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What are Altcoins? - The Ultimate Guide for Beginners

Discover everything about Altcoins in this comprehensive guide. Learn what Altcoins are and how they can diversify your crypto portfolio.
Token Metrics Team
10 Minutes
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In the world of cryptocurrencies, altcoins have emerged as a popular alternative to Bitcoin. While Bitcoin remains the most well-known cryptocurrency, altcoins offer a diverse range of digital assets with unique features and functionalities. 

This comprehensive beginner's guide aims to provide you with a clear understanding of what altcoins are, their purpose, and how they differ from Bitcoin.

What are Altcoins?

Altcoins, short for "alternative coins," refer to all cryptocurrencies other than Bitcoin. While Bitcoin paved the way for the development of digital currencies, altcoins have gained momentum in recent years.

Altcoins are built on various blockchain technologies and aim to address different use cases, ranging from decentralized finance (DeFi) to smart contracts and privacy features.

Types of Altcoins

Here is the list of different types of altcoins, their features, and their impact on the crypto ecosystem.

Stablecoins - Stablecoins are a type of altcoin that aim to maintain a stable value by pegging their price to an external asset such as fiat currency or commodities. 

These cryptocurrencies provide stability in the volatile crypto market, making them suitable for various purposes such as remittances, decentralized finance (DeFi) transactions, and as a hedge against market volatility.

Privacy Coins - Privacy coins prioritize user anonymity and transaction privacy. They utilize advanced cryptographic techniques to conceal transaction details and protect the identities of the participants involved.

Privacy coins offer enhanced privacy features compared to other cryptocurrencies, allowing users to have greater control over their financial information.

Utility Tokens - Utility tokens are a type of altcoin that serve a specific purpose within a blockchain ecosystem. They are typically used to access or pay for services within a decentralized platform. 

Utility tokens can represent ownership rights, access rights, or provide discounts and incentives to users within the network.

Security Tokens - Security tokens are digital assets that represent ownership or investment in a real-world asset, such as shares in a company, real estate, or commodities.

These tokens are subject to regulatory compliance and offer investors the benefits of traditional securities while leveraging blockchain technology for enhanced transparency, liquidity, and efficiency.

Exchange Tokens - Exchange tokens, also known as native tokens, are the primary currency within a particular blockchain or decentralized exchange.

They facilitate transactions, pay for transaction fees, and serve as a means of value transfer within the ecosystem. Exchange tokens often have additional functionalities within the platform, such as voting rights or governance participation.

Governance Tokens - Governance tokens grant holders the right to participate in the decision-making processes of a decentralized platform or protocol.

These tokens enable holders to vote on proposals, make suggestions, or influence the development and direction of the project. Governance tokens play a vital role in decentralized governance models, ensuring community-driven decision-making.

Gaming Tokens - Gaming tokens are designed specifically for the gaming industry. These tokens enable in-game purchases, rewards, and other interactions within gaming ecosystems.

By utilizing blockchain technology, gaming tokens provide players with true ownership of in-game assets and enable peer-to-peer trading of virtual items.

NFT-Backed Tokens - NFT-backed tokens represent non-fungible tokens that are backed by another cryptocurrency or token. 

These tokens combine the unique properties of NFTs with the benefits of other cryptocurrencies, allowing for increased liquidity and tradability of non-fungible assets.

Energy-Efficient Coins - Energy-efficient coins address the environmental concerns associated with traditional proof-of-work (PoW) cryptocurrencies like Bitcoin. 

These altcoins utilize alternative consensus mechanisms, such as proof-of-stake (PoS) or delegated proof-of-stake (DPoS), which require significantly less energy consumption while maintaining the security and integrity of the blockchain.

Proof-of-Stake Coins - Proof-of-stake coins rely on the concept of staking to secure the network and validate transactions. Validators are chosen based on the number of coins they hold and are willing to "stake" as collateral.

This consensus mechanism offers energy efficiency, scalability, and reduced centralization concerns compared to proof-of-work systems.

Proof-of-Work Coins - Proof-of-work coins, like Bitcoin, secure their networks through miners who solve complex mathematical puzzles to validate transactions.

This mechanism requires substantial computational power and energy consumption. Proof-of-work coins have been the foundation of the crypto industry and have demonstrated the potential of decentralized systems.

Forked Coins - Forked coins are altcoins that have emerged from a fork in the blockchain network. Forks occur when there is a fundamental disagreement within the community or development team, resulting in a split into two separate chains. 

