system-understanding
Build a code-grounded implementation plan before coding. Use to trace packet flow, factory boundaries, provider config loading, and exact file-level change scope for a requested integration.
Build a code-grounded implementation plan before coding. Use to trace packet flow, factory boundaries, provider config loading, and exact file-level change scope for a requested integration.
Build a code-grounded implementation plan before coding. Use to trace packet flow, factory boundaries, provider config loading, and exact file-level scope for requested integrations.
Architecture decision record helper for Unity projects. Use when users compare options, choose between approaches, or need to lock in a design choice. Triggers: ADR, architecture decision, tradeoff, which approach, compare options, choose pattern, pros and cons, 技术选型, 方案对比, 选哪个, 设计决策, 架构决策, 优缺点对比.
Assembly definition advisor for Unity projects. Use when users want module boundaries, faster compilation, cleaner dependencies, or editor/runtime/test separation. Triggers: asmdef, assembly definition, module boundary, compile time, slow compilation, dependency graph, 程序集, 模块边界, 编译慢, 依赖管理, asmdef怎么配.
Mini-game architecture blueprint advisor. Use when users want a starting structure for a small Unity game — platformer, shooter, runner, puzzle, tower defense, clicker, card game. Triggers: blueprint, game template, game structure, prototype, gameplay loop, how to start a game, platformer, tower defense, 游戏模板, 小游戏架构, 做个游戏, 从零开始, 平台跳跃, 塔防, 卡牌, 游戏框架.
Unity design pattern selector. Use when users want advice on ScriptableObject, events, state machines, object pools, observer, or other patterns. Triggers: design pattern, which pattern, ScriptableObject, event channel, observer, state machine, object pool, singleton, service locator, 设计模式, 用什么模式, 事件系统, 状态机, 对象池, 观察者模式, 该用什么模式.
Implement Databricks reference architecture with best-practice project layout. Use when designing new Databricks projects, reviewing architecture, or establishing standards for Databricks applications. Trigger with phrases like "databricks architecture", "databricks best practices", "databricks project structure", "how to organize databricks", "databricks layout".
Apply production-ready Databricks SDK patterns for Python and REST API. Use when implementing Databricks integrations, refactoring SDK usage, or establishing team coding standards for Databricks. Trigger with phrases like "databricks SDK patterns", "databricks best practices", "databricks code patterns", "idiomatic databricks".
Reference architecture for Evernote integrations. Use when designing system architecture, planning integrations, or building scalable Evernote applications. Trigger with phrases like "evernote architecture", "design evernote system", "evernote integration pattern", "evernote scale".
Enterprise reference architecture for Guidewire InsuranceSuite Cloud deployments. Use when designing system architecture, planning integrations, or understanding Guidewire cloud infrastructure patterns. Trigger with phrases like "guidewire architecture", "system design", "integration architecture", "enterprise guidewire", "reference architecture".
Implement Guidewire App Events and webhook integrations for event-driven architecture. Use when setting up outbound events, message queuing, webhook receivers, or asynchronous integration patterns. Trigger with phrases like "guidewire webhooks", "app events", "event-driven", "message queue", "guidewire notifications".
Production-grade Langfuse architecture patterns and best practices. Use when designing LLM observability infrastructure, planning Langfuse deployment, or implementing enterprise-grade tracing architecture. Trigger with phrases like "langfuse architecture", "langfuse design", "langfuse infrastructure", "langfuse enterprise", "langfuse at scale".
Implement Lokalise reference architecture with best-practice project layout. Use when designing new Lokalise integrations, reviewing project structure, or establishing architecture standards for Lokalise applications. Trigger with phrases like "lokalise architecture", "lokalise best practices", "lokalise project structure", "how to organize lokalise", "lokalise layout".
Production-grade architecture patterns for MaintainX integrations. Use when designing system architecture, planning integrations, or building enterprise-scale MaintainX solutions. Trigger with phrases like "maintainx architecture", "maintainx design", "maintainx system design", "maintainx enterprise", "maintainx patterns".
Learn MaintainX REST API patterns, pagination, filtering, and client architecture. Use when building robust API integrations, implementing pagination, or creating reusable SDK patterns for MaintainX. Trigger with phrases like "maintainx sdk", "maintainx api patterns", "maintainx pagination", "maintainx filtering", "maintainx client design".
Implement Mistral AI reference architecture with best-practice project layout. Use when designing new Mistral AI integrations, reviewing project structure, or establishing architecture standards for Mistral AI applications. Trigger with phrases like "mistral architecture", "mistral best practices", "mistral project structure", "how to organize mistral", "mistral layout".
Implement team vault access patterns and role-based controls. Use when managing shared vaults, implementing access controls, or building team collaboration features for Obsidian. Trigger with phrases like "obsidian team", "obsidian access control", "obsidian enterprise", "shared vault permissions".
Implement Obsidian reference architecture with best-practice project layout. Use when designing new plugins, reviewing project structure, or establishing architecture standards for Obsidian development. Trigger with phrases like "obsidian architecture", "obsidian project structure", "obsidian best practices", "organize obsidian plugin".
Implement OpenEvidence reference architecture with best-practice project layout. Use when designing new clinical AI integrations, reviewing project structure, or establishing architecture standards for healthcare applications. Trigger with phrases like "openevidence architecture", "openevidence best practices", "openevidence project structure", "clinical ai architecture".
Use when the ScienceWorld environment returns an "Ambiguous request" prompt with a numbered list of identical action options. This skill resolves the disambiguation by selecting the lowest available number (typically 0) to proceed, ensuring task progression when multiple identical object instances exist and the system cannot automatically determine which instance to act upon.
Use when you need to isolate a space (like a greenhouse) by closing doors or openings to create a contained environment. Trigger before starting pollination, temperature-sensitive experiments, or other environmental-sensitive tasks that require controlled conditions. Modifies room connectivity to optimize conditions for specific processes.
Harness engineering for AI coding agents — five subsystems, memory persistence, session continuity, verification workflows, scope control, lifecycle management.
Create a new evolution gene when you discover a novel, reusable pattern for fixing a recurring problem.
derive a minimal reusable ontology from purpose statements, competency questions, sample data, reusable vocabularies, supporting semantic evidence, and implementation constraints. use when you're asked to draft an ontology for a specific use case. Especially useful for ontology bootstrapping, information extraction schemas, mapping-oriented semantic models, and defensible cq-to-model traceability with final serialization.