⭐ Quill - Equity Research Analyst

Deep fundamental analysis & investment thesis development

What Quill Does:

• 📊 DCF Valuation: Discounted cash flow models with sensitivity analysis
• 📈 5-Year Trends: Revenue growth, margins, ROIC, FCF, debt ratios
• 💰 Earnings Analysis: Historical beats, estimates, surprise patterns
• 🎯 Analyst Coverage: Consensus ratings, price targets, upgrades/downgrades
• 🏢 Ownership Tracking: Institutional holders, insider transactions (Form 4)
• 📋 SEC Filings: 10-K/10-Q deep-dives, 8-K material events, XBRL data
• 💵 Dividend Analysis: Yield, payout sustainability, history
• 📰 News Validation: Company-specific news with sentiment

Example Output: 5-section investment thesis with BUY/HOLD/SELL recommendation, fair value range, key catalysts, and risk factors.

📊 Earnings Whisperer - Earnings Specialist

Earnings surprise analysis & post-earnings drift detection

What Earnings Whisperer Does:

• 🎯 Historical Tracking: 4-8 quarter earnings surprise analysis
• 📈 Drift Detection: 1-3 day post-earnings momentum patterns
• 🔄 Analyst Revisions: Estimate changes post-earnings
• ✅ Quality Assessment: Revenue vs EPS beats, non-recurring items
• 📅 Calendar Monitoring: Upcoming earnings with probability scoring
• 🏆 Pattern Recognition: Consistent beaters, accelerating growth
• 💹 Trading Signals: BUY/HOLD/SELL based on drift probability

Example Output: Earnings momentum scorecard with drift probability, pattern analysis, and trading recommendation.

🔍 Screen Forge - Equity Screener

Systematic stock discovery & idea generation

What Screen Forge Does:

• 📐 Multi-Factor Screening: Value, growth, quality, momentum factors
• 🎯 Systematic Discovery: Weekly watchlist generation with ranking
• 📈 Earnings Momentum: Filter for consistent earnings beaters
• ⬆️ Analyst Activity: Upgrade/downgrade-based screening
• 💬 Sentiment Validation: News and social sentiment checks
• 🔗 Seamless Handoff: Passes top candidates to Quill for deep-dive

Example Output: Ranked table of 10-20 candidates with screening criteria, key metrics, and suggested next steps.

🌍 Macro Lens - Market Strategist

Top-down economic analysis & regime identification

What Macro Lens Does:

• 🔄 Economic Cycles: 4-phase regime analysis (early/mid/late expansion, recession)
• 📈 Yield Curve: Interpretation and recession signal detection
• 🏭 Sector Allocation: Macro-driven positioning guidance
• 📊 Factor Recommendations: Value vs growth, size, volatility tilts
• 📉 Macro Tracking: Inflation, GDP, employment, Fed policy
• 💹 Interest Rates: Fed funds, treasury rates, credit spreads

Example Output: Regime assessment with sector allocation matrix, factor positioning, and macro risk scenarios.

🗞️ News Sentry - Real-Time Event Monitor

Material event detection & breaking news alerts

What News Sentry Does:

• 📋 8-K Monitoring: Material corporate events (M&A, management changes)
• 📝 Form 4 Tracking: Insider buying/selling by officers
• 📰 Breaking News: Real-time company-specific news with sentiment
• 📊 Analyst Actions: Rating changes, price target updates
• 🎯 Event Prioritization: CRITICAL/HIGH/MEDIUM/LOW urgency scoring
• ⚡ Rapid Response: Detect market-moving events as they happen

Example Output: Prioritized event list with urgency levels, event details, and recommended actions.