Forked coins can retain the existing features of the parent blockchain or introduce new functionalities.

Cross-Chain Tokens - Cross-chain tokens, or interoperable tokens, enable value transfer between different blockchain networks. These tokens facilitate cross-chain communication, allowing assets to be transferred seamlessly across multiple platforms. 

Cross-chain tokens play a crucial role in bridging the gap between various blockchain ecosystems, enhancing interoperability and expanding the possibilities of decentralized applications.

List of Top Altcoins

The cryptocurrency market boasts a wide array of altcoins, each with its unique features and value propositions. Here are some of the most popular altcoins:

1 Ethereum (ETH) - Ethereum is a decentralized platform that enables the creation of smart contracts and DApps. It introduced the concept of programmable blockchain, allowing developers to build applications on its network.

2 Ripple (XRP) - Ripple is both a digital payment protocol and a cryptocurrency. It aims to facilitate fast, low-cost international money transfers and has gained significant traction among financial institutions.

3 Litecoin (LTC) - Litecoin, often referred to as the silver to Bitcoin's gold, was created to provide faster transaction confirmations and a more efficient mining process. It shares many similarities with Bitcoin but with a few notable differences.

4 Cardano (ADA) - Cardano is a blockchain platform that focuses on security, sustainability, and scalability. It aims to provide a framework for the development of decentralized applications and smart contracts.

These are just a few examples of the vast number of altcoins available in the market. Each altcoin has its unique features, community, and use case, making the cryptocurrency landscape diverse and dynamic.

Advantages and Disadvantages

Here are the advantages and disadvantages of altcoins:

Advantages of Altcoins

Diversification Opportunities

Altcoins provide investors with the chance to diversify their cryptocurrency portfolio. By investing in different projects, technologies, and use cases, one can mitigate risks and capitalize on emerging trends.

Technological Progress:

Altcoins often introduce groundbreaking technological advancements in the realm of digital currencies. Ethereum, for example, pioneered smart contracts, revolutionizing industries like finance and supply chain management.

Potential for Lucrative Returns:

Early investment in altcoins offers the potential for substantial returns over time. However, it is important to conduct thorough research and exercise caution due to the associated risks and potential for fraudulent projects.

Enhanced Privacy and Security:

Certain altcoins prioritize privacy and security through advanced cryptographic techniques. Users can enjoy increased anonymity and confidentiality during transactions, providing an alternative to traditional financial systems.

Disadvantages of Altcoins

Volatility and Market Uncertainty:

Altcoins are known for their inherent volatility, resulting in significant price fluctuations within short periods. While this volatility presents opportunities for gains, it also carries higher risks of losses.

Limited Acceptance and Adoption:

Altcoins generally face lower levels of acceptance and adoption compared to Bitcoin. Bitcoin's widespread recognition and dominance make it the preferred cryptocurrency for most users and businesses.

Potential for Scams and Fraud:

The proliferation of altcoins has led to numerous scams and fraudulent projects. Caution and thorough research are necessary to avoid falling victim to scams, such as pump-and-dump schemes or fake ICOs.

Regulatory and Legal Uncertainty:

Altcoins often operate in a regulatory gray area, with undefined legal statuses. Changes in regulations or crackdowns on cryptocurrency-related activities can significantly impact the value and viability of altcoins.

Bitcoin vs Altcoin

Although altcoins share similarities with Bitcoin, they have distinct characteristics that set them apart. Bitcoin was the first decentralized digital currency, introduced by an anonymous individual or group known as Satoshi Nakamoto. 

It operates on the Bitcoin blockchain and focuses primarily on peer-to-peer transactions and the store of value.

On the other hand, altcoins have diverse features and functionalities. Some altcoins, like Ethereum, enable the creation of decentralized applications (DApps) and smart contracts.

Others, such as Litecoin and Bitcoin Cash, prioritize faster transaction speeds and lower fees. Altcoins often aim to improve upon Bitcoin's limitations and explore new possibilities in the crypto space.

Should you consider investing in Altcoins?

Investing in altcoins can be an exciting opportunity for individuals looking to diversify their investment portfolios. However, it's essential to approach altcoin investments with caution and conduct thorough research. Here are a few key points to consider before investing in altcoins:

Conduct research: Understand the altcoin's technology, team, roadmap, and potential use cases. Look for reputable sources of information and evaluate the project's viability.

Risk assessment: Assess the risks associated with the altcoin investment. Consider factors such as market volatility, regulatory challenges, and potential security vulnerabilities.

