Research

Best Crypto Tax Software (2025)

File faster in 2025. Compare the best crypto tax software for DeFi, NFTs & CEXs. See pros/cons, regions, and who each tool is best for.
Sam Monac
5 min
MIN

Why crypto tax reporting & portfolio reconciliation software Matters in September 2025

Crypto taxes are messy—DeFi, NFTs, cross-chain bridges, airdrops, staking, and perpetuals all create taxable events. The best crypto tax software helps you import everything, reconcile cost basis, and generate compliant reports (e.g., IRS Form 8949/Schedule D) in minutes. In one line: crypto tax software is a tool that ingests your on-chain and exchange data and produces compliant tax reports for your jurisdiction.
In 2025, new broker reporting rules and evolving national guidance raise the stakes for accuracy. This guide prioritizes global coverage, robust reconciliations for DeFi/NFTs, and clear pricing. Whether you’re a retail investor, active DeFi/NFT trader, or a tax pro, you’ll find vetted options below, plus a quick decision map and setup checklist. (See Sources section for official docs cited.)

How We Picked (Methodology & Scoring)

  • What we scored (weights): Scale & data handling (30% liquidity/coverage in practice—can it ingest many venues at volume?), Security (25%) including 2FA, data handling, disclosures; Coverage (15%) of assets/DeFi/NFTs/chains; Costs (15%) (transparent plans, value at higher tx counts); UX (10%) (import helpers, error resolution); Support (5%) (tax-pro help, chat, docs).

  • Data sources: Official product and security pages, pricing and docs; limited cross-checks with widely cited market datasets for context. We do not rely on affiliate reviews.

  • Freshness: Last updated September 2025; we noted regional changes (e.g., deprecations/partnerships) from official announcements. Koinly+2ZenLedger+2

Top 10 crypto tax reporting & portfolio reconciliation software in September 2025

1. Koinly — Best for fast setup across 20+ countries

{

 "name":"Koinly",

 "url":"https://koinly.io/",

 "tagline":"Best for fast setup across 20+ countries",

 "why_use_it":"Polished imports, broad exchange/wallet support, and clean reports you can hand to your CPA. Strong retail UX with preview-before-pay and ready-made IRS forms. Good balance of speed and depth for DeFi/NFTs.",

 "best_for":"Retail investors; casual DeFi users; U.S., EU & APAC filers needing standard forms",

 "notable_features":["Free preview of gains","Form 8949 & Schedule D exports","Integrations for major exchanges/wallets"],

 "fees_notes":"Free preview; paid tiers scale by transaction count.",

 "regions":"Global",

 "alternatives":["CoinLedger","CoinTracker"]

}

Key facts per official site: global availability, free preview, IRS forms. Koinly+1

2. CoinLedger — Best for U.S. filers who want simple, fast forms

{

 "name":"CoinLedger",

 "url":"https://coinledger.io/",

 "tagline":"Best for U.S. filers who want simple, fast forms",

 "why_use_it":"Straightforward import flow with strong U.S. forms and helpful education. Good DeFi/NFT coverage for most retail needs without overcomplicating the setup.",

 "best_for":"U.S. filers; creators/traders mixing CEX, NFTs, staking; DIY with CPA handoff",

 "notable_features":["Instant tax forms","DeFi & NFT support","Unlimited revisions"],

 "fees_notes":"Tiered by transaction count; unlimited wallets/exchanges supported.",

 "regions":"US/Global",

 "alternatives":["Koinly","CryptoTaxCalculator"]

}

Highlights: instant forms, DeFi/NFT support, pricing by report tier. CoinLedger+1

3. CoinTracker — Best portfolio + tax combo

{

 "name":"CoinTracker",

 "url":"https://www.cointracker.io/",

 "tagline":"Best portfolio + tax combo",

 "why_use_it":"Combines strong portfolio tracking with tax reporting and broad integrations. Good fit if you want year-round tracking and tax filing in one place.",

