Announcements

Build AI-Powered Crypto Trading Bots in Minutes: Token Metrics Partners with Cline for Seamless Crypto API Integration

We're excited to announce a powerful new integration between Token Metrics and Cline bringing together the most advanced crypto API on the market and an AI-native coding environment purpose-built for building and testing AI crypto trading bots.
Token Metrics Team
8 min
MIN

Combine the Best Crypto API with Cline’s AI Coding Environment to Automate Smarter Trades—Faster

The world of crypto development just leveled up.

We're excited to announce a powerful new integration between Token Metrics and Cline (via the Roo Code extension)—bringing together the most advanced crypto API on the market and an AI-native coding environment purpose-built for building and testing crypto trading bots.

This partnership unlocks the ability to rapidly prototype, test, and launch intelligent trading strategies using real-time data from Token Metrics directly inside Cline, making it easier than ever for developers and traders to build in the crypto economy.

In this post, we’ll show you exactly how this works, walk through a working example using the Hyperliquid token, and explain why Token Metrics is the best crypto API to use with Cline for next-gen trading automation.

What Is Cline (Roo Code)?

Cline is an AI-first coding assistant designed to turn ideas into code through conversational prompts. With the Roo Code extension in Visual Studio Code, Cline transforms your IDE into an AI-native environment, allowing you to:

  • Write and debug code using natural language
  • Chain tools and APIs together with zero setup
  • Backtest and optimize strategies within a single flow

By integrating Token Metrics’ cryptocurrency API through its MCP (Multi-Client Protocol) server, developers can access real-time grades, trading signals, quant metrics, and risk insights—all through AI-driven prompts.

This combo of live crypto data and AI-native coding makes Cline one of the fastest ways to build trading bots today.

What Is Token Metrics MCP & API?

The Token Metrics API is the ultimate toolkit for crypto developers. It's a high-performance, developer-focused crypto API that gives you:

  • AI-powered Trader & Investor Grades
  • Buy/Sell Signals for bull/bear market detection
  • Support & Resistance Levels
  • Sentiment Analysis
  • Quantitative Metrics including ROI, performance vs. BTC, and more
  • Full Token Reports & Rankings

These features are now accessible via the MCP server—a gateway that standardizes access to Token Metrics data for AI agents, bots, dashboards, and more.

Whether you’re building a Telegram bot, a trading terminal, or a portfolio optimizer, the Token Metrics MCP setup with Cline makes it seamless.

Step-by-Step: Build a Trading Bot in Cline Using Token Metrics

Here’s a walkthrough of how you can build a complete AI-powered trading bot using Cline and the Token Metrics API.

1. Set Up Your Project in Visual Studio Code

Open VS Code and click “Open Folder.” Name your project something fun—like “Hype Bot.”
Then go to the Extensions tab, search for “Roo Code” (the advanced version of Cline), and install it.

2. Connect to the Token Metrics MCP Server

Once installed:

  • Click the MCP icon in the sidebar.
  • Choose “Edit Global MCP.”
  • Visit the official Token Metrics MCP Instructions and copy the full configuration block.
  • Paste it into your global MCP settings in Cline.

🎉 Now your environment is live, and you’re connected to the best crypto API on the market.

3. Explore the API with a Prompt

Inside Cline, simply prompt:

“Explore the Token Metrics API and analyze the Hyperliquid token.”

In seconds, the agent fetches and returns detailed insights—including investor grade, sentiment shifts, trading volume, and support/resistance levels for Hyperliquid. It even detects patterns not visible on typical trading platforms.

4. Generate a Trading Strategy

Next prompt:

“Create a trading strategy using this data.”

The agent responds with a full Python trading script based on AI signals from the API—complete with buy/sell logic, thresholds, and data pipelines.

5. Run Backtests and Analyze Performance

Cline automatically generates a backtest file and plots a performance chart.

For example:

  • Portfolio grew from $10,000 to $10,600
  • 27 trades, with an 18.5% win rate
  • Maximum drawdown of 14%
  • Realistic insights into risk-adjusted returns

This is real-time data, real code, real results—all built through a few smart prompts.

Why This Partnership Matters

đź”— Natural-Language-Powered Crypto Development

No more hours spent reading docs or integrating messy SDKs. With Cline + Token Metrics, you talk to your agent, and it builds the bot, fetches the data, and runs the strategy.

⚙️ Best-in-Class Crypto Market Intelligence

Token Metrics provides professional-grade market signals used by hedge funds, traders, and analysts. With 80+ metrics per token, it’s the most detailed cryptocurrency API available—now accessible to indie devs and builders via Cline.

⚡ Build, Test, Iterate—Fast

Backtesting, strategy generation, and data access happen within seconds. This drastically cuts time-to-market for MVPs, AI assistants, and algo bots.

Use Cases You Can Build

  • Hype Token Trading Bots – Surf emerging narratives like Memecoins, RWA, or AI.
  • Risk-Managed Portfolios – Adjust exposure based on grades and market phases.
  • Discord/Telegram Bots – Stream top-performing tokens with real-time buy alerts.
  • CEX/DEX Strategy Automation – Monitor performance across centralized and decentralized exchanges.
  • Quant Research Dashboards – Power internal tools with Token Metrics data for investment committees or research teams.

Why Token Metrics Is the Best Crypto API for Cline Developers

  • âś… Built for AI Workflows – Easy to use via prompts, structured for agent consumption.
  • âś… Real-Time Coverage – Stay updated on narrative-driven tokens before they pump.
  • âś… Secure & Scalable – Use API keys, MCP servers, and secure backtest environments.
  • âś… Free to Start – Includes 5,000 free API calls so you can build before committing.

Final Thoughts

The future of building in crypto is agent-driven, data-rich, and fast.

This integration between Token Metrics and Cline proves that with the right tools, anyone can turn an idea into a trading bot in under 10 minutes—using real-time market data, AI-grade analysis, and seamless backtesting in one workflow.

No manual coding. No noise. Just results.

Start building smarter bots today:
👉 Get your API Key on Token Metrics
👉 Install Roo Code and connect Cline

Watch demo here!

Let’s build the next generation of crypto trading together.