Diversification: Spread your investments across different altcoins to minimize risk. Investing in a diverse range of projects can increase your chances of finding successful investments.

Set a budget: Determine the amount of money you are willing to invest in altcoins. Set a budget that you can afford to lose without affecting your financial stability.

Choose a reliable exchange: Select a reputable cryptocurrency exchange to buy and trade altcoins. Ensure that the exchange has a good track record, strong security measures, and a user-friendly interface.

Risks and Challenges of Altcoin Investments

While altcoin investments offer opportunities, they also come with risks and challenges. Some of the risks include:

Volatility: Altcoin prices can experience significant fluctuations, leading to potential losses if not managed properly.

Regulatory uncertainty: The regulatory landscape for cryptocurrencies is still evolving, and changes in regulations can impact the value and viability of altcoins.

Security vulnerabilities: Altcoins may be susceptible to hacking, scams, or technical vulnerabilities, which can result in the loss of funds.

It's essential to stay informed, exercise caution, and conduct due diligence before investing in altcoins.

Future of Altcoin Development

The world of altcoins continues to evolve rapidly, with ongoing developments and innovations. Here are some future trends to watch out for:

Interoperability: Projects focusing on interoperability aim to enhance communication and compatibility between different blockchains, enabling seamless transfer of assets and data.

Privacy-focused altcoins: With growing concerns about privacy, there is an increasing demand for altcoins that prioritize anonymity and data protection.

Decentralized Finance (DeFi): Altcoins supporting decentralized financial applications, such as lending, borrowing, and automated market-making, are gaining popularity as they offer alternatives to traditional financial systems.

As technology advances and new challenges arise, the altcoin landscape is expected to witness further growth and diversification.

Frequently Asked Questions

Q1. Are altcoins as secure as Bitcoin?

The security of altcoins varies depending on the specific project and its underlying technology. It's crucial to research and understand the security measures implemented by each altcoin.

Q2. How can I choose the right altcoin to invest in?

Choosing the right altcoin requires thorough research and analysis. Consider factors such as the project's team, technology, use case, and market demand.

Q3. What is the future outlook for altcoins?

The future of altcoins is promising, with ongoing developments in areas such as interoperability, privacy, and decentralized finance. However, it's important to approach investments with caution and stay informed about market trends.

Q4. Can I use altcoins for everyday transactions?

Some altcoins are designed for use as digital currencies and can be used for everyday transactions. However, acceptance and adoption may vary depending on the altcoin and the merchants or platforms that support it.

Conclusion

Altcoins provide a diverse and dynamic ecosystem within the cryptocurrency market. They offer unique features and functionalities that differentiate them from Bitcoin. 

However, investing in altcoins requires thorough research, risk assessment, and cautious decision-making. Stay informed, diversify your portfolio, and set realistic expectations for returns. 

Remember to choose reputable wallets and exchanges to ensure the security of your altcoin investments. As the altcoin market continues to evolve, it is essential to stay updated with the latest trends and developments.

Disclaimer

The information provided on this website does not constitute investment advice, financial advice, trading advice, or any other sort of advice and you should not treat any of the website's content as such.

Token Metrics does not recommend that any cryptocurrency should be bought, sold, or held by you. Do conduct your own due diligence and consult your financial advisor before making any investment decisions.

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About Token Metrics
Token Metrics: AI-powered crypto research and ratings platform. We help investors make smarter decisions with unbiased Token Metrics Ratings, on-chain analytics, and editor-curated “Top 10” guides. Our platform distills thousands of data points into clear scores, trends, and alerts you can act on.
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Quantmetrics API: Measure Risk & Reward in One Call

Token Metrics Team
5

Most traders see price—quants see probabilities. The Quantmetrics API turns raw performance into risk-adjusted stats like Sharpe, Sortino, volatility, drawdown, and CAGR so you can compare tokens objectively and build smarter bots and dashboards. In minutes, you’ll query /v2/quantmetrics, render a clear performance snapshot, and ship a feature that customers trust. Start by grabbing your key at Get API Key, Run Hello-TM to verify your first call, then Clone a Template to go live fast.

What You’ll Build in 2 Minutes

  • A minimal script that fetches Quantmetrics for a token via /v2/quantmetrics (e.g., BTC, ETH, SOL).
  • A smoke-test curl you can paste into your terminal.
  • A UI pattern that displays Sharpe, Sortino, volatility, max drawdown, CAGR, and lookback window.

