Get alternative perspectives via Google Gemini on complex design decisions, architecture trade-offs, stuck debugging, or approach evaluation.
Use when installing, upgrading, or migrating the official Gemini API SDK (Google GenAI SDK) in any language — Python `google-genai`, JavaScript/TypeScript `@google/genai`, Go…
Invoke Google Gemini 3 Pro for text generation, reasoning, and code tasks using the Python google-genai SDK.
Use when deciding whether to route a task to Google's Gemini Pro frontier model (current Gemini 3.1 Pro generation, moving to Gemini 3.5 Pro) instead of Claude Opus or GPT-5 —…
Test-driven development skill for writing unit tests, generating test fixtures and mocks, analyzing coverage gaps, and guiding red-green-refactor workflows across Jest, Pytest,…
Optimize token usage when delegating to Gemini CLI. Covers token caching, batch queries, model selection (Flash vs Pro), and cost tracking.
Receive and verify Google Gemini API webhooks. Use when setting up Gemini webhook handlers for batch jobs, video generation, or Interactions API function-calling LROs, debugging…
Performs web searches using Gemini CLI headless mode with google_web_search tool. Includes intelligent caching, result validation, and analytics.
Central authority for Claude-Gemini shared workspace architecture. Defines directory structure, artifact exchange, and file naming conventions.
Use Gemini Web's 3.6 Flash with extended thinking as a verified second-opinion partner for difficult planning, architecture, debugging, product, content, risk-review, and…
Creates, refines, reviews, and expands Architectural Decision Records (ADR) using project templates and tech-radar.json.
Régénère les types TypeScript de l'API depuis le schéma OpenAPI Django. Utiliser quand un modèle/serializer/viewset backend a été modifié et que le frontend doit consommer les…
Convert a project plan written in a Markdown file into a complete bd beads graph (tasks, subtasks, dependencies) using only bd for creation and edits, then review and opt — from…
Generate a `.devcontainer/devcontainer.json` keyed to the project's primary language so `gh codespace create` (or VS Code's "Reopen in Container") gives anyone on the team a…
Add a REST API endpoint with Swagger docs, auth decorators, DTOs, and service method. Examples: \"Add POST /products endpoint\", \"Create search endpoint\", \"Add bulk delete…
Smoke test for the sagaflow generic interpreter. Writes a greeting to report.md and ends turn. Use only for testing the interpreter round-trip.
Analyze repo, detect stack, trace changes to user-facing entry points, generate E2E YAML test plan
Generate standard unit tests for one or more target classes in Apache ShardingSphere; by default, target 100% class/line/branch coverage and pass quality gates; perform explicit…
Expert in OCI Generative AI Dedicated AI Clusters - deployment, fine-tuning, optimization, and production operations
Use when evaluating, comparing, researching, or preparing vendor questions for Generative AI platforms, AI services, orchestration layers, agent frameworks, or AI tooling…
Validate Level 5 GenAI architecture decisions (LLM gateway, observability, guardrails, evaluation) before planning.
Open source MCP server for databases that simplifies AI agent access to database resources. Handles connection pooling, authentication, and observability with OpenTelemetry…
Comprehensive expertise for working with Microsoft's GenAIScript framework - a JavaScript/TypeScript-based system for building automatable LLM prompts and AI workflows.
Generar casos de prueba exhaustivos basados en historias de usuario utilizando técnicas de caja negra, asegurando cobertura total de criterios de aceptación y separando escenarios…
Use when a backpressured code-review subagent is reviewing a diff for correctness/logic, simplicity/reuse, or test-quality defects — everything except type design.
General software development practices including code review, testing strategies, and CI/CD integration.
General workflow instructions for Claude Code agents working in this repository. Covers environment setup, coding workflow, documentation, testing, and error-handling practices.
v1.11.0 — Mandatory engineering workflow and coding standards for every software task: implementation, debugging, review, testing, and refactoring.
Create effective agent skills through guided briefing process. Use when user wants to: (1) create a new skill, (2) make a skill, (3) build a skill, (4) set up a skill, (5)…
Analyzes and refines agent skills by identifying quality issues, prioritizing fixes (MUST/SHOULD/NICE), gathering user feedback, and implementing improvements.