🛡️ Risk Shield - Portfolio Risk Manager

Comprehensive risk analysis & exposure monitoring

What Risk Shield Does:

• 📊 Concentration Analysis: Sector, geographic, single-stock exposures
• 📉 Drawdown Metrics: Historical drawdowns, peak-to-trough, recovery
• 💹 VAR Calculations: Value at Risk (95%, 99% confidence levels)
• 🎲 Scenario Testing: Stress tests against historical crises (2008, 2020)
• 🔗 Correlation Analysis: Diversification quality, correlation matrices
• 📈 Volatility Metrics: Portfolio vol, beta, Sharpe, Sortino ratios
• ⚠️ Limit Breach Detection: Position size, sector concentration thresholds
• 🛠️ Risk Mitigation: Hedging strategies, rebalancing recommendations

Example Output: Risk scorecard (1-10 scale), concentration analysis, VAR metrics, stress test results, and mitigation recommendations.

💰 Tax Scout - Tax Optimization Specialist

Tax-loss harvesting & wash-sale compliance

What Tax Scout Does:

• 💸 Tax-Loss Harvesting: Identify positions with unrealized losses
• ⏰ Wash-Sale Compliance: 30-day rule monitoring (IRS Section 1091)
• 🔄 Replacement Candidates: Find substantially different securities
• 📊 Capital Gains Analysis: Short-term vs long-term tracking
• 📅 Year-End Planning: Strategic positioning before Dec 31
• ⚖️ Tax-Efficient Rebalancing: Minimize gains during portfolio adjustments
• 📋 Lot-Level Analysis: FIFO, LIFO, specific lot identification

Example Output: TLH opportunities table with tax savings estimates, wash-sale violations, replacement candidates, and year-end action plan.

🎯 Hedge Smith - Options Strategist

Options strategies for portfolio protection & yield enhancement

What Hedge Smith Does:

• 🛡️ Protective Collars: Simultaneous put purchase + call sale for downside protection
• 💰 Covered Calls: Sell calls against holdings for premium income
• 📉 Protective Puts: Portfolio insurance with cost/benefit optimization
• 💵 Cash-Secured Puts: Generate income while waiting to acquire stock
• 🎯 Strike Selection: Optimal strike selection (5-10% OTM protection, 10-20% income)
• 📅 Expiration Optimization: 30-45 days for theta decay, 60-90 days for protection
• 📊 Options Greeks: Delta, gamma, theta, vega, IV percentile analysis
• ⚖️ Risk/Reward Profiling: Max profit, max loss, breakeven, probability estimates

Example Output: Complete strategy specification with specific strikes, premiums, Greeks, risk/reward analysis, and exit strategy.

You: Should I invest in Microsoft?

🔀 Router analyzing your query to select appropriate agent(s)...

Router (Analyzing Intent):
→ Detected investment decision query
→ Routing to Quill (fundamental analysis)
→ Routing to News Sentry (event monitoring)
→ Routing to Macro Lens (market timing validation)
→ Routing to Risk Shield (exposure assessment)
→ Routing to Tax Scout (tax implications)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
QUILL: FUNDAMENTAL ANALYSIS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Quill (Equity Research):
  → Calling route_to_quill
     Quill analyzing: Should I invest in Microsoft...
     Running specialist tools (fundamental analysis, valuation, investment thesis)...
      → get_quote({'symbol': 'MSFT'})
      → get_earnings_history({'symbol': 'MSFT'})
      → get_analyst_recommendations({'symbol': 'MSFT'})
      → get_financials({'symbol': 'MSFT'})
  ✓ Quill (Fundamental Analysis) completed

**Fundamental Assessment**: STRONG
- Price: $420.45 (+0.8%), P/E 31x, Market Cap $3.1T
- 4 consecutive earnings beats, avg +4.2% surprise
- 89% buy ratings, mean target $475 (+13% upside)
- Revenue +15% YoY, 42% gross margin, $87B FCF
- Exceptional profitability (42% ROE)

[... similar sections for News Sentry, Macro Lens, Risk Shield, Tax Scout ...]