Next Endpoints to Add

  • /v2/tm-grade (one-score signal)
  • /v2/trading-signals
  • /v2/hourly-trading-signals (timing)
  • /v2/resistance-support (risk placement)
  • /v2/price-prediction (scenario planning)

Why This Matters

Risk-adjusted truth beats hype. Price alone hides tail risk and whipsaws. Quantmetrics compresses edge, risk, and consistency into metrics that travel across assets and timeframes—so you can rank universes, size positions, and communicate performance like a professional.

Built for dev speed

A clean REST schema, predictable latency, and easy auth mean you can plug Sharpe/Sortino into bots, dashboards, and screeners without maintaining your own analytics pipeline. Pair with caching and batching to serve fast pages at scale.

Where to Find

The Quant Metrics cURL request is located in the top right of the API Reference, allowing you to easily integrate it with your application.

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How It Works (Under the Hood)

Quantmetrics computes risk-adjusted performance over a chosen lookback (e.g., 30d, 90d, 1y). You’ll receive a JSON snapshot with core statistics:

  • Sharpe ratio: excess return per unit of total volatility.
  • Sortino ratio: penalizes downside volatility more than upside.
  • Volatility: standard deviation of returns over the window.
  • Max drawdown: worst peak-to-trough decline.
  • CAGR / performance snapshot: geometric growth rate and best/worst periods.

Call /v2/quantmetrics?symbol=<ASSET>&window=<LOOKBACK> to fetch the current snapshot. For dashboards spanning many tokens, batch symbols and apply short-TTL caching. If you generate alerts (e.g., “Sharpe crossed 1.5”), run a scheduled job and queue notifications to avoid bursty polling.

Production Checklist

  • Rate limits: Understand your tier caps; add client-side throttling and queues.
  • Retries & backoff: Exponential backoff with jitter; treat 429/5xx as transient.
  • Idempotency: Prevent duplicate downstream actions on retried jobs.
  • Caching: Memory/Redis/KV with short TTLs; pre-warm popular symbols and windows.
  • Batching: Fetch multiple symbols per cycle; parallelize carefully within limits.
  • Error catalog: Map 4xx/5xx to clear remediation; log request IDs for tracing.
  • Observability: Track p95/p99 latency and error rates; alert on drift.
  • Security: Store API keys in secrets managers; rotate regularly.

Use Cases & Patterns

  • Bot Builder (Headless): Gate entries by Sharpe ≥ threshold and drawdown ≤ limit, then trigger with /v2/trading-signals; size by inverse volatility.
  • Dashboard Builder (Product): Add a Quantmetrics panel to token pages; allow switching lookbacks (30d/90d/1y) and export CSV.
  • Screener Maker (Lightweight Tools): Top-N by Sortino with filters for volatility and sector; add alert toggles when thresholds cross.
  • Allocator/PM Tools: Blend CAGR, Sharpe, drawdown into a composite score to rank reallocations; show methodology for trust.
  • Research/Reporting: Weekly digest of tokens with Sharpe ↑, drawdown ↓, and volatility ↓.

Next Steps

  • Get API Key — start free and generate a key in seconds.
  • Run Hello-TM — verify your first successful call.
  • Clone a Template — deploy a screener or dashboard today.
  • Watch the demo: VIDEO_URL_HERE
  • Compare plans: Scale with API plans.

FAQs

1) What does the Quantmetrics API return?

A JSON snapshot of risk-adjusted metrics (e.g., Sharpe, Sortino, volatility, max drawdown, CAGR) for a symbol and lookback window—ideal for ranking, sizing, and dashboards.

2) How fresh are the stats? What about latency/SLOs?

Responses are engineered for predictable latency. For heavy UI usage, add short-TTL caching and batch requests; for alerts, use scheduled jobs or webhooks where available.

3) Can I use Quantmetrics to size positions in a live bot?

Yes—many quants size inversely to volatility or require Sharpe ≥ X to trade. Always backtest and paper-trade before going live; past results are illustrative, not guarantees.

4) Which lookback window should I choose?

Short windows (30–90d) adapt faster but are noisier; longer windows (6–12m) are steadier but slower to react. Offer users a toggle and cache each window.

5) Do you provide SDKs or examples?

REST is straightforward (JS/Python above). Docs include quickstarts, Postman collections, and templates—start with Run Hello-TM.

6) Polling vs webhooks for quant alerts?

Dashboards usually use cached polling. For threshold alerts (e.g., Sharpe crosses 1.0), run scheduled jobs and queue notifications to keep usage smooth and idempotent.

