Design a dataLayer schema for a website — generate JavaScript push snippets for e-commerce, form, and custom events, then wire matching GTM data layer variables for each field.
Think before building. Use when the user asks to reason about, analyze, evaluate, compare options, make an architecture decision, choose between approaches, think through a…
OSS の深いハッカーニュースを収集して一件ずつ丁寧に解説する。 JavaScript/React/Next.js の internals、TC39、V8、fiber/scheduler、 transpilation、bytecode、memory model、JIT など "Secrets of the JavaScript Ninja"…
Generate customized .claude/ harness framework with Fusion Architecture (GAN-inspired + Domain Specialists).
Use when assessing overall project quality, onboarding onto a new codebase, or before major refactoring to establish a baseline.
Audit Terraform, OpenTofu, Terragrunt, and Pulumi modules for state, provider pinning, security (Checkov/tfsec), module hygiene, environment separation, drift, and cost.
Scaffold a new disruptive business idea folder with structured templates for brainstorming, lean canvas, hidden assumptions, PMF strategy, and testing plan.
Implement or refactor Next.js frontend features with Tailwind and Skeleton UI. Covers App Router, Server Components, Server Actions, Skeleton themes and components, layout…
Lightweight implementation orchestrator for low-complexity work — fixes, refactors, doc changes, or single-AC features that do not warrant a phase plan or factory decomposition.
Index recommendations from query patterns, EXPLAIN ANALYZE excerpts, and table sizes. Includes partial / covering / GIN / BRIN guidance for Postgres / Supabase.
**DEFAULT for IaC reviews — dispatches reviewer with infrastructure-as-code focus.**
Import data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS, Aurora), Amazon Redshift, Snowflake, BigQuery,…
Produces a first-pass architecture and design review covering structure, maintainability, and scalability. Use when onboarding to or assessing the design of a codebase.
Install the Intercom Messenger on a website or web application with secure JWT-based identity verification.
Orchestrate firmware rollouts with canary deployment and anomaly-gated advancement
Creates, lists, and manages Architecture Decision Records for Java projects. Use when user asks to "create an ADR", "document this decision", "write an architecture decision",…
Reviews Java REST API design including HTTP methods, status codes, naming, and versioning. Use when user asks to "review my API", "check REST design", "is this good REST", "review…
Generates a Conventional Commits message for staged Java changes. Use when user asks to "write a commit message", "help me commit", "what should my commit say", "summarize my…
Reviews Java code for thread safety, race conditions, deadlocks, and Java 21 virtual thread compatibility.
Generates a complete Spring Boot CRUD feature (entity, repository, service, controller, DTOs, tests) in an existing project.
Detects GoF patterns in Java code or recommends the right pattern for a problem. Use when user asks to "what pattern is this", "detect design patterns", "suggest a pattern",…
Generates Javadoc comments for Java classes and methods. Use when user asks to "add javadoc", "document this class", "write documentation", "add comments", "generate docs", or…
Explains Java code in plain language including design patterns. Use when user asks to "explain this code", "what does this do", "help me understand", "walk me through this", or…
Diagnoses and fixes Java compile errors, runtime exceptions, and stack traces. Use when user asks to "fix this error", "this won't compile", "I'm getting an exception", "debug…
Runs a holistic code health check scoring Security, Tests, Performance and Quality with A-F grades. Use when user asks to "check health", "score this project", "health check",…
Reviews Spring Data JPA for N+1 queries, fetch strategies, projections, and Specifications. Use when user asks to "review JPA", "check for N+1", "JPA performance", "review my…
Reviews Java logging for SLF4J best practices, MDC context, structured logging, and PII safety. Use when user asks to "review logging", "check my logs", "logging review", "is my…
Interactive Java version upgrade guide (8 to 11, 11 to 17, 17 to 21). Use when user asks to "migrate to Java 17", "upgrade to Java 21", "Java migration guide", "move from Java 11…
Generates or reviews OpenAPI / Swagger documentation for Spring Boot REST APIs — adds @Operation, @Schema, @ApiResponse annotations and configures Swagger UI.
Quick Java performance scan flagging N+1 queries, memory issues, threading problems, and algorithmic hotspots.
Suggests and applies version-gated Java refactorings. Use when user asks to "refactor this", "clean up this code", "modernize this Java", "simplify this", "extract method",…
Reviews Java code for bugs, naming issues, code smells, and version-appropriate idioms. Use when user asks to "review this code", "check my Java", "look at this class", "find…
Scaffolds a brand-new Spring Boot project from scratch — build file, package structure, and a starter feature.
Checks Java code for SOLID principles violations with Java-specific patterns. Use when user asks to "check SOLID principles", "is this good OOP", "single responsibility", "SOLID…
Generates JUnit 5 and Mockito unit tests or Testcontainers integration tests, auto-detecting project setup.
Review Kafka Connect connector configurations for common misconfigurations using the Lenses MCP server.
Analyse Kafka consumer group lag using the Lenses MCP server. Diagnoses lag causes (throughput bottlenecks, rebalancing, partition skew, stalled consumers) and suggests…
Review dead letter queue implementations for completeness using the Lenses MCP server. Checks DLQ topic existence, configuration, monitoring, metadata preservation, retry logic,…
Review Kafka producer and consumer performance configurations in both the live cluster (via Lenses MCP) and the codebase.
Scaffold a production-ready Python Kafka producer and consumer using `confluent-kafka-python`, with Schema Registry, graceful shutdown, idempotent producer, tests and a complete…
Review Kafka schema changes (Avro, Protobuf, JSON Schema) for compatibility and evolution best practices using the Lenses MCP server.
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…
Build a content cluster plan from seed keywords — pillar+spokes architecture with internal-link map, intent grouping, and quality scorecard.
Diagnose and fix Kotlin coroutine race conditions, Flow issues, and thread safety bugs
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.
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.
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…
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,…
Cross-System Code-Analyse und Developer-Handoff fuer AutomationOne. Versteht Nutzerauftraege, verfolgt Daten- und Steuerfluesse quer durch ESP32, MQTT, Server und Frontend anhand…