SSR-safe, designer-approved D3 charting for TanStack Start (React). D3 for math, React for rendering, Tailwind v4 tokens, Biome linting.

Plan code refactors by defining goals/non-goals, mapping dependencies, sequencing phases, and specifying verification and rollback checkpoints; triggers: refactor plan/restructure/rename/move modules.

Refresh hackathon submission materials for this repo whenever features, docs, or product positioning change. Use when the user asks to update submission content, rewrite judging criteria answers, regenerate the latest product summary, or prepare current demo/pitch artifacts from the codebase state.

Analyze, trim, and optimize project dependencies

Activate this skill ONLY if the current repo is `watchfolio_backend`, or

Apply ML/AI project delivery guidance for data exploration, feasibility, experimentation, testing, responsible AI, and operating ML systems. Use when the repo includes model training, inference, data science workflows, or ML-specific delivery planning.

Apply when designing or implementing REST API endpoints, routes, or controllers. Covers URL conventions, HTTP methods, status codes, error responses, pagination, versioning, authentication, security, caching, file uploads, health checks, and common API antipatterns. Framework-agnostic HTTP-level patterns. Project conventions always override these defaults.

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Validate readiness to advance between development phases. Produces a PASS/CONCERNS/FAIL verdict with specific blockers and required artifacts.

Guide for designing and implementing native-feeling, "good Mac citizen" apps: fast, elegant, accessible, and deeply integrated with macOS workflows.

Use when a user brings a new capability, feature request, or enhancement need for greater in vague terms. Interviews conversationally and produces a scoped-need document. Applies Gate 1 (greater-mission alignment), Gate 2 (narrowest scope with API stability), Gate 3 (specialist routing).

This skill should be used when working on Godot Engine projects. It provides specialized knowledge of Godot's file formats (.gd, .tscn, .tres), architecture patterns (component-based, signal-driven, resource-based), common pitfalls, validation tools, code templates, and CLI workflows. The `godot` command is available for running the game, validating scripts, importing resources, and exporting builds. Use this skill for tasks involving Godot game development, debugging scene/resource files, implementing game systems, or creating new Godot components.

Validate spec-implementation-test alignment and convergence for spec groups. Checks spec completeness, atomic spec coverage, implementation evidence, test evidence, and traceability. Use after implementation and tests are complete.

Deploy locally, run security scans and behavioral tests, check CI/CD, and verify OpenSpec spec compliance

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Use when checking or repairing repository Markdown quality, report-export prerequisites, and documentation QA workflows in StandardML - Codex. This skill is for repository-authored documentation and analytical report hygiene.

Use when generating DB integration tests (*IT) for infra mapper/store semantics with Flyway + Testcontainers Postgres.

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Reconcile specs, docs, ADRs, runbooks, and shared rules after implementation. Use when a task changes durable behavior, architecture, security posture, workflow, or product truth and the repo documentation must stay aligned with reality.

Generate AI design contract (AI-SPEC.md) for phases that involve building AI systems — framework selection, implementation guidance from official docs, and evaluation strategy

Use this skill when running smoke tests, validating persistence, checking reconnect behavior or using the VLC microscope workflow.

Use when a template-source change needs a safe, low-risk smoke test. Render scaffold into a temporary instance, then run validate_agent_docs.sh and doctor.sh on the rendered target without touching backend runtime execution.

Simulator validation and test runs for Linux boot, CoreMark, and Dhrystone in this project; use when verifying simulator correctness or running quick regression commands.

Use when improving the Chokobot admin operational flow, especially dashboard usability, process tracking, handoff clarity, table-to-detail journeys, action priority, and operator-facing workflow design in the modern Next.js admin.

Use when auditing or repairing a specific podcast with recurring transcript quality issues such as inconsistent speaker labels, generic guest names, language mismatches, duplicate translations, or episodes that need source recovery before repolish.

生成或修订需求澄清文档 clarification.md。用于明确业务目标、用户对象、使用场景、范围边界、约束条件、依赖项、风险点和待确认项。

Generate an ML-centric PRD for ML-Ralph. Use when planning an ML project, experiment plan, or when asked to create an ML PRD. Triggers on: create a prd, write prd for, plan this ML feature, requirements for, spec out.

Refactor code structure while preserving behavior, filling test gaps as needed

Run the Firegame catann test workflow (start dev server, run test script, and collect screenshots/logs).

Use when writing or updating mobile-first Playwright coverage for the badminton H5 flow, including home CTA, upload readiness, candidate clip selection, processing progress, report rendering, history, compare, and error recovery.

Use when refactoring JavaScript or TypeScript for readability, maintainability, and type safety. Triggers on nested ternaries, repeated branching over string ids, duplicated UI metadata, large render branches, lookup-table refactors, and efforts to codify industry coding best practices.

GitHub Repository Manager & DevOps Specialist (Gage). Use for repository operations, version management, CI/CD, quality gates, and GitHub push operations. ONLY agent authorized...

Set up or refine open-source .NET code-quality gates for CI: formatting, `.editorconfig`, SDK analyzers, third-party analyzers, coverage, mutation testing, architecture tests, and security scanning. Use when a .NET repo needs an explicit quality stack in `AGENTS.md`, docs, or pipeline YAML.

Fast-forward through OpenSpec artifact creation. Use when the user wants to quickly create all artifacts needed for implementation without stepping through each one individually.

Creates RPC-style endpoint following layered architecture (Controller → Manager → Repository). Use when creating new API endpoints or CRUD operations.

Work on the .NET solution for SphereIntegrationHub. Use this when editing services, components, JSON data, or tests.

Keep ICN gateway API behavior, exported OpenAPI spec, and generated TypeScript SDK types in sync. Use when modifying icn-gateway routes, request/response models, auth behavior, or any API shape that can cause OpenAPI/SDK drift.

A fake skill for testing

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ALWAYS as the default agent. Imperator is the first point of contact for EVERY request. Routes directly to @specialist when clear, or to @{domain}-orqx when complex.

Verify that a change really works before you claim completion

Use this skill when editing src/parsers, src/instruments, src/domain, or parser-backed normalization code and tests. Trigger on tasks involving trace export parsing, normalization, ranking inputs, adapter contracts, or schema stability. Do not use for unrelated CLI or documentation-only changes.

QA engineer for test automation and coverage. Use when the user asks to talk to Quinn or requests the QA engineer.

Use when working on nex-editor architecture or implementation, especially the Rust editor core, runtime facade, WASM bridge, browser playground, or cross-platform rendering protocol.

Test-driven development workflow with test generation, coverage analysis, and multi-framework support

Build parallel architectures safely without breaking current behavior.

Infer and verify install/test/lint/build commands for the repo.