 "best_for":"Buy-and-hold investors; multi-exchange users; Coinbase ecosystem",

 "notable_features":["Portfolio + tax in one","TurboTax & H&R Block export","Free tax calculator"],

 "fees_notes":"Free plan + multiple paid tiers based on transaction counts and features.",

 "regions":"Global",

 "alternatives":["CoinTracking","Koinly"]

}

References: portfolio/tax plans; free 2025 tax calculator. cointracker.io+1

4. CryptoTaxCalculator — Best for DeFi/NFT power users

{

 "name":"CryptoTaxCalculator",

 "url":"https://cryptotaxcalculator.io/",

 "tagline":"Best for DeFi/NFT power users",

 "why_use_it":"Known for granular on-chain parsing (contracts, smart labels) and robust inventory methods. Clear U.S. guide coverage plus deep international docs.",

 "best_for":"Heavy DeFi/NFT traders; cross-chain users; Coinbase users wanting discounts",

 "notable_features":["Advanced DeFi categorization","Multiple inventory methods (FIFO/LIFO/HIFO)","Tax loss harvesting tools"],

 "fees_notes":"Free import/preview; pay for reports and advanced tools; tiers by tx count.",

 "regions":"Global (strong US/AU/EU support)",

 "alternatives":["CoinLedger","Coinpanda"]

}

See pricing & free-trial notes; U.S. 2025 guide and integrations. Coinbase Help+3Crypto Tax Calculator+3Crypto Tax Calculator+3

5. ZenLedger — Best for tax-pro assistance on demand

{

 "name":"ZenLedger",

 "url":"https://zenledger.io/",

 "tagline":"Best for tax-pro assistance on demand",

 "why_use_it":"DIY software plus optional tax strategy consults and filing assistance. Solid reporting with emphasis on loss harvesting and a unified spreadsheet view.",

 "best_for":"U.S. filers; users wanting hands-on help; mixed income (staking/mining)",

 "notable_features":["Tax loss harvesting tool","Grand Unified Spreadsheet","In-house tax services"],

 "fees_notes":"Free tier available; premium plans and paid consults/tax filing.",

 "regions":"US/Global",

 "alternatives":["TokenTax","Koinly"]

}

Features & services from official pages. ZenLedger+2ZenLedger+2

6. TokenTax — Best full-service + complex reconciliations

{

 "name":"TokenTax",

 "url":"https://tokentax.co/",

 "tagline":"Best full-service + complex reconciliations",

 "why_use_it":"Hybrid model: powerful software plus CPAs who will reconcile edge cases (bridges, LPs, DEX fees). Plans scale up to white-glove VIP with audit support.",

 "best_for":"Active traders; complex DeFi; high-net-worth; back-tax cleanups",

 "notable_features":["CPA-backed filing","Advanced accounting methods (FIFO/LIFO/HIFO)","Enterprise & VIP options"],

 "fees_notes":"Multiple tiers from DIY to VIP; enterprise custom pricing.",

 "regions":"Global",

 "alternatives":["ZenLedger","Ledgible"]

}

Plans & accounting methods per official site. TokenTax+2TokenTax+2

7. Coinpanda — Best for multi-country filers

{

 "name":"Coinpanda",

 "url":"https://coinpanda.io/",

 "tagline":"Best for multi-country filers",

 "why_use_it":"Strong global coverage (65+ countries) and exports for local forms. Handy if you moved jurisdictions or need non-U.S. reports alongside IRS forms.",

 "best_for":"Expats; EU/APAC filers; users juggling multiple tax regimes",

 "notable_features":["Country-specific reports","IRS Form 8949 & Schedule D","Broad exchange/wallet support"],

 "fees_notes":"Pricing tiers by transaction count; free to try.",

 "regions":"Global (65+ countries)",

 "alternatives":["Blockpit","CryptoTaxCalculator"]

