Generate a TestContainers Java test class that spins up ShadowTraffic in-process to populate a Kafka topic with synthetic data during tests.
Audit all Kafka topic configurations against production best practices using the Lenses MCP server. Checks replication factor, retention, partitions, compaction, naming…
Radical redesign evaluation. When incremental improvement has converged too low or the architecture is fundamentally wrong, Kaikaku determines whether to redesign and produces a…
KAppMaker CLI - automate mobile app bootstrapping, AI logo/screenshot generation, App Store Connect setup, Google Play Console setup, Adapty subscriptions, image tools, Android…
Generate enterprise architecture design with explicit security controls, component boundaries, and integration patterns. Use after karvey-design-graphic.
Read-only dashboard of the current project spec state: project config (project.json), capabilities, active/archived changes, sprint status, and a deploy-queue / landing report…
Execute the ordered deployment flow (feature branch → dev → PR master) honoring the team's hard rules. Pull before start and before merge. Pipeline-triggered, never manual.
Systematic root-cause debugging for the Karvey method. Iron Law — no fixes without investigation first.
Team-aware retrospective for the Karvey method. Per-person breakdowns, shipping streaks, test-health trends, and growth opportunities from commit history and work patterns.
Generate implementation tasks from approved architecture. Creates Tasks in ClickUp (E{n}.F{n}.T{n}) with dependencies, or updates PLAN.md checklist.
Execute unit tests and E2E tests after implementation. Generates test_plan.md and test_evidence.md with request/response/PASS/FAIL evidence.
Build a content cluster plan from seed keywords — pillar+spokes architecture with internal-link map, intent grouping, and quality scorecard.
Generate comprehensive technical design translating requirements (WHAT) into architecture (HOW) with discovery process. Use when creating architecture from requirements.
Per-role analytics for jadecli knowledge worker plugins — measure ROI across data-engineering, frontend-engineering, integration-engineering, and analytics-engineering roles.
Diagnose and fix Kotlin coroutine race conditions, Flow issues, and thread safety bugs
Manage Koyeb backend services - check status, view logs, redeploy, list deployments
Audit Kubernetes manifests, Helm charts, and Kustomize overlays against CIS Kubernetes Benchmark and NSA/CISA hardening — pod security, resources, probes, RBAC, networking,…
Create or evaluate an architecture decision record (ADR). Use when choosing between technologies (e.g., Kafka vs SQS), documenting a design decision with trade-offs and c — from…
Incrementally upgrade a Laravel application to the latest stable version, shifting one major version at a time.
End-to-end website launch — brand identity, Astro scaffold, AI imagery, SEO, performance audit, deployment. Orchestrates 8+ skills.
Use when the sensei tutor selects or applies a pedagogical framework. Routes to 10 frameworks: 5w2h (default — structured analysis), pear-loop (Plan-Explore-Analyze-Rewrite),…
Facilitates deliberate skill development during AI-assisted coding. Offers interactive learning exercises after architectural work (new files, schema changes, refactors).
Systematically find root causes and fix bugs. Use when debugging errors, investigating test failures, reproducing bugs from issue trackers (GitHub, Linear, Jira), or when — from…
Run a standalone code review on lilnas changes — correctness, testing, maintainability, project standards — plus conditional reviewers (kieran- typescript, julik-frontend-races,…
Configure e opere o ambiente local e de produção deste projeto com Docker, Podman, Minikube e Kubernetes.
Query Logfire logs and traces for debugging. Use when user mentions logs, traces, errors, exceptions, slow requests, or asks to debug backend issues.
Post a structured investigation/fix comment on the active GitHub PR capturing findings, root cause, proposed fix, and a progress checklist — and later update progress or mark the…
Structured MAP debugging via task-decomposer, actor, and monitor agents. Use when reproducing a bug, isolating a regression, or diagnosing an error with specialized agents —…
プロジェクトの全体像を調査・文書化。ファイル構造、API、データモデル、外部連携、認証、データフロー、歴史を網羅的に整理し、memory/system-architecture.md に保存。プロジェクトの認識ズレを防ぐための Single Source of Truth…
Maps multi-step in-product flows — screens, decisions, transitions, platform-native touchpoints (dock, menu bar, widgets, notifications, Live Activity), edge cases, and error…
Use when the user asks to build an MCP server, create an MCP integration, wrap an API for AI agents, or expose tools via the Model Context Protocol.
