Look up HVAC equipment specifications (capacity, efficiency, dimensions, electrical requirements) by brand and model number. Use when the user mentions equipment specs, model numbers, AHU, VAV, chiller, boiler, pump, fan specifications, or needs to find manufacturer data sheets. Searches manufacturer websites and processes PDF spec sheets with security safeguards.

Manage hydrodynamic coefficients, wave spectra, and environmental loading\

Provides hypothesis refinement and validation support for bioinformatics research. Helps transform vague ideas into testable, specific hypotheses and designs verification strategies.

Identify, structure, and catalog testable hypotheses from pilot signals and strategic inputs. Use when transforming unstructured idea lists or pilot objectives into a formal hypothesis registry for experimental planning.

Guide selection and interpretation of statistical hypothesis tests. Use when: (1) Choosing appropriate test for research data, (2) Checking assumptions before analysis, (3) Interpreting test results correctly, (4) Reporting statistical findings, (5) Troubleshooting assumption violations.

Take any claim and design + execute a complete research protocol to test it. Apply scientific method automatically: design study, gather data, run analysis, provide verdict with confidence level.

Comprehensive guide to writing testable product hypotheses that drive learning and prevent building the wrong things

Use Hypothesis for property-based testing to automatically generate comprehensive test cases, find edge cases, and write more robust tests with minimal example shrinking. Includes Polars parametric testing integration.

Expert in internationalization (i18n) and localization (l10n) with i18next, react-intl, multi-language support, RTL layouts, locale-specific formatting, translation management, and automated text extraction

Internationalization specialist for Phoenix/Elixir applications. Use when you need to extract hardcoded strings and replace them with gettext calls, manage translation files (POT/PO), or provide translations for French and Italian. Handles templates (.heex), controllers, LiveViews, error messages, and UI text.

Automate the internationalization process: extracting strings, generating keys, and updating locale files.

Test IC10 code for correctness and logic bugs. Use when user wants to verify IC10 code works through test cases or simulation analysis.

Find replacement icons for migration. Use when migrating old code that uses icons not available in the new system, or when you need to find a suitable icon from the available icon set.

Systematically discover and define your Ideal Customer Profile with firmographic criteria, buyer personas, scoring matrices, anti-ICP signals, and validation methodology.

Use when testing Claude Code Mobile app on iOS simulator with IDB CLI, when xc-mcp tools unavailable, or when needing testID-based UI automation - provides systematic workflow for finding elements by testID, tapping, typing, and verifying interactions using IDB accessibility tree

Normalize an idea into a consistent structure (writes to ideas/<IDEA_ID>/runs and updates ideas/<IDEA_ID>/latest). If Open Questions exist, ask the user and finalize with captured answers.

Transform raw ideas into validated MVP definitions. Use when someone has an idea they want to flesh out, validate, and turn into something buildable. Guides through problem discovery, customer identification, and MVP scoping.

Ideas Mode specialist - handles organisation, tagging, canvas layouts, and creative capture workflows for the calm creative workspace.

Expert in Identity and Access Management (IAM). Trigger this when implementing Login, Auth, RBAC, or Multi-tenancy logic.

Convert IFC files (2x3, 4x1, 4x3) to Excel databases using IfcExporter CLI. Extract BIM data, properties, and geometry without proprietary software.

Ignore file management for .gitignore, .dockerignore, and .specstory directories. Includes synchronization, alphabetical ordering, organization, best practices, and testing guidelines. Activate when working with .gitignore, .dockerignore, .specstory files, or managing version control and Docker build context.

Filters specific errors from Sentry reporting in this OneKey monorepo. Use when needing to ignore/suppress/filter Sentry errors, add error exclusions, or stop certain errors from being reported. Handles platform-specific filtering (desktop/mobile/web/extension).

Fetch and download images from the internet in various formats (JPG, PNG, GIF, WebP, BMP, SVG, etc.). Use when users ask to download images, fetch images from URLs, save images from the web, or get images for embedding in documents or chats. Supports single and batch downloads with automatic format detection.

Generate website images with Gemini 3 Native Image Generation. Covers hero banners, service cards, infographics with legible text, and multi-turn editing. Includes Australian-specific imagery patterns. Use when stock photos don't fit, need text in images, or require consistent style across assets. Prevents 5 documented errors.

