Trading Sentiment Aggregator: AI Financial Sentiment via API

Financial markets move fast, and in today’s geopolitical climate, unexpected headlines can overturn even the most robust trading strategies in minutes. A sudden escalation in the Middle East, renewed uncertainty around the Strait of Hormuz, or abrupt shifts in the macroeconomic outlook can instantly trigger oil volatility, currency swings, and cascading reactions across global markets.

Extracting actionable sentiment from scattered news sources, analytics portals, and market commentary can quickly become overwhelming. Whether you’re building a trading dashboard, an automated strategy, or a monitoring system, consolidating reliable market signals is often the hardest part.

Trading Sentiment Aggregator is my AI-powered API designed to address this problem. Built on a multi-source ingestion architecture, it aggregates financial sentiment, news analysis, and structured instrument intelligence into a single, developer-friendly API — all in real time.

How It Works

Send a request via POST to the /analyze endpoint: *

curl -X POST https://mcprod.icu/trading-sentiment-aggregator/analyze \
     -H "Content-Type: application/json" \
     -H "X-API-KEY: <your-api-key>" \
     -d '{
       "instrument": "TSLA",
       "lookback": 3
     }'

** to get an api-key send a mail to MC Sport+ *

You can expect a response such as:

{
  "instrument": "USD",
  "current": {
    "headline": "RBC Capital Markets Says USD/CAD Bias Remains Skewed Toward Top End Of 1.3500-1.3900 Range",
    "prediction": "bearish",
    "confidence": 0.904,
    "source": "live"
  },
  "remainingCredits": 999999
}

Key features:

• Multi-source aggregation: Collects and consolidates sentiment and analytics from multiple financial sources.
• AI-driven insights: Generates structured market sentiment with confidence scoring.
• Developer-ready API: Simple FastAPI interface with Swagger documentation support.
• Persistent architecture: SQLite + asynchronous SQLAlchemy stack for reliable data handling.
• Cloud-friendly deployment: Dockerized setup with CI/CD-ready workflow.

Under the hood, Trading Sentiment Aggregator combines multiple news scraping services, an AI engine specialized in financial analysis , asynchronous processing, structured persistence, and API-first design to deliver actionable market intelligence in a clean and scalable way.

To stay up to date with the API’s development, keep an eye on the GitLab repository .

Ready to aggregate market sentiment into your trading workflow?