 matters: Instead of locking into annual costs, you can pay as you grow—ideal for startups and experimental apps.

Build With the Best Crypto Prices API

In crypto, price accuracy is trust. Whether you’re building a bot, a dashboard, or a research tool, Token Metrics provides more than just numbers. With validated prices, deep history, and AI-enhanced insights, you can build applications that stand out.

👉 Start Free With Token Metrics API

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