Build Smarter Crypto Apps &
AI Agents in Minutes, Not Months
Real-time prices, trading signals, and on-chain insights all from one powerful API.
Grab a Free API Key
Token Metrics Team
Token Metrics Team

Recent Posts

Research

Best Crypto Law Firms (2025)

Sam Monac
5 min
MIN

Why law firms for crypto, blockchain & digital assets matter in September 2025

If you touch tokens, stablecoins, exchanges, DeFi, custody, or tokenized RWAs, your choice of counsel can make or break the roadmap. This guide ranks the best crypto law firms for 2025, with a practical look at who they’re best for, where they operate, and what to consider on fees, scope, and risk. In one line: a crypto law firm is a multidisciplinary legal team that advises on digital asset regulation, transactions, investigations, and disputes.
Macro backdrop: the U.S. regulatory stance is shifting (e.g., an SEC crypto task force and fresh policy signals), while the EU’s MiCA, UK rules, and APAC regimes continue to evolve—raising the stakes for compliant go-to-market and ops. Sidley Austin+1

How We Picked (Methodology & Scoring)

  • Scale (mapped from “liquidity,” 30%): depth of bench across regulatory, corporate, enforcement, litigation, restructuring.

  • Security posture (25%): track record in compliance, investigations, audits, risk, and controls.

  • Coverage (15%): multi-jurisdictional reach (US/EU/APAC), ability to coordinate cross-border matters.

  • Costs (15%): transparency on scoping; ability to structure work efficiently for stage and size.

  • UX (10%): clarity, speed, practical guidance for founders and institutions.

  • Support (5%): responsiveness; client tools (trackers, hubs, resource centers).

Data sources: official firm practice pages, security/regulatory hubs, and disclosures; third-party market datasets used only as cross-checks. Last updated: September 2025.

Top 10 law firms for crypto, blockchain & digital assets in September 2025

1. Latham & Watkins — Best for full-stack, cross-border matters

  • Why Use It: Latham’s Digital Assets & Web3 team spans regulatory, transactions, and litigation, with dedicated coverage of exchanges, infrastructure providers, miners, DAOs, and tokenization. Deep financial regulatory and tech bench supports complex, global plays. lw.com+1

  • Best For: Global operators; exchanges/market infrastructure; tokenization/RWA; enterprise Web3.

  • Notable Features: Global financial regulatory team; DAO/NFT/DeFi expertise; structured products/derivatives; privacy/cybersecurity support. lw.com+2lw.com+2

  • Consider If: Premium BigLaw pricing; scope thoroughly.

  • Regions: Global

  • Fees Notes: Bespoke; request scoping and staged budgets.

  • Alternatives: Skadden, A&O Shearman

2. Davis Polk & Wardwell — Best for U.S. regulatory strategy & market structure

  • Why Use It: Longstanding financial institutions focus with crypto trading, custody, and product structuring experience; maintains a public Crypto Regulation Hub and frequent client updates. Strong SEC/CFTC/ETP literacy. Davis Polk+2Davis Polk+2

  • Best For: Banks/broker-dealers; asset managers/ETPs; trading venues; fintechs.

  • Notable Features: Product structuring; payments & market infra; bank/BD/ATS issues; policy tracking. Davis Polk

  • Consider If: Focus is primarily U.S.; engage local counsel for APAC.

  • Regions: US/EU (with partner firms)

  • Fees Notes: Premium; ask about blended rates and caps for regulatory sprints.

  • Alternatives: Sidley, WilmerHale

3. Skadden, Arps, Slate, Meagher & Flom LLP — Best for complex deals, enforcement & high-stakes disputes

  • Why Use It: Broad digital assets group spanning DeFi, L2s, NFTs, stablecoins, DAOs, and custody—plus capital markets and investigations. Recent materials highlight breadth across technology transactions, privacy, and regulatory. Skadden+1

  • Best For: Public companies; unicorns; exchanges; token/NFT platforms.

  • Notable Features: SEC/NYDFS engagement; funds formation; tax and privacy guidance; M&A/capital markets. Skadden

  • Consider If: Suited to complex or contentious matters; pricing reflects that.

  • Regions: Global

  • Fees Notes: Matter-based staffing; clarify discovery/enforcement budgets early.

  • Alternatives: Latham, Quinn Emanuel

4. Sidley Austin LLP — Best for licensing, payments & U.S.–EU regulatory strategy

  • Why Use It: Multidisciplinary fintech/blockchain team with strong money transmission, securities, broker-dealer, and global regulatory capabilities; publishes timely bulletins on fast-moving U.S. policy. Sidley Austin+2Sidley Austin+2

  • Best For: Payments/MTLs; trading venues; funds/advisers; tokenization pilots.

  • Notable Features: Fund formation; AML program design; cross-border counsel (SEC, CFTC, FINRA; UK/HK/EU). Sidley Austin

  • Consider If: Heavier on financial-services lens; ensure web3 product counsel is in scope.

  • Regions: US/EU/APAC

  • Fees Notes: Ask about fixed-fee licensing packages.

  • Alternatives: Davis Polk, Hogan Lovells

5. A&O Shearman — Best for multi-jurisdictional matters across US/UK/EU

  • Why Use It: The merged transatlantic firm offers a deep digital assets bench spanning banking, markets, disputes, and restructuring, with active insights on fintech and crypto. A&O Shearman+2A&O Shearman+2

  • Best For: Global exchanges and issuers; banks/EMIs; cross-border investigations; MiCA + U.S. buildouts.

  • Notable Features: UK/EU licensing; U.S. markets issues; contentious & non-contentious coverage under one roof. A&O Shearman

  • Consider If: Validate local counsel for non-core APAC jurisdictions.

  • Regions: Global

  • Fees Notes: Expect BigLaw rates; request phased milestones.

  • Alternatives: Latham, Hogan Lovells

6. Perkins Coie LLP — Best for builders & early-stage web3

  • Why Use It: One of the earliest major-firm blockchain groups; counsels across projects, fintech/payments, and enforcement, and maintains public regulatory trackers and timelines. Perkins Coie+1

  • Best For: Protocol teams; startups; marketplaces; payments/fintechs.

