Skill-distill candidates — 2026-05-17#
SV B-4 + B-8 cross-axis sprint, skeleton mode (Week 1). Sessions scanned: 72 · with events: 24 · min-count threshold: 5
Top repetitive tool / skill tokens#
| # | Token | Count | Distinct sessions | Examples |
|---|---|---|---|---|
| 1 | batch | 15 | 6 | 2026-05-08-rojt-s-bojt-weboldal, 2026-05-11-github-repo, 2026-05-12-obsidian-vault, +3 |
| 2 | ingest | 14 | 4 | 2026-05-12-obsidian-vault, 2026-05-16-kgc-robbantott-brakeres, 2026-05-17-obsidian-vault, +1 |
| 3 | backfill | 9 | 5 | 2026-04-30-vault-restructure, 2026-05-13-sv-functional-payoff, 2026-05-17-obsidian-vault, +2 |
| 4 | vault-cleanup | 7 | 4 | 2026-04-23-myforge-dashboard, 2026-05-09-vault-maintenance, 2026-05-12-obsidian-vault, +1 |
| 5 | vault-search | 6 | 5 | 2026-05-13-sv-b2-memory-architecture, 2026-05-13-sv-week1-implementation, 2026-05-14-kgc-marketing, +2 |
Top tool-sequence bigrams (composition signal)#
| # | A → B | Count |
|---|---|---|
| 1 | vault-cleanup → vault-cleanup | 3 |
| 2 | batch → batch | 3 |
| 3 | ingest → ingest | 3 |
| 4 | backfill → backfill | 2 |
| 5 | batch → backfill | 2 |
| 6 | backfill → ingest | 2 |
Candidate distill targets#
Tokens crossing threshold are candidates for auto-skill distillation. Skeleton mode does NOT generate drafts — Week 2 will spawn an LLM agent to draft ~/.claude/skills/auto-distilled/queue/<slug>.md per candidate.
- [1]
batch— 15 uses across 6 sessions — 🟢 strong - [2]
ingest— 14 uses across 4 sessions — 🟢 strong - [3]
backfill— 9 uses across 5 sessions — 🟡 borderline - [4]
vault-cleanup— 7 uses across 4 sessions — 🟡 borderline - [5]
vault-search— 6 uses across 5 sessions — 🟡 borderline
Safety#
- This run ONLY produced this audit file. No writes to
~/.claude/skills/. - Week 2 drafts will go to
~/.claude/skills/auto-distilled/queue/(REVIEW state). - Activation: user manually runs
mv queue/<slug>.md auto-distilled/<slug>/SKILL.md. - Forbidden targets: anywhere outside
~/.claude/skills/auto-distilled/.
Related#
- 11-wiki/sv-04-tool-composition — Voyager skill-library theory
- 11-wiki/sv-02-recursive-self-improvement — ReCreate TTE, SAGE/SkillRL
- 11-wiki/Crystallization-protocol — Learnings → skill auto-conversion
/usr/local/bin/vault-skill-distill— this script