}

Coverage and report exports per official pages. Coinpanda+2Coinpanda+2

8. Ledgible — Best for tax professionals & firms

{

 "name":"Ledgible",

 "url":"https://ledgible.io/",

 "tagline":"Best for tax professionals & firms",

 "why_use_it":"Built for tax pros with client billing, pro dashboards, and accounting integrations. Good bridge between retail clients and professional software workflows.",

 "best_for":"CPAs/EAs; multi-client firms; advanced retail users with a pro",

 "notable_features":["Pro portal & client billing","1099/8949/Schedule D outputs","Accounting/ERP integrations"],

 "fees_notes":"Pro portal free; clients pay per-report (customizable).",

 "regions":"US/Global",

 "alternatives":["TokenTax","CoinTracker"]

}

Professional focus and pricing model per official site. Ledgible+1

9. CoinTracking — Best for data nerds & long-time traders

{

 "name":"CoinTracking",

 "url":"https://cointracking.info/",

 "tagline":"Best for data nerds & long-time traders",

 "why_use_it":"One of the longest-running portfolio + tax tools with deep historical imports and flexible reports. Appeals to users with large archives and custom CSVs.",

 "best_for":"Power users; traders with legacy data; hybrid hodlers/traders",

 "notable_features":["300+ exchange/wallet imports","DeFi/NFT support","Detailed tax and performance reports"],

 "fees_notes":"Free tier + paid plans; supports many jurisdictions.",

 "regions":"Global",

 "alternatives":["CoinTracker","Coinpanda"]

}

Core claims from official product pages. cointracking.info+1

10. Blockpit — Best for Europe & Accointing migrations

{

 "name":"Blockpit",

 "url":"https://www.blockpit.io/",

 "tagline":"Best for Europe & Accointing migrations",

 "why_use_it":"EU-focused platform with clear U.S. support and a streamlined migration path from Accointing (which sunset in 2024). Good documentation and transparent pricing.",

 "best_for":"EU users; ex-Accointing users; mixed CEX+DeFi portfolios",

 "notable_features":["Accointing migration","IRS-aligned U.S. reports","Mobile app & portfolio tracking"],

 "fees_notes":"Free tracking; paid tax reports tiered by transactions.",

 "regions":"EU/US (Global coverage increasing)",

 "alternatives":["Coinpanda","CryptoTaxCalculator"]

}

Accointing migration + pricing and U.S. alignment per official pages. Blockpit+3Blockpit Helpcenter+3Blockpit+3

Decision Guide: Best By Use Case

  • Quick U.S. filing, simple stack: CoinLedger or Koinly

  • Year-round portfolio + taxes in one: CoinTracker or CoinTracking

  • Heavy DeFi/NFTs or complex on-chain: CryptoTaxCalculator or TokenTax (full service)

  • Tax pro / multi-client firm: Ledgible

  • Multi-country reporting (EU/APAC): Coinpanda or Blockpit

  • Migrating from Accointing: Blockpit

  • Want audit support / VIP: TokenTax

How to Choose the Right crypto tax reporting & portfolio reconciliation software (Checklist)

  • Jurisdiction & forms: Does it export the forms you need (e.g., IRS 8949/Schedule D; HMRC; ATO)?

  • Integrations & coverage: Wallets, exchanges, chains, DeFi protocols, NFTs you actually use.

  • Reconciliation depth: Handles bridges, LP removals, MEV, staking rewards, airdrops, and fees correctly.

  • Cost model: Transactions-based tiers vs. flat; consider your volume this year and next.

  • UX & error fixing: Clear warnings, duplicate detection, missing cost-basis tools.

  • Security: 2FA, read-only API keys, data retention controls.

  • Support: CPA access, pro plans, or community docs.

  • Red flags: No recent updates; vague pricing; no exportable audit trail.

Use Token Metrics With Any crypto tax reporting & portfolio reconciliation software

  • AI Ratings to screen coins and reduce churn trading.
  • Narrative Detection to spot momentum before it hits your P&L.

  • Portfolio Optimization to size positions intelligently.

  • Alerts/Signals to avoid taxable churn and plan harvest windows.
    Workflow: Research in Token Metrics → Select provider above → Import/sync & reconcile → Monitor with TM alerts.