  • Notable Features: SEC/CFTC timelines; global regulatory trackers; AML/sanctions and licensing support. Perkins Coie

  • Consider If: For late-stage, compare bench size on multi-jurisdiction disputes.

  • Regions: US with global reach

  • Fees Notes: Often startup-friendly scoping; confirm billing model.

  • Alternatives: Cooley, Wilson Sonsini

7. Kirkland & Ellis LLP — Best for funds, M&A and restructuring overlays

  • Why Use It: Market-leading platform for investment funds, M&A, investigations, and restructurings—useful when crypto intersects with bankruptcy, PE, or complex transactions. Global footprint with expanding broker-dealer and exchange experience. Kirkland & Ellis LLP+2Kirkland & Ellis LLP+2

  • Best For: Funds/asset managers; distressed situations; strategic M&A; enterprise pivots.

  • Notable Features: Government/regulatory investigations; investment funds; global disputes and restructuring. Kirkland & Ellis LLP

  • Consider If: No single “crypto hub” page—confirm dedicated team for token issues up front.

  • Regions: Global

  • Fees Notes: Complex matters = premium; align on discovery scope.

  • Alternatives: Skadden, Quinn Emanuel

8. Cooley LLP — Best for venture-backed startups & token launches

  • Why Use It: Tech-first firm with robust startup and capital markets DNA; advises on MiCA/FCA regimes in Europe and U.S. compliance for tokenization. Cooley+2Cooley+2

  • Best For: Seed-to-growth startups; token/NFT platforms; enterprise pilots.

  • Notable Features: Company formation to IPO; MiCA/FCA guidance; policy insights; product counseling. Cooley

  • Consider If: For heavy U.S. enforcement, compare with litigation-heavy peers.

  • Regions: US/EU

  • Fees Notes: Startup-friendly playbooks; discuss fixed-fee packages.

  • Alternatives: Perkins Coie, Wilson Sonsini

9. WilmerHale — Best for investigations, enforcement & policy engagement

  • Why Use It: Deep securities, futures, and derivatives roots; active “Crypto Currently” news center and webinars reflect policy fluency and regulator-facing experience. WilmerHale+2WilmerHale+2

  • Best For: Public companies; trading venues; market infra; sensitive investigations.

  • Notable Features: SEC/CFTC enforcement defense; policy monitoring; litigation and appellate support. WilmerHale

  • Consider If: Suited to complex/contested matters; ensure day-to-day ops support is included.

  • Regions: US/EU

  • Fees Notes: Premium; align on incident response budget.

  • Alternatives: Davis Polk, Sidley

10. Hogan Lovells — Best for global licensing, sanctions & public policy

  • Why Use It: Global digital assets team with dedicated Digital Assets & Blockchain Hub, frequent payments/PSD3/MiCA insights, and public policy depth—useful for cross-border licensing and government engagement. www.hoganlovells.com+2digital-client-solutions.hoganlovells.com+2

  • Best For: Global exchanges/EMIs; banks; tokenization programs; policy-heavy strategies.

  • Notable Features: Multi-jurisdiction licensing; sanctions/AML; disputes and arbitration; regulatory trackers. digital-client-solutions.hoganlovells.com

  • Consider If: BigLaw pricing; clarify deliverables for fast-moving launches.

  • Regions: Global

  • Fees Notes: Ask about phased licensing workstreams.

  • Alternatives: A&O Shearman, Sidley

Decision Guide: Best By Use Case

  • Regulated U.S. market structure (venues, ETPs): Davis Polk, WilmerHale

  • Global, enterprise-grade multi-workstream: Latham, A&O Shearman

  • Complex deals, investigations & disputes: Skadden, Kirkland

  • Payments & money transmission licensing: Sidley, Hogan Lovells

  • Startup & token launch playbooks: Perkins Coie, Cooley

  • Litigation-first backup (if contested): Skadden; consider Quinn Emanuel as an alternative (not listed in Top 10)

How to Choose the Right Law Firm (Checklist)

  • Jurisdictions you operate in (US/EU/APAC) and regulators you’ll face.

  • Scope: corporate, regulatory, enforcement, litigation, restructuring—do they cover your stack?

  • Security & compliance posture: AML/sanctions, custody rules, broker-dealer/adviser obligations.

  • Fees: insist on scoping, budgets, and milestones; ask about blended rates or fixed-fee modules.

  • Team: named partners + day-to-day associates; response times and communication norms.

  • Tooling: client hubs/trackers and policy updates.

  • Red flags: vague scope, no cross-border coordination, or “we’ve never done X in Y jurisdiction.”

Use Token Metrics With Any Law Firm

  • AI Ratings to screen counterparties and venue risk.
  • Narrative Detection to spot flows and policy-driven momentum.

  • Portfolio Optimization to balance risk around regulatory events.

  • Alerts/Signals to time entries/exits when legal catalysts hit.
    Workflow: Research → Select → Execute with your firm → Monitor with alerts.

Primary CTA: Start free trial

Security & Compliance Tips

  • Enforce strong 2FA and role-based access on exchange/broker accounts counsel touches.

  • Set custody architecture and segregation early (on/off-exchange, MPC/HSM, signers).

  • Complete KYC/AML and travel rule readiness; map licensure (e.g., MTL, MiCA).

  • Use written RFQs/SOWs; document advice paths for auditability.

  • Maintain wallet hygiene: least-privilege, whitelists, and incident playbooks.

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

Beginner Mistakes to Avoid

  • Hiring “general corporate” counsel for a regulatory problem.

  • Under-scoping licensing (e.g., money transmission, broker-dealer, MiCA).

  • Treating enforcement as PR—engage litigation/ex-government experience early.

  • Launching tokens without jurisdictional analysis and disclosures.

  • No budget guardrails: failing to phase work or set milestones.

FAQs

What does a crypto law firm actually do?
They advise on token and product structuring, licensing (e.g., money transmission, MiCA), securities/commodities issues, AML/sanctions, and handle investigations, litigation, deals, and restructurings. Many also publish policy trackers and hubs to keep clients current. Davis Polk+2Perkins Coie+2

How much do top crypto law firms cost?
Rates vary by market and complexity. Expect premium pricing for multi-jurisdictional or contested matters. Ask for detailed scopes, blended rates, and fixed-fee modules for licensing or audits.

