Data Sources Skill-Graph — CONCEPT:EX-AHE.harness.ee-7
Market data providers, feeds, and ingestion patterns supported by Emerald Exchange.
Real-Time Data
Exchange Native (via backends)
| Source | Tool | Assets | Latency |
|---|---|---|---|
| Alpaca Data API | emerald_market_data |
US Equities, Crypto | ~50ms |
| CCXT Unified | emerald_market_data |
100+ crypto exchanges | ~100ms |
| Freqtrade | emerald_market_data |
Crypto (configurable) | ~200ms |
Supplementary
- Yahoo Finance (
yfinance): Free historical equity/crypto/forex data - AKShare (
akshare): Chinese market data viaquant-data-ingestskill - Alpha Vantage: Free API for US equities, forex, crypto
Historical Data — CONCEPT:EX-AHE.harness.ee-7
Ingestion Patterns
# Via emerald_market_data MCP tool
emerald_market_data(action="historical", symbol="AAPL", period="1y", interval="1d")
# Via quant-data-ingest skill (bulk)
# Routes to timeseries memory backend for persistence
Storage Backends
| Backend | Use Case | Config Key |
|---|---|---|
| In-Memory | Paper trading, fast backtest | Default |
| Redis TimeSeries | Production time-series storage | monitoring.redis_url |
| SQLite | Local persistent storage | data.sqlite_path |
Alternative Data
On-Chain (Crypto) — CONCEPT:EX-AHE.harness.ee-17
- Whale alerts (large transfer detection)
- Active address count
- Exchange inflow/outflow
- Funding rates (perpetual futures)
Sentiment
- News sentiment via NLP pipeline (route to data-science-mcp)
- Social media sentiment (Twitter/Reddit)
- Fear & Greed Index
Research Papers
- ArXiv quantitative finance papers via
scholarx-mcp - Factor research via
research-scannerskill
Integration Points
- Market Data MCP:
emerald_market_data— quotes, historical, streaming - Crypto MCP:
emerald_crypto— on-chain, funding rates, arb scanning - Bulk Ingest:
quant-data-ingestskill → timeseries memory - Research:
scholarx-mcp→knowledge-graph-ingest