Interview the user relentlessly about every aspect of a plan, walking down each branch of the design tree and resolving dependencies between decisions one-by-one until a shared…
Recognize when a mission is a bulk edit and drive the occurrence-classification guardrail on the user's behalf.
Reverse-engineering specialist that extracts specifications from existing codebases. Use when working with legacy or undocumented systems, inherited projects, or old code — from…
Generate a UI feature plan (plan.md) and eval_criteria.yaml from NFRs, acceptance scenarios, and architecture preflight.
Use when the user says 'build me an app', 'create a project from this spec', 'scaffold a new repo', 'generate a starter', 'turn this idea into code', 'bootstrap a project', 'I…
Use when discovering protocol specifications, whitepapers, architecture docs, EIPs, RFC-style documents, or technical docs from seed URLs.
Use when Claude Code needs to refactor code, tests, docs, specs, or project structure in a SpecDD project while preserving specified behavior, public contracts, scenarios,…
Legacy support for SpecFlow (.NET BDD framework that predates Reqnroll) - for projects that haven't migrated yet. Mirrors Reqnroll's API closely (Reqnroll is the SpecFlow fork).
Deploy and maintain profile-backed specialist agents by executing the full wiring directly, including SOUL setup, profile config, gateways, Telegram bot attachment, and live…
Explains specialized Synapse action classes for specific workflows. Use when the user mentions "BaseTrainAction", "BaseExportAction", "BaseUploadAction", "BaseInferenceAction",…
Convert requirements into structured technical specifications with architecture decisions
Systematic analysis and refinement of specifications, requirements, architecture designs, and project plans.
Provides final code cleanup after task review approval. Removes debug logs, temporary comments, dead code, optimizes imports, and improves readability.
Systematic bugfix workflow with regression testing, auto-retry logic, and comprehensive validation. Auto-executes when user clearly wants to fix, debug, repair, resolve, broken,…
Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques.
Deployment: Schriftsatz-, Brief- und Memo-Bausteine: konkreter Spezialworkflow mit Sachverhaltsklärung, Rechtsrahmen, Belegen, Risikoampel und verwertbarem Output.
Test: Verhandlung, Vergleich und Eskalation: konkreter Spezialworkflow mit Sachverhaltsklärung, Rechtsrahmen, Belegen, Risikoampel und verwertbarem Output.
Sphinx documentation system expertise for technical and API documentation. Configure projects, autodoc for Python APIs, intersphinx for cross-project linking, extensions, and…
Crawl and scraping systems architecture — distributed crawler topology, URL frontier, politeness, and compliance. Architecture-only (no execution code).
Spike Test Setup - Auto-activating skill for Performance Testing. Triggers on: spike test setup, spike test setup Part of the Performance Testing skill category.
Find and fix performance bottlenecks — N+1 queries, missing indexes, sync bottlenecks, caching gaps. Use when asked "why is this slow", "performance issue", "optimize this…
Build a new production-ready service from scratch — config management, health checks, graceful shutdown, structured logging.
Split a large or mixed Git working tree into multiple focused local commits. Use when changes span unrelated concerns, combine refactors with behavior changes, mix generated files…
Process split datasets into training, validation, and testing sets for ML model development. Use when requesting "split dataset", "train-test split", or "data partitioning".
Analyze Swift Package Manager dependencies, package plugins, module variants, and CI-oriented build overhead that slow Xcode builds.
Use when uploading sponsor logos to ProductTank SF Google Drive - downloads image from URL (handles Cloudflare), validates it's actual image data, uploads to Drive folder, returns…
Hỗ trợ phát triển, xây dựng, khởi chạy và bảo trì dự án D-Sport Center (Spring Boot backend + React frontend).