Do I need a U.S. firm if I’m launching in the EU under MiCA?
Often yes—especially if you have U.S. users, listings, or investors. Use an EU lead for MiCA, coordinated with U.S. counsel for extraterritorial touchpoints and future expansion. Cooley

Which firms are strongest for enforcement risk?
WilmerHale, Davis Polk, Skadden, and Sidley bring deep SEC/CFTC literacy and investigations experience; assess fit by recent publications and team bios. Sidley Austin+3WilmerHale+3Davis Polk+3

Can these firms help with tokenization and RWAs?
Yes. Look for demonstrated work on structured products/derivatives, custody, and financial-market infrastructure, plus privacy/cyber overlays. lw.com

Conclusion + Related Reads

For U.S. market structure or sensitive investigations, Davis Polk and WilmerHale are hard to beat. For global, multi-workstream matters, start with Latham or A&O Shearman. Builders and venture-backed teams often pair Perkins Coie or Cooley with a litigation-ready option like Skadden. Whatever you choose, scope tightly, budget in phases, and align counsel with your roadmap.
Related Reads:

  • Best Cryptocurrency Exchanges 2025

  • Top Derivatives Platforms 2025

  • Top Institutional Custody Providers 2025

Sources & Update Notes

We reviewed official digital-asset/fintech practice pages, firm resource hubs, and recent official insights; no third-party sites were linked in-body. Updated September 2025 for U.S. policy changes and EU MiCA implementation status.

  • Latham & Watkins — “Digital Assets & Web3 Lawyers”; “Financial Regulatory.” lw.com+1

  • Davis Polk — “Cryptocurrency & Digital Assets”; “Crypto Regulation Hub.” Davis Polk+1

  • Skadden — “Blockchain and Digital Assets” (site + brochure). Skadden+1

  • Sidley Austin — “Fintech”; “Blockchain” capabilities; recent Blockchain Bulletin. Sidley Austin+2Sidley Austin+2

  • A&O Shearman — “Digital assets lawyers”; “A&O Shearman on fintech and digital assets”; digital assets brochure. A&O Shearman+2A&O Shearman+2

  • Perkins Coie — “Blockchain & Digital Assets” + regulatory trackers. Perkins Coie+1

  • Kirkland & Ellis — “Financial Technology (FinTech)” + firm capabilities and news. Kirkland & Ellis LLP+2Kirkland & Ellis LLP+2

  • Cooley — “Blockchain Technology & Tokenization”; EU MiCA insights. Cooley+1

  • WilmerHale — “Blockchain and Cryptocurrency”; Crypto Currently resources. WilmerHale+1

Hogan Lovells — “Digital Assets and Blockchain”; Digital Assets & Blockchain Hub; Payments newsletter. www.hoganlovells.com+2digital-client-solutions.hoganlovells.com+2

Research

Best Index Providers & Benchmark Services (2025)

Sam Monac
5 min
MIN

Why Crypto Index Providers & Benchmark Services Matter in September 2025

Crypto index providers give institutions and advanced investors rules-based, auditable ways to measure the digital asset market. In one sentence: a crypto index provider designs and administers regulated benchmarks—like price indices or market baskets—that funds, ETPs, quants, and risk teams can track or license. As liquidity deepens and regulation advances, high-integrity benchmarks reduce noise, standardize reporting, and enable products from passive ETPs to factor strategies.
If you’re comparing crypto index providers for portfolio measurement, product launches, or compliance reporting, this guide ranks the best options now—what they do, who they fit, and what to consider across security posture, coverage, costs, and support.

How We Picked (Methodology & Scoring)

  • Liquidity (30%) – Does the provider screen venues/liquidity robustly and publish transparent inclusion rules?

  • Security & Governance (25%) – Benchmark authorization/registration, governance committees, calculation resilience, and public methodologies/audits.

  • Coverage (15%) – Breadth across single-asset, multi-asset, sectors/factors, and region eligibility.

  • Costs (15%) – Licensing clarity, data access models, and total cost to operate products.

  • UX (10%) – Docs, factsheets, ground rules, rebalancing cadence, client tooling.

  • Support (5%) – Responsiveness, custom index build capacity, enterprise integration.

We relied on official product pages, methodologies, and security/governance disclosures; third-party datasets (e.g., venue quality screens) were used only as cross-checks. Last updated September 2025.

Top 10 Crypto Index Providers & Benchmark Services in September 2025

1) CF Benchmarks — Best for regulated settlement benchmarks

Why Use It: Administrator of the CME CF Bitcoin Reference Rate (BRR) and related benchmarks used to settle major futures and institutional products; UK BMR-registered with transparent exchange criteria and daily calculation since 2016. If you need benchmark-grade spot references (BTC, ETH and more) with deep derivatives alignment, start here. CF Benchmarks+1
Best For: Futures settlement references; fund NAV/pricing; risk; audit/compliance.
Notable Features: BRR/BRRNY reference rates; multi-exchange liquidity screens; methodology & governance docs; broad suite of real-time indices.
Consider If: You need composite market baskets beyond single-assets—pair with a multi-asset provider.
Alternatives: S&P Dow Jones Indices; FTSE Russell.
Regions: Global • Fees/Notes: Licensed benchmarks; enterprise pricing.

2) S&P Dow Jones Indices — Best for broad, institution-first crypto baskets

Why Use It: The S&P Cryptocurrency series (incl. Broad Digital Market) brings index craft, governance, and transparency familiar to traditional asset allocators—ideal for boards and committees that already use S&P. S&P Global+1
Best For: Asset managers launching passive products; OCIOs; consultants.
Notable Features: Broad/large-cap/mega-cap indices; single-asset BTC/ETH; published ground rules; established brand trust.
Consider If: You need highly customizable factors or staking-aware baskets—other vendors may move faster here.
Alternatives: MSCI; MarketVector.
Regions: Global • Fees/Notes: Licensing via S&P DJI.

