hao
90d58a000b
- MemelyAlphaStockRanking_multi_model.xlsx: 13-sheet Excel with per-model scores - Multi-Model Comparison (cross-model ranking) - Model Legend (color coding guide) - Scores - GPT-4.1-mini (blue highlights) - Scores - GPT-4.1-nano (green highlights) - Scores - Gemini-2.5-flash (purple highlights) - Rank sheets for each model - scores_gpt41nano.json: GPT-4.1-nano raw scores - scores_gemini25flash.json: Gemini-2.5-flash raw scores - score_multi_model.py: Multi-model scoring script - build_multi_model_excel.py: Excel generation script
Memely Alpha Stock Ranking - 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:
- Overall Score (1-100): Comprehensive investment attractiveness
- Momentum Score (1-100): Based on 7-day and YTD price performance
- Theme Score (1-100): Relevance of thematic play (AI, Defense, Aerospace, Crypto, etc.)
- Risk Score (1-100): Volatility and risk level (100 = highest risk)
- 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:
- "stock master list" sheet: 6 new columns added (AI Overall Score, Momentum, Theme, Risk, Social Buzz, Brief Analysis)
- "Sheet4": Same 6 columns added
- "AI Score Summary" (new sheet): Complete ranking sorted by Overall Score with color-coded cells
Date
Analysis performed on: March 14, 2026