pattern-scout
Apply this skill before implementing in an unfamiliar area where an existing local pattern may already solve the shape of the change.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
메뉴
Apply this skill before implementing in an unfamiliar area where an existing local pattern may already solve the shape of the change.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Apply this skill when self-hosted Coolify or Coolify Cloud servers, applications, services, databases, build servers, destinations, Docker Compose stacks, domains, TLS certificates, Traefik or Caddy proxies, health checks, rolling updates, preview deployments, environment variables, build secrets, API tokens, teams, backups, restores, updates, monitoring, cleanup, resource limits, networking, firewalls, or deployment and rollback behavior are created, changed, reviewed, diagnosed, migrated, secured, or operated.
Apply this skill when PostgreSQL-specific schema, query, transaction, migration, indexing, extension, role, row-level security, connection pooling, replication, backup, restore, managed Postgres, or runtime behavior is created, changed, reviewed, or reported, including PostgreSQL 18 asynchronous I/O, B-tree skip scan, UUIDv7, virtual generated columns, RETURNING OLD/NEW, OAuth, logical-replication conflicts, observability, or 17-to-18 upgrades.
Apply this skill when Ubuntu Server or Ubuntu cloud images, especially Ubuntu 24.04 LTS or 26.04 LTS, are installed, upgraded, tuned, secured, diagnosed, backed up, restored, rebooted, or operated, including APT, dpkg, Snap, PPA, deb822 sources, unattended-upgrades, phased updates, needrestart, Livepatch, kernels, systemd services and timers, journald, cgroup v2, PSI, sysctl, CPU, memory, storage, network, SSH socket activation, AppArmor, UFW, Docker or Podman host integration, release upgrades, and remote recovery.
Apply this skill when deciding whether an AI agent, workflow automation, internal tool, or operational integration is economically worth building, expanding, replacing, or retiring by comparing human touch and wait time, exception density, stable machine-readable boundaries, expected cost per accepted outcome, human alternatives, supervision, failure recovery, maintenance, break-even volume, throughput value, effective lifetime, NPV, and independent safety gates.
Apply this skill when production automation, scheduled jobs, cron, polling, webhooks, events, queues, workers, durable workflows, approval steps, connectors, or operational pipelines are designed, changed, reviewed, or reported and the task must choose trigger responsibilities, prevent missed or duplicate work, detect silent wrong results, place human approval at the irreversible boundary, minimize credentials and personal data, control useful-effect cost, and keep an owned versioned automation registry.
Apply this skill when cloud, infrastructure, Kubernetes, serverless, database, storage, logging, telemetry, CDN, NAT, egress, autoscaling, quota, budget, tagging, snapshot, container registry, Marketplace, LLM API, or third-party SaaS usage is created, changed, reviewed, or reported and the risk is whether normal, growth, or incident usage can silently explode spend without scenario bills, account or project isolation, quotas, tags, lifecycle, retention, caps, commitment discipline, or automated shutoff guardrails.
| mustflow_doc | skill.pattern-scout |
| locale | en |
| canonical | true |
| revision | 4 |
| lifecycle | mustflow-owned |
| authority | procedure |
| name | pattern-scout |
| description | Apply this skill before implementing in an unfamiliar area where an existing local pattern may already solve the shape of the change. |
| metadata | {"mustflow_schema":"1","mustflow_kind":"procedure","pack_id":"mustflow.core","skill_id":"mustflow.core.pattern-scout","command_intents":["changes_status","changes_diff_summary","mustflow_check"]} |
Find the closest local implementation pattern before creating new structure, naming, data flow, tests, or documentation shape.
feature-surface-completeness-review and use this skill
only to supply a closest-pattern input.semantic-repository-discovery..mustflow/config/commands.toml have been checked for the current scope.Use configured oneshot command intents when available:
changes_statuschanges_diff_summarymustflow_checkAlso run any narrower configured test, build, or documentation intent required by the chosen pattern.