3) MSCI Digital Assets — Best for thematic & institutional risk frameworks

Why Use It: MSCI’s Global Digital Assets and Smart Contract indices apply MSCI’s taxonomy/governance with themed exposures and clear methodologies—useful when aligning with enterprise risk standards. MSCI+1
Best For: CIOs needing policy-friendly thematics; due-diligence heavy institutions.
Notable Features: Top-30 market index; smart-contract subset; methodology docs; global brand assurance.
Consider If: You need exchange-by-exchange venue vetting or settlement rates—pair with CF Benchmarks or FTSE Russell.
Alternatives: S&P DJI; FTSE Russell.
Regions: Global • Fees/Notes: Enterprise licensing.

4) FTSE Russell Digital Asset Indices — Best for liquidity-screened, DAR-vetted universes

Why Use It: Built in association with Digital Asset Research (DAR), FTSE Russell screens assets and venues to EU Benchmark-ready standards; strong fit for risk-controlled coverage from large to micro-cap and single-asset series. LSEG+1
Best For: Product issuers who need venue vetting & governance; EU-aligned programs.
Notable Features: FTSE Global Digital Asset series; single-asset BTC/ETH; ground rules; DAR reference pricing.
Consider If: You require highly custom factor tilts—MarketVector or Vinter may be quicker to bespoke.
Alternatives: Wilshire; S&P DJI.
Regions: Global (EU-friendly) • Fees/Notes: Licensed benchmarks.

5) Nasdaq Crypto Index (NCI) — Best for flagship, dynamic market representation

Why Use It: NCI is designed to be dynamic, representative, and trackable; widely recognized and replicated by ETPs seeking diversified core exposure—useful as a single “beta” benchmark. Nasdaq+2Nasdaq Global Index Watch+2
Best For: Core market ETPs; CIO benchmarks; sleeve construction.
Notable Features: Rules-driven eligibility; regular reconstitutions; strong market recognition.
Consider If: You want deep sector/thematic granularity—pair with MSCI/MarketVector.
Alternatives: Bloomberg Galaxy (BGCI); MarketVector MVDA.
Regions: Global • Fees/Notes: Licensing via Nasdaq.

6) MarketVector Indexes — Best for broad coverage & custom builds

Why Use It: Backed by VanEck’s index arm (formerly MVIS), MarketVector offers off-the-shelf MVDA 100 plus sectors, staking-aware, and bespoke solutions—popular with issuers needing speed to market and depth. MarketVector Indexes+1
Best For: ETP issuers; quants; asset managers needing customization.
Notable Features: MVDA (100-asset) benchmark; single/multi-asset indices; staking/factor options; robust docs.
Consider If: You prioritize blue-chip simplicity—BGCI/NCI might suffice.
Alternatives: Vinter; S&P DJI.
Regions: Global • Fees/Notes: Enterprise licensing; custom index services.

7) Bloomberg Galaxy Crypto Index (BGCI) — Best for blue-chip, liquid market beta

Why Use It: Co-developed by Bloomberg and Galaxy, BGCI targets the largest, most liquid cryptoassets, with concentration caps and monthly reviews—an institutional “core” that’s widely cited on terminals. Galaxy Asset Management+1
Best For: CIO benchmarks; performance reporting; media-friendly references.
Notable Features: Capped weights; qualified exchange criteria; Bloomberg governance.
Consider If: You need smaller-cap breadth—MVDA/NCI may cover more names.
Alternatives: NCI; S&P DJI.
Regions: Global • Fees/Notes: License via Bloomberg Index Services.

8) CoinDesk Indices — Best for reference pricing (XBX) & tradable composites (CoinDesk 20)

Why Use It: Administrator of XBX (Bitcoin Price Index) and the CoinDesk 20, with transparent liquidity weighting and growing exchange integrations—including use in listed products. CoinDesk Indices+2CoinDesk Indices+2
Best For: Reference rates; product benchmarks; quant research.
Notable Features: XBX reference rate; CoinDesk 20; governance/methodologies; exchange selection rules.
Consider If: You require UK BMR-registered BTC settlement—CF Benchmarks BRR is purpose-built.
Alternatives: CF Benchmarks; S&P DJI.
Regions: Global • Fees/Notes: Licensing available; contact sales.

9) Vinter — Best for specialist, regulated crypto index construction

Why Use It: A regulated, crypto-native index provider focused on building/maintaining indices tracked by ETPs across Europe; fast on custom thematics and single-asset reference rates. vinter.co+1
Best For: European ETP issuers; bespoke strategies; rapid prototyping.
Notable Features: BMR-style reference rates; multi-asset baskets; calc-agent services; public factsheets.
Consider If: You need mega-brand recognition for U.S. committees—pair with S&P/MSCI.
Alternatives: MarketVector; Solactive.
Regions: Global (strong EU footprint) • Fees/Notes: Custom build/licensing.

10) Wilshire (FT Wilshire Digital Asset Index Series) — Best for institutional coverage & governance

Why Use It: The FT Wilshire series aims to be an institutional market standard with transparent rules, broad coverage, and exchange quality screens—supported by detailed methodology documents. wilshireindexes.com+1
Best For: Consultants/OCIOs; plan sponsors; research teams.
Notable Features: Broad Market index; governance via advisory groups; venue vetting; classification scheme.
Consider If: You need media-ubiquitous branding—S&P/Bloomberg carry more name recall.
Alternatives: FTSE Russell; S&P DJI.
Regions: Global • Fees/Notes: Enterprise licensing.

Decision Guide: Best By Use Case

How to Choose the Right Crypto Index Provider (Checklist)

  • Region & eligibility: Confirm benchmark status (e.g., UK/EU BMR) and licensing.

  • Coverage fit: Single-asset, broad market, sectors/factors, staking yield handling.

  • Liquidity screens: How are exchanges qualified and weighted?

  • Rebalance/refresh: Frequency and buffers to limit turnover/slippage.

  • Data quality & ops: Timestamps, outage handling, fallbacks, NAV timing.

  • Costs: Licensing, data access, custom build fees.

  • Support: SLAs, client engineering, custom index services.

  • Red flags: Opaque methodologies; limited venue vetting.

