top-performer-scannerFind the true top-performing US stocks per year by downloading all NASDAQ-listed symbols, filtering by liquidity (Top 500 daily dollar volume), and ranking b...
Install via ClawdBot CLI:
clawdbot install tltby12341/top-performer-scannerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated May 9, 2026
A hedge fund manager uses the scanner to test their stock selection algorithm against historical top performers, ensuring the filter captures explosive movers like APP or MSTR before their runs.
A quantitative analyst configures the liquidity threshold (Top 500 vs Top 1000) using the scanner to build a realistic backtest universe that includes high-growth stocks without survivorship bias.
An equity researcher analyzes annual top performers to identify common characteristics (sector, market cap, volume patterns) and inform sector rotation models for the upcoming year.
Professors use the scanner in a classroom setting to demonstrate survivorship bias and the importance of liquidity filtering when analyzing historical stock returns.
Offer monthly or quarterly reports of the top performer lists with commentary, sold to retail and institutional investors.
Expose the scanner's output as an API for developers and firms to integrate into their own trading systems or backtesting platforms.
Provide customized analysis and strategy validation services using the scanner tool for hedge funds or asset managers.
💬 Integration Tip
Run the scripts sequentially (get_true_top_500.py then analyze_feasibility.py) with an internet connection; output CSV can be imported into Python or Excel for further analysis.
Scored May 9, 2026
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