Dedicated Quant Infrastructure · Not Self-Serve
Your dedicated instance. Direct engineer access. Archive nodes, ClickHouse analytics, complete transaction history—built for your specific research workflow, not shared with 200 other customers.
Your Infrastructure Advantage
Why teams migrate from
Dune
Flipside
Glassnode
CryptoQuant
QuickNodeWhy ML/quant teams migrate
Query platforms (Dune, Flipside, Bitquery)
Timeouts, credit limits, not designed for ML bulk export
Metrics platforms (Glassnode, CryptoQuant)
Pre-computed indicators only, can't query raw data
Data APIs (Covalent, Moralis)
Pre-built endpoints, pagination limits, no custom queries
Indexing protocols (The Graph)
1,000 entity limit per query, requires building subgraphs
RPC providers (Infura, Alchemy, QuickNode)
Raw blockchain only—you build the analytics layer
What you get instead
Your own dedicated instance. Direct engineer access. No rate limits, no query timeouts, no shared resources.
What We Build
Token metrics, burn tracking, staking analytics—institutional-grade reporting
Archive nodes, ClickHouse indexes, dedicated APIs with no rate limits
Greeks, Sharpe, Sortino, VaR—real risk metrics across thousands of pools
Pool ranking, optimal ranges, position sizing, exit signals
Token distribution, whale tracking, portfolio analytics
Event streams, price feeds, anomaly detection
AI-ready data endpoints designed for your specific workflow
Validate
97 pre-configured endpoints: impermanent loss for concentrated positions, point-in-time portfolio reconstruction, tick-level V3 liquidity, execution trace analysis. Sub-second on 17 billion rows. Custom endpoints and indexing configured for your workflow on engagement.
api.ethmcp.fyiDemo environment: 97 optimized endpoints ready to evaluate. Your engagement includes indexes configured for your specific tokens and pools, custom endpoints built for your workflow, and direct engineer access.
How It Works
Direct SQL access via ClickHouse. 87+ REST API endpoints. Full RPC with trace methods. Connect from Python, Jupyter, or any tool in your stack.
Quant platforms
Zipline
Backtrader
QuantConnectAI/ML frameworks
Qlib
FinRobot
HivemindPython data tooling
Export & protocols
Who We Are

Maxim
DeFi Data Infrastructure Engineer
Live dashboards in production. A quantitative backtester with real risk metrics. Billions of indexed rows across Ethereum and EVM chains. Production smart contracts on mainnet.
15+ years in IT infrastructure. In crypto since 2015. We understand both the technical challenges and the research problems—with direct experience in production DeFi systems.
We work directly with your team, not through a support queue.
Direct Engagement
No support queues. No account managers. Direct access to engineers building your system. We scope solutions from targeted data pipelines to complete analytical platforms.