Codebase architect - Maps and documents SystemVerilog projects. This skill should be used when the user wants to understand a codebase structure, generate architecture…
Design and audit repository and organization ruleset architecture, including layering, bypass controls, enforcement modes, and merge queue compatibility.
Scaffold, build, and debug a Go CLI that talks to Kubernetes via client-go. Use when: creating a new Go CLI for Kubernetes, wiring up Cobra commands, applying/deleting Kubernetes…
ALWAYS invoke for a substantial design or architecture decision — schema/API/dependency/boundary changes. Triggers:"should I","ADR for X","decide between","record this decision".
Audit Python files for GPU/HPC compliance violations. Use when modifying files that touch array computation, waveforms, PSD, Fisher matrix, or any code that runs on the GPU…
Ground an approach in how a Dometrain course teaches it, via the Dometrain MCP server, and cite lessons with timestamped deep links.
Structured debugging workflow with session persistence and investigation tracking
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.
Add or modernize Gateway API *Route templates (HTTPRoute/GRPCRoute/TLSRoute/TCPRoute/UDPRoute) in a Helm chart.
Write less code and say less about it. Applies YAGNI and stdlib/native-first so the agent writes the minimum code that needs to exist, and responds tersely — stripping filler,…
Keep a software system cheaply changeable over its whole life — the phase that is 60–80% of total cost and most under-resourced — across: classifying and funding it, making…
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.
Inspect the view hierarchy of a running simulator app using axe view. Use when debugging layout issues, investigating view structure, or diagnosing UI problems in a running app.
Install Chrome DevTools MCP server for debugging and network inspection in Claude Code
Install the Intercom Messenger on a website or web application with secure JWT-based identity verification.
内控设计主流程 — 整合 SOX 内控框架设计、审批矩阵管理、控制测试与缺陷管理。 适用情形：年度内控体系更新、新业务流程上线或内控缺陷整改时执行， 整合 sox-control-design、approval-matrix、control-testing 和 control-deficiency， 输出完整的内控设计与测试报告。 核心：风险识别 →…
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.
Debug a live Java application via the jdwp-inspector MCP server — breakpoints, runtime state, expression eval, variable mutation, exception-throw-site catches, non-intrusive…
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…
Apply google-java-format (AOSP style, in place) to Java files: the changed files, the staged files, all files, or specific paths.
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.
One-shot CUBRID JDBC driver verification + report. Builds the CUBRID JDBC driver, runs the CTP JDBC test suite against CUBRID, diffs pass/fail vs a baseline (a prior run's JSON,…
Reclaim DRAM by disabling unused subsystems across MB1 BCT, MB2 BCT, kernel reserved-memory, and SWIOTLB.
Create or update ProjectK documentation per Documentation-Rules — ADR (architecture) / DDR (design-art decision) with numbering scan, system docs with required sections,…
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.
Generate a ShadowTraffic configuration to populate a Kafka topic with realistic synthetic data. Discovers the target topic, its key and value schemas, and the correct serializers…