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
FINAL SYNTHESIS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🎯 RECOMMENDATION: BUY (Dollar-Cost Average)
📊 Confidence Level: MEDIUM

**Key Reasoning**:

Microsoft shows exceptional fundamental quality:
- 42% ROE, $87B annual FCF (best-in-class capital efficiency)
- Strong competitive moats (Azure cloud, enterprise software lock-in)
- Consistent earnings beats (+4.2% avg surprise, 4 quarters)
- 89% analyst buy ratings, $475 mean target (+13% upside)

However, macro timing suggests staged entry:
- Late expansion phase (GDP slowing from 2.8% to 2.4%)
- Inverted yield curve (-0.54%) signals 70% recession probability
- Tech sector vulnerable (Nasdaq -8% from highs)

**Suggested Action**:

Dollar-cost average over 3-6 months:
- Tranche 1: 40% now (defensive exposure to quality)
- Tranche 2: 30% if MSFT dips below $390 (-7% from current)
- Tranche 3: 30% if macro deteriorates (recession confirmed)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📄 Report saved to: reports/MSFT_analysis_20251012_143022.md

You: /optimize-tax I hold GOOGL at $150, now $120 and ETHUSD at $2500, now $1800

Tax Optimization Workflow: Starting tax-loss harvesting analysis...

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
TAX SCOUT: TAX-LOSS IDENTIFICATION
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Tax Scout (Tax Optimization):
  💰 Tax Scout identifying loss harvesting opportunities...
    → get_quote
    → check_wash_sale_window

**TAX-LOSS HARVESTING OPPORTUNITIES**:

1. GOOGL - Alphabet Inc.
   Current Price: $120.00 | Cost Basis: $150.00 | Unrealized Loss: -$30.00 (-20%)
   Holding Period: 180 days (Long-term capital loss)
   Wash-Sale Risk: None (no recent purchases)
   Tax Savings Estimate: $6,000 (assuming 20% LTCG bracket)
   Maintain Exposure? YES (core tech holding)

2. ETHUSD - Ethereum
   Current Price: $1,800 | Cost Basis: $2,500 | Unrealized Loss: -$700 (-28%)
   Holding Period: 45 days (Short-term capital loss)
   Wash-Sale Risk: None
   Tax Savings Estimate: $259 (assuming 37% ordinary income bracket)
   Maintain Exposure? YES (crypto allocation)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
HEDGE SMITH: REPLACEMENT STRATEGIES
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Hedge Smith (Options Strategist):
  🛡️ Hedge Smith designing replacement strategies...
    → get_options_chain
    → get_sector_etf_alternatives

**REPLACEMENT STRATEGY: GOOGL**

Option 1: Sector ETF Substitute (RECOMMENDED)
- Ticker: XLK - Technology Select Sector SPDR ETF
- Correlation: 0.75 (wash-sale compliant)
- Investment: $120 × shares (match original position size)
- Hold for: 31+ days, then repurchase GOOGL if desired

Option 2: Synthetic Long (Options)
- Buy 1 call @ $120 strike, 60-day expiration
- Sell 1 put @ $120 strike, 60-day expiration
- Net cost: ~$2.50 per share ($250 per contract)
- Delta: ~1.0 (matches stock exposure)

**REPLACEMENT STRATEGY: ETHUSD**

Option 1: Execute sell + immediate rebuy (RECOMMENDED)
- Crypto exempt from wash-sale rules (IRS Notice 2014-21)
- Harvest loss: -$700 tax deduction
- Rebuy immediately: Maintain same exposure with zero gap

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
FINAL TAX OPTIMIZATION PLAN
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🎯 **IMMEDIATE ACTIONS** (Execute today):

1. Sell GOOGL @ market
   → Replace with XLK (Tech ETF) for 31+ days
   → Tax savings: $6,000 | Hold ETF 31+ days

2. Sell ETHUSD @ market
   → Rebuy immediately (crypto exempt from wash-sale)
   → Tax savings: $259 | Maintain same exposure

**TOTAL TAX IMPACT**:
- Total harvestable losses: -$6,259
- Estimated tax savings: $6,259
- Net tax benefit: $6,259

**COMPLIANCE CHECKLIST**:
- [ ] Confirm no GOOGL purchases in last 30 days
- [ ] Select replacement security (XLK or 31-day cash hold)
- [ ] Document cost basis and trade dates for tax reporting
- [ ] Set 31-day calendar reminder

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📄 Report saved to: reports/report_tax_optimization_20251014_123710.md