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clawdbot 3201996db2 Add trend-sifter CLI for ranking memory trends and generating hooks
2026-02-13 03:00:59 -05:00
.gitignore Initial commit 2026-02-13 03:00:31 -05:00
LICENSE Initial commit 2026-02-13 03:00:31 -05:00
README.md Add trend-sifter CLI for ranking memory trends and generating hooks 2026-02-13 03:00:59 -05:00
trend_sifter.py Add trend-sifter CLI for ranking memory trends and generating hooks 2026-02-13 03:00:59 -05:00

README.md

trend-sifter

Tiny CLI that scans memory/YYYY-MM-DD.md and pulls out high-signal trend bullets + tweet hooks.

Why this exists

Luis already captures tons of useful notes, but turning those notes into "what matters today" takes manual sorting. trend-sifter does first-pass triage in seconds.

Usage

cd trend-sifter
python3 trend_sifter.py --file ../memory/2026-02-12.md --top 6

JSON mode:

python3 trend_sifter.py --file ../memory/2026-02-12.md --json

Default mode (today's memory file):

python3 trend_sifter.py

Output

For each top item, it prints:

  • score (simple heuristic)
  • section + time context
  • original bullet
  • one ready-to-use social hook

Follow-up ideas

  • Add source links/citations per trend item.
  • Add --markdown output to paste directly into Telegram morning brief.
  • Add model-assisted ranking mode for better signal quality.