7) Pricing, limits, and enterprise SLAs?

Begin free and scale up. See API plans for rate limits and enterprise SLA options.

Disclaimer

All information provided in this blog is for educational purposes only. It is not intended as financial advice. Users should perform their own research and consult with licensed professionals before making any investment or trading decisions.

Research

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Timing makes or breaks every trade. The crypto trading signals API from Token Metrics lets you surface bullish and bearish calls directly in your product—no spreadsheet wrangling, no chart gymnastics. In this guide, you’ll hit the /v2/trading-signals endpoint, display actionable signals on a token (e.g., SOL, BTC, ETH), and ship a conversion-ready feature for bots, dashboards, or Discord. Start by creating a key on Get API Key, then Run Hello-TM and Clone a Template to go live fast.

What You’ll Build in 2 Minutes

  • A minimal script that fetches Trading Signals via /v2/trading-signals for one symbol (e.g., SOL).
  • A copy-paste curl to smoke-test your key.
  • A UI pattern to render signal, confidence/score, and timestamp in your dashboard or bot.

Endpoints to add next

  • /v2/hourly-trading-signals (intraday updates)
  • /v2/resistance-support (risk placement)
  • /v2/tm-grade (one-score view)
  • /v2/quantmetrics (risk/return context)

Why This Matters

Action over analysis paralysis. Traders don’t need more lines on a chart—they need an opinionated call they can automate. The trading signals API compresses technical momentum and regime reads into Bullish/Bearish events you can rank, alert on, and route into strategies.

Built for dev speed and reliability. A clean schema, predictable performance, and straightforward auth make it easy to wire signals into bots, dashboards, and community tools. Pair with short-TTL caching or webhooks to minimize polling and keep latency low.

Where to Find

You can find the cURL request for Crypto Trading Signals in the top right corner of the API Reference. Use it to access the latest signals!

Live Demo & Templates

  • Trading Bot Starter: Use Bullish/Bearish calls to trigger paper trades; add take-profit/stop rules with Support/Resistance.
  • Dashboard Signal Panel: Show the latest call, confidence, and last-updated time; add a history table for context.
  • Discord/Telegram Alerts: Post signal changes to a channel with a link back to your app.

How It Works (Under the Hood)

Trading Signals distill model evidence (e.g., momentum regimes and pattern detections) into Bullish or Bearish calls with metadata such as confidence/score and timestamp. You request /v2/trading-signals?symbol=<ASSET> and render the most recent event, or a small history, in your UI.

For intraday workflows, use /v2/hourly-trading-signals to update positions or alerts more frequently. Dashboards typically use short-TTL caching or batched fetches; headless bots lean on webhooks, queues, or short polling with backoff to avoid spiky API usage.

Production Checklist

  • Rate limits: Know your tier caps; add client-side throttling and queues.
  • Retries/backoff: Exponential backoff with jitter; treat 429/5xx as transient.
  • Idempotency: Guard downstream actions (don’t double-trade on retries).
  • Caching: Memory/Redis/KV with short TTLs for reads; pre-warm popular symbols.
  • Webhooks & jobs: Prefer webhooks or scheduled workers for signal change alerts.
  • Pagination/Bulk: Batch symbols; parallelize with care; respect limits.
  • Error catalog: Map common 4xx/5xx to clear fixes; log request IDs.
  • Observability: Track p95/p99 latency, error rate, and alert delivery success.
  • Security: Keep keys in a secrets manager; rotate regularly.

Use Cases & Patterns

  • Bot Builder (Headless): Route Bullish into candidate entries; confirm with /v2/resistance-support for risk and TM Grade for quality.
  • Dashboard Builder (Product): Add a “Signals” module per token; color-code state and show history for credibility.
  • Screener Maker (Lightweight Tools): Filter lists by Bullish state; sort by confidence/score; add alert toggles.
  • Community/Discord: Post signal changes with links to token pages; throttle to avoid noise.
  • Allocator/PM Tools: Track signal hit rates by sector/timeframe to inform position sizing (paper-trade first).

Next Steps

  1. Get API Key — create a key and start free.
  2. Run Hello-TM — confirm your first successful call.
  3. Clone a Template — deploy a bot, dashboard, or alerting tool today.

FAQs

1) What does the Trading Signals API return?

A JSON payload with the latest Bullish/Bearish call for a symbol, typically including a confidence/score and generated_at timestamp. You can render the latest call or a recent history for context.

2) Is it real-time? What about latency/SLOs?