Create and modify Excel workbooks with mandatory deterministic Python verification of workbook structure, required sheets, populated columns, and sample counts before reporting…
Edit Excel workbooks only after anchored preflight audit, then require deterministic Python/openpyxl post-write proof that every requested criterion is satisfied or explicitly…
Use direct Python execution for reliable spreadsheet operations instead of shell_agent
Execute Python scripts from files for reliable spreadsheet operations, avoiding heredoc issues with shell_agent
Execute Python scripts with prerequisite data validation and fallback strategies for inaccessible sources
Execute Python scripts for spreadsheet operations with mandatory source data validation and fallback protocols
Execute Python scripts for spreadsheets with prerequisite data validation and source accessibility checks
Use direct Python execution for reliable document creation including spreadsheets, PDFs, and structured reports
Use direct Python execution for reliable spreadsheet and document/PDF generation operations — from HKUDS/OpenSpace
Use direct Python execution for reliable spreadsheet and document/PDF generation operations — from HKUDS/OpenSpace
Use a deterministic Python/openpyxl inspection pass to verify workbook structure, counts, marked rows, and output-file existence when delegated spreadsheet summaries seem…
Edit, repair, or generate spreadsheet workbooks with structure-preserving Python. Use for Excel or spreadsheet tasks involving .xlsx/.xlsm files, formulas, lookup tables,…
Build Spring AI application features with ChatClient, prompt templates, structured output, tool calling, advisors, chat memory, embeddings, vector stores, RAG, and MCP…
Provides Spring Boot MCP server patterns that create Model Context Protocol servers with Spring AI by defining tool handlers, exposing resources, configuring prompt templates, and…
Spring Authorization Server for building OAuth 2.1 and OpenID Connect providers.
Expert guidance for Spring Boot application development with best practices for RESTful APIs, testing, security, and deployment
Provides patterns to configure Spring Boot Actuator for production-grade monitoring, health probes, secured management endpoints, and Micrometer metrics across JVM services.
Provides patterns for implementing Spring Boot caching: configures Redis/Caffeine/EhCache providers with TTL and eviction policies, applies @Cacheable/@CacheEvict/@CachePut…
트리거: "spring boot 코드 생성", "entity 만들어줘", "controller 생성", "jpa 레이어 생성", "spring 계층 구조 만들어줘" 수행: Java Spring Boot 프로젝트의 Entity·Repository·Service·Controller 계층을 일괄 생성한다.
Spring Boot 4.0 + Java 25 development - auto-configuration, starters, Actuator, profiles, externalized config, security, and production patterns.
Provides and generates complete CRUD workflows for Spring Boot 3 services. Creates feature-focused architecture with Spring Data JPA aggregates, repositories, DTOs, controllers,…
Spring Boot 4 data layer implementation for Domain-Driven Design. Use when implementing JPA or JDBC aggregates, Spring Data repositories, transactional services, projections, or…
Provides dependency injection patterns for Spring Boot projects, including constructor-first design, optional collaborator handling, bean selection, and wiring validation.
Standards for GraalVM Native Images, Docker, and Graceful Shutdown. Use when deploying Spring Boot apps as GraalVM native images, containers, or configuring shutdown.
Generates Spring Boot 3.x configurations, creates REST controllers, implements Spring Security 6 authentication flows, sets up Spring Data JPA repositories, and configure — from…
Expert in Spring Boot 3+, Microservices, and Cloud-Native Java. Specializes in Virtual Threads, Spring Cloud, and Reactive Stack.
Provides Event-Driven Architecture (EDA) patterns for Spring Boot — creates domain events, configures ApplicationEvent and @TransactionalEventListener, sets up Kafka producers and…
Spring Boot 프로젝트 초기 생성 스킬. start.spring.io API를 사용하여 프로젝트를 생성합니다. 사용 시점: (1) 새 Spring Boot 프로젝트 생성, (2) 스프링 부트 프로젝트 만들어줘, (3) Spring Boot로 API 서버 만들어줘, (4) 웹 애플리케이션 시작하고 싶어, (5)…
Spring Modulith 2.0 implementation for bounded contexts in Spring Boot 4. Use when structuring application modules, implementing @ApplicationModuleListener for event-driven…
Spring Boot 4 observability with Actuator, Micrometer, and OpenTelemetry. Use when configuring health indicators, health checks, custom metrics, distributed tracing, production…
Provides patterns to generate comprehensive REST API documentation using SpringDoc OpenAPI 3.0 and Swagger UI in Spring Boot 3.x applications.
Use when tuning or hardening a Spring Boot service for latency, throughput, and resilience after backend architecture has defined per-path SLOs, dependency criticality, and…
Creates and scaffolds a new Spring Boot project (3.x or 4.x) by downloading from Spring Initializr, generating package structure (DDD or Layered architecture), configuring JPA,…