kotlin-android-reviewer
WHEN: Android Kotlin code review, Jetpack Compose patterns, Coroutines/Flow checks, ViewModel structure analysis WHAT: Compose best practices + Coroutines patterns + State management + Memory leak detection + P...
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WHEN: Android Kotlin code review, Jetpack Compose patterns, Coroutines/Flow checks, ViewModel structure analysis WHAT: Compose best practices + Coroutines patterns + State management + Memory leak detection + P...
WHEN: Deep AI-powered code analysis, multi-model code review, security scanning with Codex and Gemini WHAT: Comprehensive code review using external AI models with severity-based findings, deduplication, and se...
WHEN: GraphQL schema review, resolver patterns, N+1 detection, query complexity, API security WHAT: Schema design + N+1 detection + Query complexity + Input validation + Error handling + DataLoader patterns WHE...
WHEN: Flutter/Dart code review, Widget patterns, State management checks, BLoC/Provider/Riverpod analysis WHAT: Widget best practices + State management patterns + Performance optimization + Platform channel re...
WHEN: README generation/update, project documentation, installation/usage/contribution guides WHAT: Project analysis + sectioned README templates + badges + environment variable docs WHEN NOT: API docs → api-do...
WHEN: Code review, quality check, code smell detection, refactoring suggestions WHAT: Complexity analysis + code smell list + severity-based issues + improvement suggestions WHEN NOT: Next.js specific → nextjs-...
WHEN: Ambiguous prompts, vague requirements, missing context, unclear instructions WHAT: Ambiguity detection + AskUserQuestion clarification + Interactive option selection WHEN NOT: Clear detailed instructions...
WHEN: Kotlin Multiplatform (KMP) project review, expect/actual patterns, shared module structure, iOS interop WHAT: Module structure analysis + expect/actual validation + platform separation + iOS/Android inter...
WHEN: SQL query review, query optimization, index usage, N+1 detection, performance analysis WHAT: Query plan analysis + Index recommendations + N+1 detection + Join optimization + Performance tuning WHEN NOT:...
WHEN: Java code review, Java idioms, exception handling, collections, streams, Java 17+ features WHAT: Exception patterns + resource management + null safety + stream usage + modern Java features WHEN NOT: Spri...
WHEN: Database migration review, backwards compatibility, rollback safety, data integrity WHAT: Migration safety + Rollback validation + Downtime analysis + Data preservation + Lock prevention WHEN NOT: Query o...
WHEN: TypeScript code review, type safety audit, tsconfig analysis, TS migration review WHAT: Type safety checks + any usage audit + generic patterns + strict mode + compiler options analysis WHEN NOT: React sp...
WHEN: Infrastructure security audit, secrets management, network policies, compliance checks WHAT: Secrets scanning + Network policies + IAM/RBAC audit + Compliance validation + Security hardening WHEN NOT: App...
WHEN: Spring Boot code review, DI patterns, @Transactional, REST API design, security configuration WHAT: Dependency injection + Transaction management + API design + Security config + JPA patterns WHEN NOT: Ko...
WHEN: Terraform code review, module structure, state management, security policies WHAT: Module organization + State backend + Security policies + Variable validation + Best practices WHEN NOT: Kubernetes → k8s...
WHEN: Database schema review, table design, normalization, constraints, index planning WHAT: Normalization analysis + Constraint validation + Index strategy + Data types + Relationship design WHEN NOT: Query op...
WHEN: Django project review, ORM queries, views/templates, admin customization WHAT: ORM optimization + View patterns + Template security + Admin config + Migration safety WHEN NOT: FastAPI → fastapi-reviewer,...
WHEN: Context setup, token optimization, MCP/agent configuration requests WHAT: Project analysis + Preset recommendation + MCP server selection + Agent activation + Config generation WHEN NOT: Status check only...
Signal processing, filtering/denoising, and math-driven feature engineering.
Expert-level options trading framework for multi-leg strategy design, quantitative modeling, and programmatic execution using Alpaca Markets APIs. Covers straddles, butterflies, spreads, iron condors, and calen...
Advanced optimization for trading: OCO, multi-objective, DRO, MIP, Bayesian opt, plus convex/Markowitz/BL references.
. Use when . Requires .
Analyzes long straddle volatility plays with ATM call and put at same strike. Requires numpy>=1.24.0, pandas>=2.0.0, matplotlib>=3.7.0, scipy>=1.10.0. Use when expecting large price movement in either direction...
Analyzes iron butterfly credit spreads with ATM short straddle and OTM long strangle protection. Requires numpy>=1.24.0, pandas>=2.0.0, matplotlib>=3.7.0, scipy>=1.10.0. Use when expecting stock to pin at speci...
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