Signals are designed for timely, programmatic use with predictable latency. For faster cycles, use /v2/hourly-trading-signals. Add caching and queues/webhooks to reduce round-trips.

3) Can I use the signals in a live trading bot?

Yes—many developers do. A common pattern is: Signals → candidate entry, Support/Resistance → stop/targets, Quantmetrics → risk sizing. Always backtest and paper-trade before going live.

4) How accurate are the signals?

Backtests are illustrative, not guarantees. Treat signals as one input in a broader framework with risk controls. Evaluate hit rates and drawdowns on your universe/timeframe.

5) Do you provide SDKs and examples?

You can integrate via REST using JavaScript and Python snippets above. The docs include quickstarts, Postman collections, and templates—start with Run Hello-TM.

6) Polling vs webhooks for alerts?

Dashboards often use cached polling. For bots/alerts, prefer webhooks or scheduled jobs and keep retries idempotent to avoid duplicate trades or messages.

7) Pricing, limits, and enterprise SLAs?

Begin free and scale as you grow. See API plans for allowances; enterprise SLAs and support are available.

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Fundamental Grade Crypto API: Real Crypto Fundamentals in One Score

Token Metrics Team
5 min read

Most traders chase price action; Fundamental Grade Crypto API helps you see the business behind the token—community traction, tokenomics design, exchange presence, VC signals, and DeFi health—consolidated into one score you can query in code. In a few minutes, you’ll fetch Fundamental Grade, render it in your product, and ship a due-diligence UX that drives trust. Start by grabbing your key at the Get API Key page, Run Hello-TM to verify your first call, then Clone a Template to go live fast.

What You’ll Build in 2 Minutes

A minimal script to fetch Fundamental Grade from /v2/fundamental-grade for any symbol (e.g., BTC).

  • Optional curl to smoke-test your key in seconds.
  • A drop-in pattern to display the grade + key drivers in dashboards, screeners, and research tools.

Endpoints to consider next

  • /v2/tm-grade (technical/sentiment/momentum)
  • /v2/price-prediction (scenario planning)
  • /v2/resistance-support (risk levels)
  • /v2/quantmetrics (risk/return stats)

Why This Matters

Beyond price, toward quality. Markets are noisy—hype rises and fades. Fundamental Grade consolidates hard-to-track signals (community growth, token distribution, liquidity venues, investor quality, DeFi integrations) into a clear, comparable score. You get a fast “is this worth time and capital?” answer for screening, allocation, and monitoring.

Build trust into your product. Whether you run an investor terminal, exchange research tab, or a portfolio tool, Token Metrics discovery helps users justify positions. Pair it with TM Grade or Quantmetrics for a balanced picture: what to buy (fundamentals) and when to act (signals/levels).

Where to Find

The Fundamental Grade is easily accessible in the top right of the API Reference. Grab the cURL request for seamless access!

Ready to build?

  • Get API Key — generate a key and start free.
  • Run Hello-TM — verify your first successful call.
  • Clone a Template — deploy a screener or token page today.

Watch the demo: VIDEO_URL_HERE. Compare plans: Scale confidently with API plans.

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FAQs

1) What does the Fundamental Grade API return?

A JSON payload with the overall score/grade plus component scores (e.g., community, tokenomics, exchange presence, VC backing, DeFi health) and timestamps. Use the overall grade for ranking and component scores for explanations.

2) How fast is the endpoint? Do you publish SLOs?

The API is engineered for predictable latency. For high-traffic dashboards, add short-TTL caching and batch requests; for alerts, use jobs/webhooks to minimize round-trips.

3) Can I combine Fundamental Grade with TM Grade or signals?

Yes. A common pattern is Fundamental Grade for quality filter + TM Grade for technical/sentiment context + Trading Signals for timing and Support/Resistance for risk placement.

4) How “accurate” is the grade?

It’s an opinionated synthesis of multiple inputs—not financial advice. Historical studies can inform usage, but past performance doesn’t guarantee future results. Always layer risk management and testing.

5) Do you offer SDKs and examples?

You can use REST directly (see JS/Python above). The docs include quickstarts, Postman, and ready-to-clone templates—start with Run Hello-TM.

6) Polling vs webhooks for fundamentals updates?

For UI pages, cached polling works well. For event-style notifications (upgrades/downgrades), prefer webhooks or scheduled jobs to avoid spiky traffic.

7) What about pricing, limits, and enterprise SLAs?

Begin free and scale as you grow. See API plans for allowances; enterprise SLAs and support are available—contact us.

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