Primary CTA: Start free trial.

Security & Compliance Tips

  • Enable 2FA; use read-only API keys; revoke old keys.

  • Keep a wallet hygiene routine (label internal transfers, track bridges and gas).

  • Maintain off-exchange backups of CSVs and address lists.

  • Follow KYC/AML rules at your provider; understand 1099/DA broker reporting starting in 2025. TurboTax

This article is for research/education, not financial advice.

Beginner Mistakes to Avoid

  • Treating transfers as taxable sales (fix with proper labeling).

  • Ignoring fees and LP add/remove entries (cost basis breaks).

  • Mixing personal and business wallets without tagging.

  • Waiting until April—fixing mismatches takes time.

  • Relying on a single source export (always keep on-chain + CEX records).

FAQs

What is crypto tax software?
It’s software that aggregates your exchange, wallet, and on-chain activity to calculate cost basis and produce compliant tax forms for your jurisdiction. Most tools support IRS Form 8949/Schedule D in the U.S. and local equivalents elsewhere.

How do I file crypto taxes with software?

  1. Connect exchanges/wallets with read-only APIs or public addresses; 2) Import CSVs for gaps; 3) Review warnings/missing cost basis; 4) Generate forms and file directly or export to TurboTax/your CPA. Most tools offer a free preview before you pay. Koinly

Which crypto tax app is best for DeFi/NFTs?
CryptoTaxCalculator, TokenTax (with pro help), and Coinpanda have strong DeFi/NFT coverage. Choose based on your chains/protocols and whether you want full-service support. Crypto Tax Calculator+2TokenTax+2

What changed for 2025 U.S. crypto taxes?
Broker reporting (Form 1099-DA) begins for the 2025 tax year, expanding third-party information reporting. You still must report all crypto disposals even without a form. TurboTax

Can I use TurboTax with these tools?
Yes—most export to TurboTax/H&R Block or generate importable files. If you only used one exchange (e.g., Coinbase), you may be able to file directly; multi-platform activity benefits from a dedicated crypto tax app. cointracker.io+1

Is Crypto.com Tax still available?
No. Crypto.com deprecated its free tax tool in June 2024 and now partners with Koinly and TokenTax. Crypto.com Help Center

Conclusion + Related Reads

If you want fast, reliable filing, start with Koinly or CoinLedger. Need portfolio + tax together? Try CoinTracker or CoinTracking. For complex DeFi/NFTs, pick CryptoTaxCalculator or full-service TokenTax. Multi-country or EU-heavy? Coinpanda or Blockpit. Tax pros and firms should consider Ledgible.
Related Reads:

  • Best Cryptocurrency Exchanges 2025

  • Top Derivatives Platforms 2025

  • Top Institutional Custody Providers 2025

Sources & Update Notes

We reviewed official product, pricing, guides, and security pages for each provider; we avoided third-party reviews for claims. Updated September 2025.

Context: TurboTax crypto changes; Crypto.com Tax deprecation; Coinbase discounts page. TurboTax+2Crypto.com Help Center+2

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Token Metrics Team
Token Metrics Team

Recent Posts

Research

Moonshots API: Discover Breakout Tokens Before the Crowd

Token Metrics Team
5
MIN

The biggest gains in crypto rarely come from the majors. They come from Moonshots—fast-moving tokens with breakout potential. The Moonshots API surfaces these candidates programmatically so you can rank, alert, and act inside your product. In this guide, you’ll call /v2/moonshots, display a high-signal list with TM Grade and Bullish tags, and wire it into bots, dashboards, or screeners in minutes. Start by grabbing your key at Get API Key, then Run Hello-TM and Clone a Template to ship fast.

What You’ll Build in 2 Minutes

Why This Matters

Discovery that converts. Users want more than price tickers, they want a curated, explainable list of high-potential tokens. The Moonshots API encapsulates multiple signals into a short list designed for exploration, alerts, and watchlists you can monetize.

