atlas-financial-assistant
An AI financial analyst that lives in Telegram: conversation-only, no commands. Market data across 5 quote and 3 fundamentals providers with automatic failover, native PDF/sheet/voice understanding, persistent memory, and proactive briefings that stay silent when nothing matters. Python, Gemini, Postgres, always-on under systemd.
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Per-day rates divide a measured star count by the days it covers: the interval between two snapshots for Rising fastest, the age of the repository for New and fast. They are not fixed 24-hour changes, and stars show interest, not quality.