Use Token Metrics With Any Index Provider

  • AI Ratings to screen constituents and spot outliers.
  • Narrative Detection to see when sectors (e.g., L2s, DePIN) start trending.

  • Portfolio Optimization to balance broad index beta with targeted alpha sleeves.

  • Alerts & Signals to monitor entries/exits as indices rebalance.
    Mini-workflow: Research → Select index/benchmark → Execute via your provider or ETP → Monitor with Token Metrics alerts.

‍

 Primary CTA: Start free trial.

Security & Compliance Tips

  • Enable 2FA and role-based access for index data portals.

  • Map custody and pricing cut-offs to index valuation times.

  • Align with KYC/AML when launching index-linked products.

  • For RFQ/OTC hedging around rebalances, pre-plan execution windows.

  • Staking/bridged assets: verify methodology treatment and risks.

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

Beginner Mistakes to Avoid

  • Assuming all “broad market” indices hold the same assets/weights.

  • Ignoring venue eligibility—liquidity and data quality vary.

  • Overlooking reconstitution buffers (can drive turnover and cost).

  • Mixing reference rates and investable baskets in reporting.

  • Not confirming licensing scope for marketing vs. product use.

FAQs

What is a crypto index provider?
A company that designs, calculates, and governs rules-based benchmarks for digital assets—ranging from single-asset reference rates to diversified market baskets—licensed for reporting or products.

Which crypto index is best for “core beta”?
For simple, liquid market exposure, many institutions look to BGCI or NCI due to broad recognition and liquidity screens; your use case and region may point to S&P/FTSE alternatives. Galaxy Asset Management+1

How do providers choose exchanges and assets?
They publish ground rules defining eligible venues (liquidity, compliance), asset screening, capping, and rebalances—see S&P, FTSE (with DAR), and CF Benchmarks for examples. S&P Global+2LSEG+2

Can I license a custom crypto index?
Yes—MarketVector and Vinter (among others) frequently build bespoke indices and act as calculation agents for issuers. MarketVector Indexes+1

What’s the difference between a reference rate and a market basket?
Reference rates (e.g., BRR, XBX) target a single asset’s robust price; market baskets (e.g., NCI, BGCI) represent diversified multi-asset exposure. Galaxy Asset Management+3CF Benchmarks+3CoinDesk Indices+3

Are these benchmarks available in the U.S. and EU?
Most are global; for EU/UK benchmark usage, verify authorization/registration (e.g., CF Benchmarks UK BMR) and your product’s country-specific rules. CF Benchmarks

Conclusion + Related Reads

If you need regulated reference pricing for settlement or NAVs, start with CF Benchmarks. For core market beta, BGCI and NCI are widely recognized. For institution-grade breadth, consider S&P DJI or FTSE Russell (with DAR). If you’re launching custom or thematic products, MarketVector and Vinter are strong build partners.

Related Reads:

  • Best Cryptocurrency Exchanges 2025

  • Top Derivatives Platforms 2025

  • Top Institutional Custody Providers 2025

Sources & Update Notes

We reviewed official product pages, methodologies, and governance documents current as of September 2025. A short list of key sources per provider is below (official sites only; non-official data used only for cross-checks and not linked here).

  • CF Benchmarks: “BRR – CME CF Bitcoin Reference Rate”; CME CF Cryptocurrency Benchmarks. CF Benchmarks+1

  • S&P Dow Jones Indices: “Cryptocurrency – Indices”; “S&P Cryptocurrency Broad Digital Market Index.” S&P Global+1

  • MSCI: “Digital Assets Solutions”; “Global Digital Assets Index Methodology.” MSCI+1

  • FTSE Russell: “Digital Asset indices”; FTSE + DAR reference pricing overview/ground rules. LSEG+2LSEG+2

  • Nasdaq: “Nasdaq Crypto Index (NCI)” solution page; NCI index overview; Hashdex NCI ETP replication note. Nasdaq+2Nasdaq Global Index Watch+2

  • MarketVector: “Digital Assets Indexes” hub; “MarketVector Digital Assets 100 (MVDA).” MarketVector Indexes+1

  • Bloomberg Galaxy: Galaxy “Bloomberg Indices (BGCI)” page; Bloomberg terminal quote page. Galaxy Asset Management+1

  • CoinDesk Indices: “CoinDesk Indices” homepage; “XBX” page; NYSE/ICE collaboration release referencing XBX. CoinDesk Indices+2CoinDesk Indices+2

  • Vinter: “Making Smarter Crypto Indexes for ETF Issuers”; example single-asset reference rate page. vinter.co+1

Wilshire: FT Wilshire Digital Asset Index Series page; methodology PDF. wilshireindexes.com+1

Research

Leading Oracles for Price & Real-World Data (2025)

Sam Monac
5 min
MIN

Why Oracles for Price & Real-World Data Matter in September 2025

DeFi, onchain derivatives, RWAs, and payments don’t work without reliable oracles for price & real-world data. In 2025, latency, coverage, and security disclosures vary widely across providers, and the right fit depends on your chain, assets, and risk tolerance. This guide helps teams compare the leading networks (and their trade-offs) to pick the best match, fast.
Definition (snippet-ready): A blockchain oracle is infrastructure that sources, verifies, and delivers off-chain data (e.g., prices, FX, commodities, proofs) to smart contracts on-chain.

We prioritized depth over hype: first-party data, aggregation design, verification models (push/pull/optimistic), and RWA readiness. Secondary focus: developer UX, fees, supported chains, and transparency. If you’re building lending, perps, stablecoins, options, prediction markets, or RWA protocols, this is for you.

How We Picked (Methodology & Scoring)

  • Weights (100 pts): Liquidity/usage (30), Security design & disclosures (25), Coverage across assets/chains (15), Costs & pricing model (15), Developer UX/tooling (10), Support/SLAs (5).

  • Data sources: Official product/docs, security/transparency pages, and audited reports. We cross-checked claims against widely cited market datasets where helpful. No third-party links appear in the body.
    Last updated September 2025.

