Score breakdown
Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.
Why it matters
Useful for individual investors, quant hobbyists, and AI builders who want a practical reference implementation of an LLM-augmented market scanner, because it packages data ingestion, decision logic, and delivery in one MIT-licensed system that can be run on commodity hardware.
Who should use it
Who should skip it
Skip if the source link, docs, or setup requirements do not match your workflow.
Risk explanation
It is a market-analysis tool that can drive financial decisions, so keep a manual review step in front of any automated signal and never let the loop control real capital without human oversight.