Add AI scoring results: 121 stocks scored with GPT-4.1-mini

- MemelyAlphaStockRanking_scored.xlsx: Excel with AI scores (yellow highlighted)
- research_scores.json: Raw scoring data
- score_stocks.py: AI scoring script
- write_scores_to_excel.py: Excel writing script
- Updated README with methodology and top 10 rankings

README.md

@@ -1,3 +1,65 @@
-# memely-alpha-stock-ranking
+# Memely Alpha Stock Ranking - AI Scoring Analysis
 
-Memely Alpha Stock Ranking - Deep Research & AI Scoring Analysis
+## Overview
+
+This repository contains the **Memely Alpha Stock Ranking** data with AI-powered scoring analysis for 121 unique stocks/assets across multiple thematic sectors.
+
+## Files
+
+| File | Description |
+|------|-------------|
+| `MemelyAlphaStockRanking_original.xlsx` | Original Excel file with stock master list, weekly/YTD rankings |
+| `MemelyAlphaStockRanking_scored.xlsx` | Updated Excel with AI scores (yellow-highlighted cells) |
+| `research_scores.json` | Raw AI scoring data in JSON format |
+| `scoring_progress.json` | Scoring progress tracking file |
+| `score_stocks.py` | Python script used for AI model scoring |
+| `write_scores_to_excel.py` | Python script to write scores into Excel |
+
+## AI Scoring Methodology
+
+Each stock was evaluated by an AI model (GPT-4.1-mini) based on:
+
+1. **Overall Score (1-100)**: Comprehensive investment attractiveness
+2. **Momentum Score (1-100)**: Based on 7-day and YTD price performance
+3. **Theme Score (1-100)**: Relevance of thematic play (AI, Defense, Aerospace, Crypto, etc.)
+4. **Risk Score (1-100)**: Volatility and risk level (100 = highest risk)
+5. **Social Buzz Score (1-100)**: KOL backing and social media attention
+
+## Top 10 Stocks by Overall Score
+
+| Rank | Symbol | Theme | Overall | Momentum | Theme Score |
+|------|--------|-------|---------|----------|-------------|
+| 1 | UMAC | Drone | 88 | 95 | 80 |
+| 2 | EQRLF | - | 85 | 95 | 20 |
+| 3 | OSS | Defense | 82 | 80 | 70 |
+| 4 | AXTI | Photonics | 80 | 90 | 75 |
+| 5 | LASR | Defense | 80 | 85 | 75 |
+| 6 | LFMD | GLP-1 | 80 | 90 | 75 |
+| 7 | AMPX | Battery | 78 | 60 | 80 |
+| 8 | CRCL | Stablecoin | 78 | 75 | 70 |
+| 9 | FSLY | - | 75 | 80 | 25 |
+| 10 | PSRHF | Helium 3 | 75 | 85 | 70 |
+
+## Sector Distribution
+
+Key sectors covered include:
+- **Defense & Drone**: UMAC, OSS, LASR, RCAT, KTOS, MRCY, AIRO, etc.
+- **Aerospace**: ASTS, RDW, PL, IRDM, RKLB, VELO, etc.
+- **AI & Technology**: ACMR, NBIS, ZETA, PATH, GTLB, etc.
+- **Photonics**: AXTI, AAOI, POET, LPTH, ALMU
+- **Crypto & Fintech**: CRCL, GLXY, BKKT, FIGR, ETOR, GEMI
+- **Biotech & Pharma**: LFMD, NVO, RXRX, CERT, HIMS
+- **Quantum Computing**: IONQ, RGTI, QUBT, QBTS, INFQ
+- **Nuclear/Energy**: UUUU, OKLO, SMR, NEE, PPSI
+
+## Excel Modifications
+
+All AI-generated scores are written into the Excel file with **yellow background highlighting** to clearly distinguish new data from original data. The modifications include:
+
+1. **"stock master list" sheet**: 6 new columns added (AI Overall Score, Momentum, Theme, Risk, Social Buzz, Brief Analysis)
+2. **"Sheet4"**: Same 6 columns added
+3. **"AI Score Summary" (new sheet)**: Complete ranking sorted by Overall Score with color-coded cells
+
+## Date
+
+Analysis performed on: **March 14, 2026**