Top 10 Oracles for Price & Real-World Data in September 2025

1. Chainlink — Best for broad coverage & enterprise-grade security

Why Use It: The most battle-tested network with mature Price/Data Feeds, Proof of Reserve, and CCIP for cross-chain messaging. Strong disclosures and large validator/operator sets make it a default for blue-chip DeFi and stablecoins. docs.switchboard.xyz
Best For: Lending/stablecoins, large TVL protocols, institutions.
Notable Features:

  • Price/Data Feeds and reference contracts

  • Proof of Reserve for collateral verification

  • CCIP for cross-chain token/data movement

  • Functions/Automation for custom logic
    Fees/Notes: Network/usage-based (LINK or billing models; varies by chain).
    Regions: Global.
    Alternatives: Pyth, RedStone.
    Consider If: You need the most integrations and disclosures, even if costs may be higher. GitHub

2. Pyth Network — Best for real-time, low-latency prices

Why Use It: First-party publishers stream real-time prices across crypto, equities, FX, and more to 100+ chains. Pyth’s on-demand “pull” update model lets dApps request fresh prices only when needed—great for latency-sensitive perps/AMMs. Pyth Network
Best For: Perps/options DEXs, HFT-style strategies, multi-chain apps.
Notable Features:

  • Broad market coverage (crypto, equities, FX, commodities)

  • On-demand price updates to minimize stale reads

  • Extensive multi-chain delivery and SDKs Pyth Network
    Fees/Notes: Pay per update/read model varies by chain.
    Regions: Global.
    Alternatives: Chainlink, Switchboard.
    Consider If: You want frequent, precise updates where timing matters most. Pyth Network

3. API3 — Best for first-party (direct-from-API) data

Why Use It: Airnode lets API providers run their own first-party oracles; dAPIs aggregate first-party data on-chain. OEV (Oracle Extractable Value) routes update rights to searchers and shares proceeds with the dApp—aligning incentives around updates. docs.api3.org+1
Best For: Teams that prefer direct data provenance and revenue-sharing from oracle updates.
Notable Features:

  • Airnode (serverless) first-party oracles

  • dAPIs (crypto, stocks, commodities)

  • OEV Network to auction update rights; API3 Market for subscriptions docs.kava.io
    Fees/Notes: Subscription via API3 Market; chain-specific gas.
    Regions: Global.
    Alternatives: Chainlink, DIA.
    Consider If: You need verifiable source relationships and simple subscription UX. docs.kava.io

4. RedStone Oracles — Best for modular feeds & custom integrations

Why Use It: Developer-friendly, modular oracles with Pull, Push, and Hybrid (ERC-7412) modes. RedStone attaches signed data to transactions for gas-efficient delivery and supports custom connectors for long-tail assets and DeFi-specific needs.
Best For: Builders needing custom data models, niche assets, or gas-optimized delivery.
Notable Features:

  • Three delivery modes (Pull/Push/Hybrid)

  • Data attached to calldata; verifiable signatures

  • EVM tooling, connectors, and RWA-ready feeds
    Fees/Notes: Pay-as-you-use patterns; gas + operator economics vary.
    Regions: Global.
    Alternatives: API3, Tellor.
    Consider If: You want flexibility beyond fixed reference feeds.

5. Band Protocol — Best for Cosmos & EVM cross-ecosystem delivery

Why Use It: Built on BandChain (Cosmos SDK), Band routes oracle requests to validators running Oracle Scripts (OWASM), then relays results to EVM/Cosmos chains. Good match if you straddle IBC and EVM worlds. docs.bandchain.org+2docs.bandchain.org+2
Best For: Cross-ecosystem apps (Cosmos↔EVM), devs who like programmable oracle scripts.
Notable Features:

  • Oracle Scripts (OWASM) for composable requests

  • Request-based feeds; IBC compatibility

  • Libraries and examples across chains docs.bandchain.org
    Fees/Notes: Gas/fees on BandChain + destination chain.
    Regions: Global.
    Alternatives: Chainlink, Switchboard.
    Consider If: You want programmable queries and Cosmos-native alignment. docs.bandchain.org

6. DIA — Best for bespoke feeds & transparent sourcing

Why Use It: Trustless architecture that sources trade-level data directly from origin markets (CEXs/DEXs) with transparent methodologies. Strong for custom asset sets, NFTs, LSTs, and RWA feeds across 60+ chains. DIA+1
Best For: Teams needing bespoke baskets, niche tokens/NFTs, or RWA price inputs.
Notable Features:

  • Two stacks (Lumina & Nexus), push/pull options

  • Verifiable randomness and fair-value feeds

  • Open-source components; broad chain coverage DIA
    Fees/Notes: Custom deployments; some public feeds/APIs free tiers.
    Regions: Global.
    Alternatives: API3, RedStone.
    Consider If: You want full transparency into sources and methods. DIA

7. Flare Networks — Best for real-world asset tokenization and decentralized data

Why Use It: Flare uses the Avalanche consensus to provide decentralized oracles for real-world assets (RWAs), enabling the tokenization of non-crypto assets like commodities and stocks. It combines high throughput with flexible, trustless data feeds, making it ideal for bridging real-world data into DeFi applications.

Best For: Asset-backed tokens, DeFi protocols integrating RWAs, cross-chain compatibility.

Notable Features:

  • Advanced decentralized oracle network for real-world data

  • Tokenization of commodities, stocks, and other RWAs

  • Multi-chain support with integration into the Flare network

  • High throughput with minimal latency

Fees/Notes: Variable costs based on usage and asset complexity.

Regions: Global.

Alternatives: Chainlink, DIA, RedStone.

Consider If: You want to integrate real-world assets into your DeFi protocols and need a robust, decentralized solution.