Generate comprehensive, systematic test suites for any system component using a structured test design methodology.
Use Schemathesis when an agent needs to turn an API schema into broad negative and edge-case coverage instead of hand-writing examples.
Creates API_CATALOG.md or INTERFACE_CATALOG.md documenting all system interfaces with examples. Use when documenting APIs, CLIs, SDKs, or message interfaces for consumers…
Generate Next.js API route handler with repository integration, error handling, and TypeScript types.
Generate Python code to solve AppWorld agent tasks using playbook bullet guidance. Use when the AppWorld executor needs executable Python code for tasks involving Spotify, Venmo,…
Generates ARCHITECTURE.md following IEEE 15289 standards. Use when documenting a new or existing project's technical architecture.
Use when the user wants to convert acceptance criteria into Cucumber/Gherkin feature files, write a .feature file, or produce BDD scenarios for a story.
Generate dashboard card component with shadcn Card structure, TypeScript props, and optional sub-components. Use when creating new dashboard widgets or stat cards.
dhelix 프로젝트의 TypeScript 클래스/모듈을 초보자도 이해할 수 있는 구조화된 개발 문서로 생성합니다. Next.js 기반 guide/ 사이트에 새 페이지를 추가하는 형태로 동작합니다.
Turn a public GitHub repository into an interactive architecture diagram before onboarding, code review, or agent handoff.
Generate a pREST config for a PostgreSQL database. Use when the user needs prest.toml, .env, or Docker Compose to stand up pREST.
How to generate share-imagery (OpenGraph banners, portraits, squares, tall WhatsApp/iMessage cards) for any Lossless site or splash page so the resulting images form a coherent…
Use when generating documentation for Solidity contracts, when user says /generate-contract-docs, or when updating contract docs after deployment changes.
Create Mermaid.js diagrams for architecture, flows, sequences, ERDs, and C4. Use when user says "draw a diagram", "create a flowchart", "sequence diagram", "ERD", "architecture…
Generate design documents from existing code. Use when the user wants to "generate design docs", "create documentation from code", "reverse engineer architecture", "extract design…
Turn a project description into a Claude Code team architecture with generated agents, shared skills, and orchestration patterns instead of hand-designing the whole setup.
Use Swag when an agent needs to turn Go handler annotations into reviewable Swagger 2.0 documentation before API docs, clients, or release checks depend on it.
Generiert eine vollständige Japanisch-Lektion (Lesson + LessonPages + LessonContent + QuizQuestions) für japanese-learning.ch.
Homeostatic actuator auto-generating missing tests for requirements with low coverage. Creates unit tests, edge cases, and error cases for REQ-* without sufficient test coverage.
Terraform モジュールを生成・管理する。「モジュール作成」「モジュール生成」「新しいモジュール」「module 作って」「モジュール構造」「tf モジュール」「terraform モジュール追加」「モジュールのテンプレート」「モジュール scaffold」などで起動。 — from engineering/devops
Generate QR codes from URLs or text using a pre-built Python script with qrcode library
Plan, create, edit, or review branded Quasar presentations for reports, results, proposals, training, consulting, and project decisions.
Generate behavioral specifications (Layer 3) from use cases and architecture documents using multi-agent orchestration
Generate the conclaude-schema.json configuration schema file using src/bin/generate-schema.rs. USE WHEN the configuration format changes, new config fields are added, or the…
Create diverse synthetic test inputs for LLM pipeline evaluation using dimension-based tuple generation.
Generate professional multi-page templates for boopixel-builder. Two modes — (A) catalog seeding into app/seeds/templates.json, (B) update an existing project's pages directly via…
Generate a Mermaid flowchart diagram for a Terraform module with visible Azure and AWS provider icons.
Refresh Terraform module documentation from source so variables, outputs, and providers stay aligned with the code before review or release.
Generate comprehensive test cases from specification documents using AI in the QuickRail project. Use when users want to create test cases from requirements, spec documents, or…
Create comprehensive unit test plans for Swift code with TDD methodology. Use this when planning tests for new features, ensuring test coverage, creating test checklists, or…