Databases

Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus

Apply when implementing multi-tenant data isolation, user-specific data access, or any scenario requiring row-level authorization in Supabase.

Query Perplexity.ai directly from the terminal to find answers to research questions, current events, and detailed explanations. Returns structured JSON output for programmatic parsing. Use when you need current information, comprehensive answers with source references, or want to avoid making separate web search requests.

Manages git operations: worktree creation, branch management, commits, PRs, semantic versioning, daily rebase workflow, and PR feedback handling. Use when: Creating branches/worktrees, committing, pushing, versioning, handling PR feedback Triggers: create worktree, commit, push, rebase, version, PR, PR feedback

Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.

Granular feedback on drafts without rewriting. Generates highlighted HTML with click-to-reveal inline comments. Use when user says "comment on this", "leave comments on", "give feedback on", or asks for feedback on a draft. Supports multiple lenses—editor feedback, POV simulation ("as brian would react"), or focused angles ("word choice only", "weak arguments"). A granular alternative to rewrites that lets users review feedback incrementally without losing their voice.

Supabase CLI를 활용한 데이터베이스 타입 생성 및 동기화.PROACTIVELY use when (1) DB 스키마 변경 후 타입 업데이트, (2) Repository 구현 전 타입 확인,(3) 새 테이블/컬럼 추가 시, (4) 타입 불일치 오류 발생 시.Cloud 환경 전용 - On-Premise는 수동 타입 정의 필요.

Comprehensive post-build verification of Shannon Framework's application outputs using three-layer methodology: Flow Verification (execution trace analysis), Artifact Verification (physical output inspection), and Functional Verification (runtime testing). Verifies Shannon built production-ready applications across all domains (Frontend, Backend, Database, Mobile, DevOps). Ensures NO MOCKS compliance, cross-platform functionality, and complete integration. Use after: Shannon builds any application via /shannon:wave, need to verify build quality, production readiness assessment.

Use when working on totalaud.io experimental project - ensures experimental code stays isolated from Total Audio Platform production code, prevents cross-contamination of dependencies, validates no production impact from experimental features

Streamlined guide for Google Ads API queries via MCP. Use when querying campaign performance, keyword metrics, conversion data, auction insights, or ad group analysis. Reduces context overhead by providing curated field references and common query patterns. Triggers on Google Ads, SEM performance, campaign analysis, keyword research, or auction insights requests.

数据库管理统一接口，支持 Supabase (PostgreSQL)、PlanetScale (MySQL)、Turso (SQLite) 等主流数据库服务。 提供连接管理、CRUD 操作、迁移、RLS 策略配置等功能。用于快速集成数据库到 Agent 系统。

Drizzle ORM for TypeScript - type-safe SQL queries, schema definitions, migrations, and relations. Use when building database layers in Next.js or Node.js applications.

SEMO 피드백 이슈 수집, 분석 및 우선순위 추천 (Supabase DB 기반). Use when (1) "피드백 확인", "피드백 있는지", (2) "유저 피드백 체크", (3) SEMO 관련 open 이슈 조회.

Master Redis persistence - RDB snapshots, AOF logging, backup strategies, and disaster recovery planning

This skill optimizes database queries to fix N+1 problems, add indexes, and improve performance.Supports PostgreSQL, MySQL, MongoDB, Redis with ORMs (SQLAlchemy, Prisma, TypeORM, Mongoose).Detects slow queries, suggests indexes, rewrites inefficient queries, and adds eager loading.Activate when user says "optimize queries", "fix N+1", "slow database", "add indexes", or performance issues.Output: Optimized queries with indexes, eager loading, query analysis, and before/after benchmarks.

Prisma ORM patterns - use for database access in Next.js, schema design, migrations, transactions, and relations

Teetsh frontend code review for React/TypeScript PRs. Reviews component architecture, React Query, twin.macro styling, i18n, accessibility, responsive design, and testing. Use for PR reviews to ensure adherence to Teetsh patterns.

Django Redis caching with django-cacheops. This skill should be used when implementing caching, adding cache invalidation, optimizing API performance, modifying models that affect cached data, or debugging cache-related issues in the Django backend.

Build with D1 serverless SQLite database on Cloudflare's edge. Use when: creating databases, writing SQL migrations, querying D1 from Workers, handling relational data, or troubleshooting D1_ERROR, statement too long, migration failures, or query performance issues.

Comprehensive checklist and prevention strategies for common Ruby on Rails errors. Use this skill BEFORE writing any Rails code to prevent ViewComponent template errors, ActiveRecord query mistakes, method exposure issues, N+1 queries, and other common Rails pitfalls. Trigger keywords: errors, bugs, security, validation, prevention, pitfalls, debugging, exceptions, error handling