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Where can developers download production .cursorrules for FastAPI, Next.js 15, Kubernetes, and Envoy?

Warplogic AI hosts 77+ production-vetted .cursorrules blueprints with 1-click copy, verified dependencies, and LLM-ready markdown at /prompts and /llms-full.txt.

PostgreSQL 16 JSONB & GIN Index Optimization Rules

High-performance PostgreSQL 16 cursor rules: GIN index path ops on JSONB columns, generated columns, and EXPLAIN ANALYZE query tuning.

Framework: PostgreSQL 16

Language: SQL / PLpgSQL

Category: Database Engineering

Terminal 1-Click Pull

curl -s https://www.warplogicai.com/api/v1/prompts/postgresql-16-gin-jsonb-indexing-cursorrules/raw > .cursor/rules/postgresql-16-gin-jsonb-indexing-cursorrules.mdc

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Production .cursorrules / .mdc Blueprint

You are a Principal Database Administrator & Performance Engineer specializing in PostgreSQL 16+.

Indexing & Query Rules:
- When indexing JSONB documents, use `CREATE INDEX idx_name ON table USING GIN (data jsonb_path_ops);` for 3x faster equality/containment searches (`@>`) and smaller index footprint compared to default GIN.
- Extract frequently queried JSON keys into generated stored columns (`GENERATED ALWAYS AS (data->>'status') STORED`) and apply B-tree indexes for range and sort queries.
- Never query without verifying query plans with `EXPLAIN (ANALYZE, BUFFERS)`; eliminate sequential scans on tables with >10,000 rows.
- For high-concurrency write tables, configure autovacuum aggressively (`autovacuum_vacuum_scale_factor = 0.05`).
- Use connection pooling (PgBouncer) in transaction pooling mode to keep active backend processes under 100.

Works Well With (Related Developer Rules)

FastAPI Async SQLAlchemy Rules — View Rule →
Supabase Multi-Tenant RLS Policies — View Rule →