/distill
Knowledge distillation methodology: candidate extraction, confidence scoring, tier routing, conversation-scoped mode. TRIGGER when: running /learn or /distill, deciding if an insight is memory-worthy, or scoring a knowledge candidate. SKIP: ad-hoc memory reads/writes (use
$ npx -y skills add komluk/scaffolding --skill distill --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
- Slash command
/distill
Context preview
The summary Claude sees to decide when to auto-load this skill.
Knowledge distillation methodology: candidate extraction, confidence scoring, tier routing, conversation-scoped mode. TRIGGER when: running /learn or /distill, deciding if an insight is memory-worthy, or scoring a knowledge candidate. SKIP: ad-hoc memory reads/writes (use
Spec-driven multi-agent orchestration for Claude Code — pure markdown, zero backend, runs on the stock runtime. 13 agents, 36 skills, 19 commands, 15 hooks, per-phase model tiers, opt-in lifecycle hooks, optional cross-device semantic memory.
Repo: komluk/scaffolding
Other skills on scaffolding.
- /agent-comms
SendMessage recipient validation and worktreePath safety (CWE-59). TRIGGER when: validating a SendMessage `to:` recipient against the agent whitelist, or a worktreePath from another agent before acting on it. SKIP: routing topology (agent Comms Protocol); git ops (use
Open skill - /agent-memory
3-tier markdown memory protocol (shared/agent/conversation) for cross-session knowledge. TRIGGER when: reading or writing agent memory files, choosing which memory tier an insight belongs in, or starting a task needing prior context. SKIP: vector recall (use
Open skill - /api-design
RESTful API design standards: resource naming, HTTP methods, status codes, pagination, versioning. TRIGGER when: designing new API endpoints, defining error response shapes, or adding pagination/filtering. SKIP: implementing FastAPI route code (use python-patterns);
Open skill - /context-engineering
Optimize Claude Code context-window usage for accuracy and cost. TRIGGER when: hitting context limits, structuring prompts for an agent, or trimming what gets injected into a task. SKIP: persisting knowledge across sessions (use agent-memory); semantic recall tuning (use
Open skill - /database-optimization
Schema design, index strategy, migration safety, and query analysis. TRIGGER when: designing tables or indexes, writing a migration, or diagnosing a slow query. SKIP: writing ORM model code (use python-patterns); generic backend patterns (use python-patterns).
Open skill - /docker-templates
Docker multi-stage build templates, image security, and docker-compose patterns. TRIGGER when: writing a Dockerfile, composing services, or hardening a container image. SKIP: CI pipeline definitions (use github-actions-template); runtime monitoring (use monitoring-observability).
Open skill

