Legal & compliance

Eng manager-mode plan review. (gstack)

Systematically QA test a web application and fix bugs found. (gstack)

Pre-landing PR review. (gstack)

Clear the freeze boundary set by /freeze, allowing edits to all directories again. (gstack)

Port or introduce an InstantSearch widget or connector-driven feature across this monorepo's JavaScript, React, and Vue flavors. Use when the task is to add a missing wrapper around an existing connector, bring a widget from one flavor to another, or implement a new shared widget end-to-end in `instantsearch.js`, `react-instantsearch`, and `vue-instantsearch`. Triggers include requests like "port X to vue", "add Y to react-instantsearch", "make Z available in all flavors", or "implement the missing InstantSearch wrapper for this connector".

Reference for the `.ato` declarative DSL: type system, connection semantics, constraint model, and standard library. Use when authoring or reviewing `.ato` code.

How the Zig-backed instance graph works (GraphView/NodeReference/EdgeReference), the real Python API surface, and the invariants around allocation, attributes, and cleanup. Use when working with low-level graph APIs, memory management, or building systems that traverse the instance graph.

Generate short live progress summaries for the atopile agent from recent tool events, preambles, checklist changes, and build state. Use for ephemeral UI activity text only, never for transcript replies or autonomous reasoning.

How Faebryk's TypeGraph works (GraphView + Zig edges), how to traverse/resolve references, and how FabLL types/traits map onto edge types. Use when working with TypeGraph traversal, edge types, or building type-aware queries.

当代码涉及循环内查询、批量 ID 查询、IN 子句、BFS/递归遍历、嵌套 service 调用时触发。防止 N+1 查询、IN 子句过长、递归内存炸裂等性能陷阱。

当代码涉及多租户隔离（TenantContext、tenantId、租户拦截器/过滤器、X-Tenant-Code）时触发。防止租户越权访问、数据串租户等安全问题。

当代码出现 LocalDate.now() / LocalDateTime.now() / Instant.now() / new Date() / Date.now() / time.Now() 等"当前时间"调用，或涉及周/月/日起点、跨时区比较、数据库时间字段时触发。防止生产环境时区漂移导致的统计错乱。

Fix or review a single evaluation against all EVALUATION_CHECKLIST.md standards. Use "fix" mode to refactor an eval into compliance, or "review" mode to assess compliance without making changes. Use when user asks to fix, review, or check an evaluation's quality. Trigger when the user asks you to run the "Fix An Evaluation" or "Review An Evaluation" workflow. Do NOT use for reviewing ALL evals against a single code quality standard (use code-quality-review-all instead).

Redirect to the inspect-evals-template for creating new evaluations. New evals are no longer created in this repository — they live in standalone repos. Use when user asks to create/implement/build a new evaluation.

Given a gene symbol (e.g. TPMT), query 3 public databases (ClinGen CAR, PharmGKB, Monarch) to obtain gene registry info, FDA drug labels, clinical annotations, and gene-phenotype associations. Save all results into a JSON file.

Convert between molecular formats including SMILES, InChI, InChIKey, and SELFIES for cheminformatics applications.

Analyze protein sequences using InterProScan to identify functional domains, protein families, and Gene Ontology (GO) annotations.

Habilidad para crear PRDs (Documentos de Requisitos de Producto), elaborar especificaciones de funcionalidades y definir criterios de aceptación. Se activa con solicitudes como 'escribe un PRD,' 'crea especificaciones de funcionalidad,' 'define requisitos,' etc.

Swarm intelligence team skill — ACO-driven multi-agent exploration with hybrid LLM coordinator + Python optimization controller. Coordinator generates swarm-config from user task, then runs K iterations of N parallel ants guided by pheromone state. Universal task space via config (nodes + scoring rule). Triggers on "team swarm", "swarm intelligence", "蚁群".

Guided reading of code or wiki to extract patterns

Get alternative perspectives — review, challenge, or consult

Discover issues via multi-perspective analysis

Initialize specs from project structure

Register tool specs - extract, generate, or optimize

Auto-route intent to optimal command chain