8. UMA — Best for optimistic verification & oracle-as-a-service

Why Use It: The Optimistic Oracle (OO) secures data by proposing values that can be disputed within a window—powerful for binary outcomes, KPIs, synthetic assets, and bespoke data where off-chain truth exists but doesn’t stream constantly. Bybit Learn
Best For: Prediction/insurance markets, bespoke RWAs, KPI options, governance triggers.
Notable Features:

  • OO v3 with flexible assertions

  • Any verifiable fact; not just prices

  • Dispute-based cryptoeconomic security Bybit Learn
    Fees/Notes: Proposer/disputer incentives; bond economics vary by use.
    Regions: Global.
    Alternatives: Tellor, Chainlink Functions.
    Consider If: Your use case needs human-verifiable truths more than tick-by-tick quotes. Bybit Learn

9. Chronicle Protocol — Best for MakerDAO alignment & cost-efficient updates

Why Use It: Originated in the Maker ecosystem and now a standalone oracle network with Scribe for gas-efficient updates and transparent validator set (Infura, Etherscan, Gnosis, etc.). Strong choice if you touch DAI, Spark, or Maker-aligned RWAs. Chronicle Protocol
Best For: Stablecoins, RWA lenders, Maker-aligned protocols needing verifiable feeds.
Notable Features:

  • Scribe reduces L1/L2 oracle gas costs

  • Community-powered validator network

  • Dashboard for data lineage & proofs Chronicle Protocol
    Fees/Notes: Network usage; gas savings via Scribe.
    Regions: Global.
    Alternatives: Chainlink, DIA.
    Consider If: You want Maker-grade security and cost efficiency. Chronicle Protocol

10. Switchboard — Best for Solana & multi-chain custom feeds

Why Use It: A multi-chain, permissionless oracle popular on Solana with Drag-and-Drop Feed Builder, TEEs, VRF, and new Oracle Quotes/Surge for sub-100ms streaming plus low-overhead on-chain reads—ideal for high-speed DeFi. docs.switchboard.xyz+1
Best For: Solana/SVM dApps, custom feeds, real-time dashboards, gaming.
Notable Features:

  • Low-code feed builder & TypeScript tooling

  • Oracle Quotes (no feed accounts/no write locks)

  • Surge streaming (<100ms) and cross-ecosystem docs docs.switchboard.xyz
    Fees/Notes: Some features free at launch; usage limits apply.
    Regions: Global.
    Alternatives: Pyth, Band Protocol.
    Consider If: You want speed and customization on SVM/EVM alike. docs.switchboard.xyz+1

Decision Guide: Best By Use Case

  • Regulated/Institutional & broad integrations: Chainlink.

  • Ultra-low-latency trading: Pyth or Switchboard (Surge/Quotes). Pyth Network+1

  • Custom, gas-efficient EVM delivery: RedStone.

  • First-party sources & subscription UX: API3 (Airnode + dAPIs + OEV). docs.kava.io

  • Cosmos + EVM bridge use: Band Protocol. docs.bandchain.org

  • Bespoke feeds/NFTs/RWAs with transparent sources: DIA. DIA

  • Permissionless, long-tail assets: Tellor. docs.kava.io

  • Optimistic, assertion-based facts: UMA. Bybit Learn

  • Maker/DAI alignment & gas savings: Chronicle Protocol. Chronicle Protocol

How to Choose the Right Oracle (Checklist)

  • Region & chain support: Verify your target chains and L2s are supported.

  • Coverage: Are your assets (incl. long-tail/RWAs) covered, or can you request custom feeds?

  • Security model: Push vs. pull vs. optimistic; validator set transparency; dispute process.

  • Costs: Update fees, subscriptions, gas impact; consider pull models for usage spikes.

  • Latency & freshness: Can you control update cadence? Any SLAs/heartbeats?

  • UX & tooling: SDKs, dashboards, error handling, testing sandboxes.

  • Support & disclosures: Incident reports, status pages, proofs.

  • Red flags: Opaque sourcing, no dispute/alerting, stale feeds, unclear operators.

Use Token Metrics With Any Oracle

  • AI Ratings to triage providers and prioritize integrations.
  • Narrative Detection to spot momentum in perps/lending sectors powered by oracles.

  • Portfolio Optimization to size positions by oracle risk and market beta.

  • Alerts/Signals to monitor price triggers and on-chain flows.
    Workflow: Research → Select → Execute on your chosen oracle/provider → Monitor with TM alerts.


Primary CTA: Start free trial

Security & Compliance Tips

  • Enforce 2FA and least-privilege on deployer keys; rotate API/market credentials.

  • Validate feed params (deviation/heartbeat) and fallback logic; add circuit breakers.

  • Document chain-specific KYC/AML implications if your app touches fiat/RWAs.

  • For RFQs and custom feeds, formalize SLOs and alerting.

  • Practice wallet hygiene: separate ops keys, testnets, and monitors.

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

Beginner Mistakes to Avoid

  • Relying on a single feed without fallback or stale-price guards.

  • Assuming all “price oracles” have identical latency/fees.

  • Ignoring dispute windows (optimistic designs) before acting on values.

  • Not budgeting for update costs when volatility spikes.

  • Skipping post-deploy monitoring and anomaly alerts.

FAQs

What is a blockchain oracle in simple terms?
It’s middleware that fetches, verifies, and publishes off-chain data (e.g., prices, FX, commodities, proofs) to blockchains so smart contracts can react to real-world events.

Do I need push, pull, or optimistic feeds?
Push suits stable, shared reference prices; pull minimizes cost by updating only when needed; optimistic is great for facts that benefit from challenge periods (e.g., settlement outcomes). Pyth Network+1

Which oracle is best for low-latency perps?
Pyth and Switchboard (Surge/Quotes) emphasize real-time delivery; evaluate your chain and acceptable freshness. Pyth Network+1

How do fees work?
Models vary: subscriptions/markets (API3), per-update pull fees (Pyth), or gas + operator incentives (RedStone/Tellor). Always test under stress. docs.kava.io+2Pyth Network+2

Can I get RWA data?
Yes—Chainlink PoR, DIA RWA feeds, Chronicle for Maker-aligned assets, and others offer tailored integrations. Validate licensing and data provenance. docs.switchboard.xyz+2DIA+2

Conclusion + Related Reads

The “best” oracle depends on your chain, assets, latency needs, and budget. If you need broad coverage and disclosures, start with Chainlink. If you’re building latency-sensitive perps, test Pyth/Switchboard. For first-party provenance or custom baskets, look to API3, DIA, or RedStone. For long-tail, permissionless or bespoke truths, explore Tellor or UMA.
Related Reads:

  • Best Cryptocurrency Exchanges 2025

  • Top Derivatives Platforms 2025

  • Top Institutional Custody Providers 2025

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