voc-synthesizelisted

Cross-reference profiled VoC signals across every connected source and surface only patterns confirmed by multiple independent channels. Clusters by meaning using parallel subagents, then applies the confirmation rule in code. Outputs a confidence-ranked theme list with verbatim quotes and account context preserved. Trigger on /voc-synthesize, "what patterns are confirmed", "synthesize this week's signals".
aatirar/voc-claude-skills · ★ 0 · AI & Automation · score 73

Install: claude install-skill aatirar/voc-claude-skills

# /voc-synthesize — Cross-Source Pattern Detection One mention is an anecdote. Three mentions across three different channels is a pattern. That distinction is the entire product, and this skill is built so it cannot be quietly relaxed. **Clustering is a judgment task, so subagents do it. Counting is not, so code does it.** The confirmation rule lives in `scripts/synthesize.js` reading `config/thresholds.json`, and nowhere else. If you find yourself reasoning about whether something "feels confirmed," you have left the rule behind. ## Requires | What | Value | |---|---| | Input | `outputs/voc/profiled/*.json`, plus the call analysis and review briefs | | Config | `config/thresholds.json` | | Cost | Subagent tokens. Five clustering agents per run. | --- ## Phase 1 — Gather Collect everything in the window (default from `windows.default_days`): | Source | Path | |---|---| | Profiled signals | `outputs/voc/profiled/*.json` | | Call intelligence | `outputs/calls/analysis/call-intelligence-*.md` | | Review briefs | `outputs/voc/sources/reviews/brief-*.json` | | Chat, notes, CRM, surveys, tickets | `outputs/voc/sources/<channel>/*` | **Do not read the quarantine folder.** Tier-U signals are excluded by design. Report which sources were empty. A source that returned nothing because its connector is broken looks identical to a source where nothing happened, and the difference matters — say which you believe it was and why. --- ## Phase 2 — Cluster in parallel Spawn one s