How ScraperAgent Works
From raw expert tweets to actionable market intelligence — our 4-step pipeline runs daily to deliver comprehensive analysis to your inbox.
Step 1: Data Collection
Scrape Expert Tweets
Our scrapers query the Twitter/X syndication API to collect the latest posts from 40+ verified market experts. We use parallel scraping (3 concurrent connections) with rate-limit-aware delays to ensure reliable data collection.
40+
Expert accounts tracked
500+
Tweets collected per run
~40s
Collection time
Expert categories include: macro strategists, fund managers, options flow analysts, breaking news desks, behavioral finance experts, on-chain researchers, and DeFi specialists.
Step 2: AI Analysis
Analyze with AI
All collected tweets are fed into our AI engine along with real-time market data and recent news headlines. The model processes this information through a structured JSON schema, extracting sentiment, identifying trading signals, and synthesizing expert opinions.
Each expert's tweets are analyzed individually for sentiment and notable calls, then synthesized into a unified market view. The AI accounts for expert weight, known biases, and contrarian tendencies.
Step 3: Report Generation
Generate Comprehensive Report
The AI output is assembled into a structured report containing 9 distinct sections, each providing a different angle on the market. Reports are stored in our database and rendered into a rich HTML email.
A 4-6 sentence overview capturing the dominant market narrative and key divergences
Market mood from Very Bearish to Very Bullish with a precision score (-1.0 to +1.0)
5+ major themes driving market sentiment, each with specific expert references
10+ actionable signals with ticker, direction, confidence, timeframe, and rationale
4-6 sectors with individual sentiment ratings, summaries, and key tickers
Per-expert breakdown with key takeaway, detailed analysis, and notable calls
4+ identified risks with detailed explanations and potential impact assessment
10 prioritized actions with risk levels, timeframes, and reasoning
Real-time price snapshots with 24h changes and volume for all mentioned tickers
Step 4: Email Delivery
Deliver to Your Inbox
The formatted report is delivered via email at your scheduled time — typically before market open. Reports are domain-aware with distinct branding: blue for Market analysis, purple for Crypto analysis.
Market Reports
Traditional equities, ETFs, sectors, macro analysis. Focus on S&P 500, NASDAQ, and global markets.
Crypto Reports
Bitcoin, Ethereum, altcoins, DeFi, on-chain data. Focus on Layer 1s, Layer 2s, and DeFi protocols.
Every email includes a link to manage your subscription — update preferences, pause, or cancel with one click.
Ready to Try It?
Start your free trial today. 10 free reports, no credit card required.