Built for builders. The endpoint returns a consistent schema with grade, signal, and context so you can immediately sort, badge, and trigger workflows. With predictable latency and clear filters, you can scale to dashboards, mobile apps, and headless bots without reinventing the discovery pipeline.

Where to Find The Moonshots API

The cURL request for the Moonshots endpoint is displayed in the top right of the API Reference. Grab it and start tapping into the potential!

How It Works (Under the Hood)

The Moonshots endpoint aggregates a set of evidence—often combining TM Grade, signal state, and momentum/volume context—into a shortlist of breakout candidates. Each row includes a symbol, grade, signal, and timestamp, plus optional reason tags for transparency.

For UX, a common pattern is: headline list → token detail where you render TM Grade (quality), Trading Signals (timing), Support/Resistance (risk placement), Quantmetrics (risk-adjusted performance), and Price Prediction scenarios. This enables users to understand why a token was flagged and how to act with risk controls.

Polling vs webhooks. Dashboards typically poll with short-TTL caching. Alerting flows use scheduled jobs or webhooks to smooth traffic and avoid duplicates. Always make notifications idempotent.

Production Checklist

Use Cases & Patterns

Next Steps

FAQs

1) What does the Moonshots API return?

A list of breakout candidates with fields such as symbol, tm_grade, signal (often Bullish/Bearish), optional reason tags, and updated_at. Use it to drive discover tabs, alerts, and watchlists.

2) How fresh is the list? What about latency/SLOs?

The endpoint targets predictable latency and timely updates for dashboards and alerts. Use short-TTL caching and queued jobs/webhooks to avoid bursty polling.

3) How do I use Moonshots in a trading workflow?

Common stack: Moonshots for discovery, Trading Signals for timing, Support/Resistance for SL/TP, Quantmetrics for sizing, and Price Prediction for scenario context. Always backtest and paper-trade first.

4) I saw results like “+241%” and a “7.5% average return.” Are these guaranteed?

No. Any historical results are illustrative and not guarantees of future performance. Markets are risky; use risk management and testing.

5) Can I filter the Moonshots list?

Yes—pass parameters like min_grade, signal, and limit (as supported) to tailor to your audience and keep pages fast.

6) Do you provide SDKs or examples?

REST works with JavaScript and Python snippets above. Docs include quickstarts, Postman collections, and templates—start with Run Hello-TM.

7) Pricing, limits, and enterprise SLAs?

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

Research

Support and Resistance API: Auto-Calculate Smart Levels for Better Trades

Token Metrics Team
4
MIN

Most traders still draw lines by hand in TradingView. The support and resistance API from Token Metrics auto-calculates clean support and resistance levels from one request, so your dashboard, bot, or alerts can react instantly. In minutes, you’ll call /v2/resistance-support, render actionable levels for any token, and wire them into stops, targets, or notifications. Start by grabbing your key on Get API Key, then Run Hello-TM and Clone a Template to ship a production-ready feature fast.

What You’ll Build in 2 Minutes

A minimal script that fetches Support/Resistance via /v2/resistance-support for a symbol (e.g., BTC, SOL).

  • A one-liner curl to smoke-test your key.
  • A UI pattern to display nearest support, nearest resistance, level strength, and last updated time.

Next Endpoints to add

  • /v2/trading-signals (entries/exits)
  • /v2/hourly-trading-signals (intraday updates)
  • /v2/tm-grade (single-score context)
  • /v2/quantmetrics (risk/return framing)

Why This Matters

Precision beats guesswork. Hand-drawn lines are subjective and slow. The support and resistance API standardizes levels across assets and timeframes, enabling deterministic stops and take-profits your users (and bots) can trust.

Production-ready by design. A simple REST shape, predictable latency, and clear semantics let you add levels to token pages, automate SL/TP alerts, and build rule-based execution with minimal glue code.

Where to Find

Need the Support and Resistance data? The cURL request for it is in the top right of the API Reference for quick access.

