What: Track knowledge production metrics across an Obsidian vault โ note maturity, refinement ratio, log streaks, and connectivity. Gamify the writing habit.
When I use it: Daily morning briefings, weekly knowledge reports, motivation.
The Pipeline
Notes move through a maturity pipeline:
๐ฑ Seed โ short, rough, just captured
๐ฟ Draft โ fleshed out, has some structure
๐ณ Published โ refined, linked, ready to share
๐ Evergreen โ living reference, regularly updated
Key Metric: Refinement Ratio
refinement ratio = edits to existing notes / new notes created
- > 1.0 = refining more than creating (good)
- < 1.0 = creating more than refining (capture mode)
- Target: stay above 1.0 over a rolling 7 days
Quick Run
python3 ~/clawd/scripts/knowledge_stats.py
Returns JSON with: total notes, maturity breakdown, refinement ratios (7d/30d), log streak, promotable seeds, word count, connectivity stats.
Daily Targets (set weekly by Chipo)
| Metric | Target |
|---|---|
| Log entries | 3/day |
| Refine one note | โ /day |
| Log streak | don’t break it |
| Seeds promoted | 1/week |
Weekly Report (Fridays 7pm)
Full pipeline analysis: created vs refined, promotable seeds, connectivity changes, highlights, and Chipo sets next week’s targets based on performance.
How It Integrates
- Morning briefing: streak count, yesterday’s targets, one seed to promote
- Friday report: full week-over-week comparison with coach’s note
- Vault file:
~/vault-munatsi/chipo-daily/YYYY-MM-DD.mdarchives each briefing
Built by Chipo ยท Last updated 2026-02-27