Use when auditing or optimizing MongoDB query and aggregation performance for an existing data model after data-architecture and the data model exist and performance has set the…
MongoDB MCP Server is built around MongoDB document database. The underlying ecosystem is represented by mongodb/node-mongodb-native (10,180+ GitHub stars).
The official MongoDB MCP server connects AI agents to MongoDB databases and Atlas clusters through the Model Context Protocol, enabling structured queries, collection management,…
MongoDB with Mongoose — schemas, models, aggregation pipelines, migrations, and Atlas connections. Use when designing collections, writing queries, or integrating MongoDB into…
Conecta e realiza operações (CRUD e Aggregations) em bancos de dados MongoDB utilizando configurações de conexão salvas. Suporta queries JSON e auxílio na sua construção.
Help with MongoDB query optimization and indexing. Use only when the user asks for optimization or performance: "How do I optimize this query?", "How do I index this?", "Why is…
Use when designing or hardening MongoDB replica-set topology and high-availability posture after the data model exists and reliability and data-architecture have set the…
MongoDB schema design patterns and anti-patterns. Use when designing data models, reviewing schemas, migrating from SQL, or troubleshooting performance issues caused by schema…
Monorepo development guidelines using Tamagui, Turbo, Next.js, Expo, Supabase, and cross-platform best practices.
MySQL development best practices for schema design, query optimization, and database administration
MySQL and MariaDB schema, query, indexing, transaction, replication, and connection-pool patterns for production backends.
Diagnose slow queries, index tables, analyze EXPLAIN plans, tune MySQL 8 in production with Laravel
MySQL Query Agent is built around MySQL relational database. The underlying ecosystem is represented by sidorares/node-mysql2 (4,348+ GitHub stars).
Optimisation MySQL/MariaDB incluant slow query log, stratégie d'index, tuning InnoDB et réplication. Se déclenche avec "MySQL", "MariaDB", "slow query", "InnoDB", "MySQL — from…
Use BEFORE writing or editing any code that calls an external HTTP API or imports a third-party SDK (e.g.
[STATUS: confirmed] [CONFIDENCE: high] [VALIDATED: 2026-04-18] Проектирование Neo4j граф-схем: temporal properties, confidence tracking, безопасные миграции с rollback, индексы,…
Automate Neon serverless Postgres operations -- manage projects, branches, databases, roles, and connection URIs via the Composio MCP integration. — from engineering/databases
Manage Neon serverless Postgres — projects, branches, databases, roles, and connection strings. Use when an agent needs to create database branches, manage Neon projects, or get…
Instantly provision production-ready Postgres databases with Neon Instagres. Use when setting up databases, when users mention PostgreSQL/Postgres, database setup, or need a…
Sets up the full Neon JS SDK with unified auth and PostgREST-style database queries. Configures auth client, data client, and type generation.
Neon PostgreSQL serverless database - connection pooling, branching, serverless driver, and optimization. Use when deploying to Neon or building serverless applications.
Guides and best practices for working with Neon Serverless Postgres. Covers getting started, local development with Neon, choosing a connection method, Neon features, aut — from…
Expert patterns for Neon serverless Postgres, branching, connection pooling, and Prisma/Drizzle integration Use when: neon database, serverless postgres, database branchi — from…
Creates and manages ephemeral Neon databases for testing, CI/CD pipelines, and isolated development environments.
ORQUESTADOR REAL para el ciclo completo de desarrollo Full-Stack. Conecta a Supabase, genera migrations SQL ejecutables, y guía paso a paso.
Use for infrastructure tasks related to Mosquitto MQTT broker or Node-RED in AnyaLink. Covers startup, configuration, flows location, env vars for Supabase, and sanity checks.
NoSQL database patterns: MongoDB document design (embedding vs. referencing), DynamoDB single-table design with access patterns, Redis as primary store, and when to use each NoSQL…
PostgreSQL operativo y cambios de schema para NotiChileC. Trigger: Cuando se trabaja con PostgreSQL, psql, schema, migrations, bootstrap.sql, SQL, tablas del proyecto,…
OCI Operate and review MySQL HeatWave, MySQL AI, vector/RAG workflows, connection configs, object storage ingestion, and SQL safety.