👉 Keep momentum: Get API KeyRun Hello-TMClone a Template

How It Works (Under the Hood)

The Support/Resistance endpoint analyzes recent price structure to produce discrete levels above and below current price, along with strength indicators you can use for priority and styling. Query /v2/resistance-support?symbol=<ASSET>&timeframe=<HORIZON> to receive arrays of level objects and timestamps.

Polling vs webhooks. For dashboards, short-TTL caching and batched fetches keep pages snappy. For bots and alerts, use queued jobs or webhooks (where applicable) to avoid noisy, bursty polling—especially around market opens and major events.

Production Checklist

  • Rate limits: Respect plan caps; add client-side throttling.
  • Retries/backoff: Exponential backoff with jitter for 429/5xx; log failures.
  • Idempotency: Make alerting and order logic idempotent to prevent duplicates.
  • Caching: Memory/Redis/KV with short TTLs; pre-warm top symbols.
  • Batching: Fetch multiple assets per cycle; parallelize within rate limits.
  • Threshold logic: Add %-of-price buffers (e.g., alert at 0.3–0.5% from level).
  • Error catalog: Map common 4xx/5xx to actionable user guidance; keep request IDs.
  • Observability: Track p95/p99; measure alert precision (touch vs approach).
  • Security: Store API keys in a secrets manager; rotate regularly.

Use Cases & Patterns

  • Bot Builder (Headless): Use nearest support for stop placement and nearest resistance for profit targets. Combine with /v2/trading-signals for entries/exits and size via Quantmetrics (volatility, drawdown).
  • Dashboard Builder (Product): Add a Levels widget to token pages; badge strength (e.g., High/Med/Low) and show last touch time. Color the price region (below support, between levels, above resistance) for instant context.
  • Screener Maker (Lightweight Tools): “Close to level” sort: highlight tokens within X% of a strong level. Toggle alerts for approach vs breakout events.
  • Risk Management: Create policy rules like “no new long if price is within 0.2% of strong resistance.” Export daily level snapshots for audit/compliance.

Next Steps

  • Get API Key — generate a key and start free.
  • Run Hello-TM — verify your first successful call.
  • Clone a Template — deploy a levels panel or alerts bot today.
  • Watch the demo: Compare plans: Scale confidently with API plans.

FAQs

1) What does the Support & Resistance API return?

A JSON payload with arrays of support and resistance levels for a symbol (and optional timeframe), each with a price and strength indicator, plus an update timestamp.

2) How timely are the levels? What are the latency/SLOs?

The endpoint targets predictable latency suitable for dashboards and alerts. Use short-TTL caching for UIs, and queued jobs or webhooks for alerting to smooth traffic.

3) How do I trigger alerts or trades from levels?

Common patterns: alert when price is within X% of a level, touches a level, or breaks beyond with confirmation. Always make downstream actions idempotent and respect rate limits.

4) Can I combine levels with other endpoints?

Yes—pair with /v2/trading-signals for timing, /v2/tm-grade for quality context, and /v2/quantmetrics for risk sizing. This yields a complete decide-plan-execute loop.

5) Which timeframe should I use?

Intraday bots prefer shorter horizons; swing/position dashboards use daily or higher-timeframe levels. Offer a timeframe toggle and cache results per setting.

6) Do you provide SDKs or examples?

Use the REST snippets above (JS/Python). The docs include quickstarts, Postman collections, and templates—start with Run Hello-TM.

7) Pricing, limits, and enterprise SLAs?

Begin free and scale as you grow. See API plans for rate limits and enterprise SLA options.

Disclaimer

This content is for educational purposes only and does not constitute financial advice. Always conduct your own research before making any trading decisions.

Research

Quantmetrics API: Measure Risk & Reward in One Call

Token Metrics Team
5
MIN

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.

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

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.

Choose from Platinum, Gold, and Silver packages
Reach with 25–30% open rates and 0.5–1% CTR
Craft your own custom ad—from banners to tailored copy
Perfect for Crypto Exchanges, SaaS Tools, DeFi, and AI Products