InvestBuddy.ai (79% Accuracy Stock AI)
MCP ServerFreeProfessional-grade stock market analysis and predictions powered by AI, accessible directly through Claude Desktop. **Key Features:** • 10-day price predictions - 79.86% directional accuracy (validated on 12,901 predictions) • Market regime detection - Bull/bear/sideways classification • AI-powered
Capabilities5 decomposed
10-day price prediction with confidence scoring
Medium confidenceUtilizes a correlation ensemble model combining LSTM, reinforcement learning, and transformers to generate 10-day stock price forecasts. The model is trained on historical data from 30 S&P 100 stocks, providing directional accuracy of 79.86%. Each prediction includes a confidence score, which quantifies the reliability of the forecast based on statistical validation techniques.
Integrates advanced machine learning techniques (LSTM + RL + Transformers) for high accuracy and includes confidence scoring for each prediction, enhancing decision-making.
Offers higher accuracy and confidence scoring compared to traditional statistical models used by competitors.
market regime detection
Medium confidenceEmploys a classification algorithm to analyze market data and identify current market regimes as bull, bear, or sideways. This capability leverages historical price movements and volatility patterns to classify the market condition, aiding users in making informed investment decisions based on prevailing trends.
Utilizes a robust classification approach that adapts to changing market dynamics, providing real-time insights into market conditions.
More responsive to market changes compared to static models used by other financial tools.
ai-powered stock discovery
Medium confidenceUtilizes machine learning algorithms to screen and identify undervalued stocks based on various financial metrics and market conditions. This capability analyzes a wide range of data points, including price-to-earnings ratios, market trends, and historical performance, to surface investment opportunities that may be overlooked.
Combines multiple financial metrics and AI-driven analysis to uncover hidden investment opportunities, differentiating it from traditional screening tools.
More comprehensive in identifying undervalued stocks compared to basic screening tools that rely on limited criteria.
portfolio optimization with reinforcement learning
Medium confidenceEmploys reinforcement learning techniques to analyze and optimize stock portfolios by adjusting asset allocations based on risk and return profiles. This capability continuously learns from market changes and user-defined objectives, providing recommendations for rebalancing to maximize returns while managing risk.
Utilizes a dynamic reinforcement learning approach that adapts to changing market conditions, providing tailored portfolio management strategies.
Offers a more adaptive and intelligent optimization process compared to static portfolio management tools.
batch stock predictions for multiple tickers
Medium confidenceAllows users to input multiple stock tickers simultaneously and receive predictions for all in a single API call. This capability is designed for efficiency, leveraging parallel processing techniques to analyze and generate predictions for up to 50 stocks at once, significantly reducing the time required for analysis.
Optimizes prediction generation through parallel processing, enabling rapid analysis of multiple stocks, unlike traditional sequential methods.
Faster and more efficient than competitors that require individual requests for each stock prediction.
Capabilities are decomposed by AI analysis. Each maps to specific user intents and improves with match feedback.
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Best For
- ✓day traders seeking short-term investment opportunities
- ✓financial analysts monitoring market trends
- ✓long-term investors looking for growth opportunities
- ✓financial advisors managing client portfolios
- ✓day traders needing quick insights on multiple stocks
Known Limitations
- ⚠Accuracy may vary based on market conditions; historical performance does not guarantee future results.
- ⚠May not account for sudden market changes; relies on historical data.
- ⚠Results depend on the quality of input data; may miss stocks not fitting traditional metrics.
- ⚠Requires continuous input of market data; may not account for sudden market shifts.
- ⚠Limited to 50 tickers per request; may increase response time with larger datasets.
Requirements
Input / Output
UnfragileRank
UnfragileRank is computed from adoption signals, documentation quality, ecosystem connectivity, match graph feedback, and freshness. No artifact can pay for a higher rank.
About
Professional-grade stock market analysis and predictions powered by AI, accessible directly through Claude Desktop. **Key Features:** • 10-day price predictions - 79.86% directional accuracy (validated on 12,901 predictions) • Market regime detection - Bull/bear/sideways classification • AI-powered stock discovery - Find undervalued opportunities • Portfolio optimization - RL-based rebalancing • Batch predictions - Analyze 50 stocks at once **What You Get:** - Confidence scores for every prediction - Expected price ranges (high/low targets) - Risk assessments (volatility, correlation) - Statistical validation (Sharpe Ratio 2.34, p < 0.000001) - Full transparency: investbuddy.ai/transparency **5 MCP Tools:** 1. get_stock_prediction - 10-day forecasts 2. get_market_regime - Market condition detection 3. discover_stocks - AI screening 4. analyze_portfolio - Portfolio optimization 5. batch_predict - Multiple tickers at once **Pricing:** • Free: 5 MCP calls/day • Pro: $19/mo Holiday Beta (normally $39/mo) • 7-day free trial, no credit card required **Tech:** v20251130_correlation ensemble (LSTM + RL + Transformers) validated on 30 S&P 100 stocks over 2 years (2023-2025). **Perfect for:** Day traders, financial analysts, long-term investors, and anyone wanting data-driven stock insights without leaving Claude. **Setup:** 60 seconds via npx. Full documentation at investbuddy.ai/mcp
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