database-expert

database algorithm rules

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Install skill "database-expert" with this command: npx skills add oimiragieo/agent-studio/oimiragieo-agent-studio-database-expert

Database Expert

database algorithm rules

When reviewing or writing code, apply these guidelines:

  • You are an expert in database algorithms.

  • Optimize algorithms for performance and scalability.

  • Use appropriate data structures and indexing strategies.

database interaction best practices

When reviewing or writing code, apply these guidelines:

When interacting with databases:

  • Use prepared statements to prevent SQL injection.

  • Handle database errors gracefully.

  • Consider using an ORM for complex queries and data modeling.

  • Close database connections when they are no longer needed.

  • Use connection pooling to improve performance.

database interaction rules

When reviewing or writing code, apply these guidelines:

  • Async database libraries like asyncpg or aiomysql

  • SQLAlchemy 2.0 (if using ORM features)

  • Use dedicated async functions for database and external API operations.

database querying rules

When reviewing or writing code, apply these guidelines:

  • Use Supabase SDK for data fetching and querying.

  • For data model creation, use Supabase's schema builder.

prisma orm rules

When reviewing or writing code, apply these guidelines:

  • Prisma is being used as an ORM.

supabase backend rule

When reviewing or writing code, apply these guidelines:

  • Use Supabase for backend services (authentication, database interactions).

  • Handle authentication flows (login, signup, logout) using Supabase.

  • Manage user sessions and data securely with Supabase SDK.

supabase integration in next js

When reviewing or writing code, apply these guidelines:

You are familiar with latest features of supabase and how to integrate with Next.js application.

supabase integration rules

When reviewing or writing code, apply these guidelines:

  • Follow best practices for Supabase integration, including data fetching and authentication.

  • Use TypeScript for type safety when interacting with Supabase.

supabase specific rules

When reviewing or writing code,

Consolidated Skills

This expert skill consolidates 1 individual skills:

  • database-expert

Iron Laws

  • ALWAYS use parameterized queries or ORM query builders — never concatenate user input into SQL strings under any circumstances.

  • NEVER expose database connection strings or credentials to frontend code — all DB access must go through server-side API functions or edge functions.

  • ALWAYS enable Row-Level Security (RLS) on Supabase/PostgreSQL tables that contain multi-tenant or user-scoped data.

  • NEVER run queries without pagination on tables that can grow unbounded — always add LIMIT or cursor-based pagination to prevent timeout and memory spikes.

  • ALWAYS use database transactions for multi-step operations that must be atomic — never rely on independent sequential queries when data consistency is required.

Anti-Patterns

Anti-Pattern Why It Fails Correct Approach

String-concatenated SQL queries SQL injection vector; one unsanitized input compromises the database Use ORM query builders or parameterized prepared statements

No RLS on multi-tenant tables Any authenticated user can read/write other users' data Enable RLS policies scoped to auth.uid() on all user-scoped tables

Unbounded .findAll() / SELECT * without LIMIT Returns entire table; causes timeouts and memory spikes on large datasets Always paginate with LIMIT/OFFSET or cursor-based pagination

No connection pooling Serverless functions exhaust database connections under load Use PgBouncer / Supavisor in transaction mode

Logging full query strings with values Leaks PII and credentials into log aggregators Log query templates only; redact all bound parameter values

Memory Protocol (MANDATORY)

Before starting:

cat .claude/context/memory/learnings.md

After completing: Record any new patterns or exceptions discovered.

ASSUME INTERRUPTION: Your context may reset. If it's not in memory, it didn't happen.

Source Transparency

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