aireadylife-brand-flow-analyze-mentionslisted

## What It Does Reads the mention log from `~/Documents/aireadylife/vault/brand/00_current/` where all logged brand mentions are stored as structured records with platform, author, date, content summary, and sentiment pre-classification from when they were logged. Aggregates mentions by sentiment (positive, neutral, negative) and calculates the sentiment distribution for the period (e.g., "73% positive, 21% neutral, 6% negative"). Tracks change in sentiment distribution vs. prior month — a shift toward neutral or negative is an early reputation signal worth investigating before it becomes a pattern. Identifies notable sources: accounts whose mentions warrant immediate or priority attention. Notable source criteria: verified journalist or media publication, follower count above the threshold configured in config.md (default: 10,000 followers), academic or institutional affiliation, or previous interaction history marked as high-priority. Notable sources are surfaced separately from the bulk mention list. Scans for unanswered mentions — any mention classified as negative or neutral that has not been marked "responded" and is within the response window (configurable; default 7 days). These are response opportunities that are still live. Mentions older than the response window are flagged separately as "response window closed — monitor only." Identifies patterns: which topics or content pieces are driving the most mentions, which platforms generate the most brand discussion,