Professional illustrator with expert knowledge of the image generation script, image conversion tools, and layout design. Use when creating visual assets, generating images with specific styles, converting image formats, composing layouts, or designing visual compositions.

Optimize images for web to reduce file size without sacrificing quality. Use compression, modern formats, and responsive techniques for faster loading.

Development guidelines for Quantum Skincare's Python FastAPI image processor microservice. Covers FastAPI patterns, Perfect Corp API integration, MediaPipe FaceMesh validation, correlation headers, access control (CIDR + X-Internal-Secret), error handling, Pydantic models, structured logging, mock mode, provider normalization, and testing strategies. Use when working with image-processor code, routes, validation pipeline, Perfect Corp integration, or Python/FastAPI patterns.

ARC (Algorand Request for Comments) standards define conventions for encoding, method calls, and application specifications on Algorand. This skill covers the most essential ARCs for smart contract de

Implement an approved feature file using ATDD workflow with test-first development

Execute Preflight phase for /itp:go workflow. TRIGGERS - ADR creation, design spec, MADR format, preflight verification.

Orchestrate spec-to-PR workflow with session tracking, worktree isolation, and audit trail

Implement step definitions for Gherkin scenarios, translating Given/When/Then into executable test code. Use after write-scenario when scenarios are defined but step definitions are missing.

Implements Z-Wave CTT (Certification Test Tool) test handlers for automating certification tests. Use when asked to create handlers for a given test, which includes automating CTT log parsing and prompt responses.

Implement features using Test-Driven Development (TDD). Executes red-green-refactor cycle, uses bmad-commands for file operations and testing, verifies acceptance criteria. This skill should be used when implementing new features or functionality from task specifications with test coverage.

Generates structured implementation guidance documents for technical issues, bug fixes, and feature development. Use when creating actionable implementation plans with file references, code locations, and step-by-step approaches following Obsidian markdown formatting standards.

Executes implementation tasks using Test-Driven Development, prevents code duplication through anti-duplication checks, and maintains quality through continuous testing. Use when implementing features from tasks.md, during the /implement phase, or when the user requests TDD-based implementation. (project)

>

Master orchestrator that generates all implementation specs (PRD, Architecture, UX, Implementation, Test, Release) from product plan. Use when generating complete specification package.

Use after implementation complete to verify all tasks done, update roadmap, run full test suite, and create final report - ensures implementation completeness before finishing development branch

Use when turning PRDs or feature specs into actionable implementation workflows - provides structured task decomposition, dependency mapping, and validation gates.

Implement features with code, tests, and documentation. Use when building

Complete TDD workflow for implementing business logic (use cases) and API endpoints that make tests pass. Covers Zod safeParse validation, async/await patterns, Next.js API routes, service orchestration, and Clean Architecture compliance.

Write production-quality code following project patterns. Use when implementing features, fixing bugs, or creating new files. Includes Context7 library documentation lookup.

Implements new Agent Skills for the project. Identifies the AI coding tool (Cursor, Claude Code, Gemini CLI), ensures specification compliance, and provides specialized templates. Use when creating, authoring, or adding a new skill, or when the user asks about Agent Skills format or SKILL.md.

Write clean, efficient, maintainable code. Use when implementing features, writing functions, or creating new modules. Covers SOLID principles, error handling, and code organization.

Guides Test-Driven Development for this Neovim plugin project. Use when implementing new features or fixing bugs that require behavioral changes. Includes project-specific tooling (make test/lint/check) and Lua/Busted testing patterns. Follows strict RED-GREEN-REFACTOR cycle.

Import brownfield documentation from Notion exports, Confluence, GitHub Wiki, or any markdown folder. Automatically classifies files as specs, modules, team docs, or legacy.

AUTO-EXECUTE import of external work items (GitHub/JIRA/ADO) since last import. NO PROMPTS - immediately runs with defaults. Creates READ-ONLY references in living docs. Options available but NOT required.

>

Expert at automatically applying improvements to Claude Code components based on quality analysis. Enhances descriptions, optimizes tool permissions, strengthens security, and improves usability. Works in conjunction with analyzing-component-quality skill.