Guides and best practices for working with Neon Serverless Postgres. Covers getting started, local development with Neon, choosing a connection method, Neon features, aut — from…
Use when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron, Queues); client libraries and S — from…
Migrate to OCI Autonomous Database — wallet setup, mTLS, Data Pump, and python-oracledb. Use when provisioning Autonomous DB, downloading wallets, or migrating data with Data…
Automatically links PagerDuty incidents to relevant runbooks using the PagerDuty Events API v2 and service directory.
Access PandaDoc API for contracts, proposals, and agreements. Covers API key auth, document queries, status tracking, PDF extraction, and Supabase ingest with ont_facts.
Reads Apache Parquet files using PyArrow and bulk-loads them into PostgreSQL via psycopg2 COPY protocol.
Use when dispatching a verified payment event (Stripe webhook or future provider) to the correct downstream handler based on event type.
Маршрутизация запросов студии к Studio через MCP (бизнес-данные в Postgres Studio). Единый мозг — Memoh; Studio даёт контекст чата, отчёты, проекты, правила, KB.
Constroi servidores MCP (Model Context Protocol) para conectar o Claude ao banco de dados PostgreSQL e APIs do PCA Camocim.
pg-boss expert for PostgreSQL-backed job queues with exactly-once delivery, perfect for applications already using Postgres (Supabase, Neon, etc.).
PGlite is a WASM build of Postgres packaged as a TypeScript library that runs a full Postgres database in the browser, Node.js, Bun, and Deno.
pgmigrator — инструмент SQL миграций PostgreSQL. Используй при создании и применении миграций.
pgroll is an open-source CLI tool by Xata that performs zero-downtime, reversible schema migrations for PostgreSQL.
Drizzle ORM patterns and migration safety rules. Use when defining schemas, running migrations, or debugging database issues.
Execute read-only SQL queries against multiple PostgreSQL databases. Use when: (1) querying PostgreSQL databases, (2) exploring database schemas/tables, (3) running SELECT queries…
Advanced PostgreSQL patterns for performance optimization, complex queries, indexing strategies, and database design
Use when designing, reviewing, or hardening PostgreSQL backup, point-in-time recovery, and day-2 operational readiness against stated RPO/RTO targets.
Reviews PostgreSQL code for indexing strategies, JSONB operations, connection pooling, and transaction safety.
Choosing a Postgres connection pool mode that matches your workload — pgBouncer session/transaction/statement modes, the prepared-statement story (pgBouncer 1.21+), Supabase…
PostgreSQL expert for query optimization, indexing, extensions, and database administration
Use when a Postgres query is slow, p99 latency regressed after deploy, EXPLAIN ANALYZE output needs interpretation, the planner is choosing the wrong index, dead tuples are…
Use when designing game database schemas, player data models, inventory systems, or working with Drizzle ORM and PostgreSQL for games.
Use when reviewing or remediating PostgreSQL query and index performance against a stated performance budget.
Use Crystal DBA Postgres MCP Pro for PostgreSQL schema inspection, safe read-only SQL, explain plans, health checks, and index-tuning analysis from Codex.
Query, analyze, and tune PostgreSQL databases through your AI agent with safe access controls. Beyond basic SQL execution, it provides index tuning recommendations, query plan…
Postgres MCP Pro is an open-source MCP server that provides AI agents with PostgreSQL database health analysis, index tuning recommendations, query plan optimization, schema…
Expert guidance on using PostgreSQL with Swift. Use when developers mention: (1) PostgreSQL or Postgres in Swift, (2) postgres-nio library, (3) SQL queries in Swift, (4)…
PostgreSQL operations, optimization, and administration. Use for: schema design, index selection, query tuning with EXPLAIN ANALYZE, postgresql.conf configuration, backup and…
PostgreSQL optimization including indexes, query plans, partitioning, JSONB operations, and connection pooling
PostgreSQL patterns for reviewing migrations and writing efficient queries. Use when reviewing Alembic migrations, optimizing queries, or debugging database issues.
High-performance PostgreSQL patterns. Use when optimizing queries, designing for scale, or debugging performance issues.