Search and fetch official MediaMTX documentation from mediamtx.org: kickoff (introduction, install, upgrade), features (architecture, publish, read, record, playback,…
Use when the user asks to "test our messaging before we scale it", "design a message-market-fit panel", or "run a 5-second comprehension test on our new tagline"; produces a…
Cross-System Code-Analyse und Developer-Handoff fuer AutomationOne. Versteht Nutzerauftraege, verfolgt Daten- und Steuerfluesse quer durch ESP32, MQTT, Server und Frontend anhand…
EXPERIMENTAL: Three-layer parallel meta-cognition analysis. Triggers on: /meta-parallel, 三层分析, parallel analysis, 并行元认知
Avalie, projete e evolua a arquitetura deste projeto entre os espectros de monólito modular e microserviços.
Use when transforming a project's architecture pattern - e.g., Flat to Modular, MVC to Clean Architecture, Monolith to Modular Monolith.
Use when switching a project or component between frameworks - React to Vue, Vue to Svelte, or any supported framework pair.
Migrate a pytest integration test to the test-loop framework. Use when converting a pytest from pytest/tests/ to a deterministic test-loop test.
Migrate existing CLAUDE.md files to .rpiv/guidance/ system. Finds all CLAUDE.md files, transforms references, and creates architecture.md files in the guidance shadow tree.
Use when a component needs migration to the target architecture or framework version.
Use when a complete module needs migration to the target architecture - runs 6 phases with approval gates.
Staged migration plan (additive → backfill → dual-write → cutover → cleanup) for Postgres / Supabase, with rollback gates, observability checkpoints, and db-reviewer agent review.
Build and deploy documentation sites with Mintlify. Use when creating API docs, developer portals, or knowledge bases.
Generate model class จาก MCP schema (GoAPI + MainAPI models). รองรับ Dart, TypeScript ฯลฯ ตาม project. ใช้เมื่อต้องสร้าง model ใหม่ เช่น /model-gen Shop, /model-gen MongoDocModel
Decide the 6R modernization pattern — Rehost / Replatform / Refactor / Repurchase / Retire / Retain — using a decision tree and cost/time/risk matrix.
Comprehensive code review aggregating architecture, performance, documentation, scientific correctness, and quality checks. Use after writing code or during PR review.
Build a zero-based or 50/30/20 AUD budget mapped from income, fixed costs, and goals, with pay-day automation routing and AU bank-account architecture.
Service health monitoring, alerting patterns, and incident response. Check if services are up, diagnose issues, set up alerting rules.
Drop in supervisor config + /healthz endpoint + restart runbook for each service in profile.monitors.targets, per supervisor (systemd / pm2 / k8s / docker-compose)
Wygeneruj skrypt CI do synchronizacji grafu zaleznosci kodu z platforma Monolynx. Analizuje projekt Python (Django, FastAPI, Flask itp.), tworzy cicd/sync_graph.py i stage w…
Use this skill when running or debugging the Myco skill lifecycle end to end: identifying candidates from vault knowledge, curating them through approval, generating `SKILL.md`…
Activate Mythic Engineering mode — architecture-first, document-guided, AI-orchestrated development with six specialist roles.
Scan for EF Core N+1 query patterns — loops over materialized lists that access navigations, missing Include, lazy loading in hot paths. Reports file:line findings.
Narrow bare `rescue _ ->` / `rescue e ->` so UndefinedFunctionError, KeyError, and typos propagate instead of being swallowed.
Execute complex tasks through sequential sub-agent orchestration with intelligent model selection, meta-judge → LLM-as-a-judge verification — from TuYv/ccpm
Reflect on previus response and output, based on Self-refinement framework for iterative improvement with complexity triage and verification
Use when: designing, scaffolding, implementing, refactoring, or debugging NestJS applications; building modules, controllers, services, providers, guards, interceptors, pipes,…
Use when: planning or executing a NestJS version upgrade or major migration; bumping @nestjs/* across majors, upgrading the underlying platform adapter (Express or Fastify),…
Cria um Django Model completo no padrão Fat Model do SurveyHub: UUID PK, TextChoices para status, soft delete (deleted_at), state machine (ativar/pausar/encerrar com guards),…