jasperfx-marten
Use for any request involving Marten (.NET document database and event store on PostgreSQL): document storage, event sourcing, projections, aggregates, multi-tenancy, LINQ queries, async daemon, commit listeners, natural keys, or Marten + Wolverine integration. Always trigger when the user mentions Marten, event sourcing, event store, stream projections, SingleStreamProjection, MultiStreamProjection, IDocumentSession, IQuerySession, async daemon, conjoined tenancy, or asks about building read models from events — even if they don't name Marten explicitly.
generic-crud-operations
Master generic table operations for querying, creating, updating, and reading records in any ServiceNow table
schema-discovery
Explore and understand ServiceNow table schemas, field definitions, and relationships
database-migrations
Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common ORMs (Prisma, Drizzle, Django, TypeORM, golang-migrate).
prisma-workflow
Prisma ORM best practices, schema design, migrations, seeding, and query optimization for PostgreSQL. Use when working with database schemas, migrations, or Prisma queries.
mysql
Plan and review MySQL/InnoDB schema, indexing, query tuning, transactions, and operations. Use when creating or modifying MySQL tables, indexes, or queries; diagnosing slow/locking behavior; planning migrations; or troubleshooting replication and connection issues. Load when using a MySQL database.
sql-queries
将自然语言描述转化为 SQL 查询语句。支持 BigQuery、PostgreSQL、MySQL 及其他方言。可从上传的结构图或文档中读取数据库结构。适用于编写 SQL、构建数据报表、探查数据库，或将业务问题转化为查询语句。
sqlalchemy
Python SQL toolkit and Object Relational Mapper (ORM). Use when working with databases in Python, defining models, building queries, managing sessions, or interacting with SQL databases using Python objects.
databases
Work with MongoDB (document database, BSON documents, aggregation pipelines, Atlas cloud) and PostgreSQL (relational database, SQL queries, psql CLI, pgAdmin). Use when designing database schemas, writing queries and aggregations, optimizing indexes for performance, performing database migrations, configuring replication and sharding, implementing backup and restore strategies, managing database users and permissions, analyzing query performance, or administering production databases.
cloudflare-vectorize
Complete knowledge domain for Cloudflare Vectorize - globally distributed vector database for building semantic search, RAG (Retrieval Augmented Generation), and AI-powered applications. Use when: creating vector indexes, inserting embeddings, querying vectors, implementing semantic search, building RAG systems, configuring metadata filtering, working with Workers AI embeddings, integrating with OpenAI embeddings, or encountering metadata index timing errors, dimension mismatches, filter syntax issues, or insert vs upsert confusion. Keywords: vectorize, vector database, vector index, vector search, similarity search, semantic search, nearest neighbor, knn search, ann search, RAG, retrieval augmented generation, chat with data, document search, semantic Q&A, context retrieval, bge-base, @cf/baai/bge-base-en-v1.5, text-embedding-3-small, text-embedding-3-large, Workers AI embeddings, openai embeddings, insert vectors, upsert vectors, query vectors, delete vectors, metadata filtering, namespace filtering, topK
query-optimization
Optimize database queries, add indexes, prevent N+1 queries, and improve query performance. Use when queries are slow, investigating database bottlenecks, or optimizing data access patterns.
redis-cache
Implement or debug Redis caching strategies using the centralized Upstash Redis client. Use when adding cache layers, debugging cache issues, or optimizing cache invalidation.
cfn-memory-persistence
Data persistence for CFN Loop - SQLite storage, Redis coordination, automatic memory persistence
schema-design
Design or modify Drizzle ORM schemas with proper relationships, constraints, and indexes. Use when adding new tables, modifying existing schemas, or optimizing database structure.
cfn-parameterized-queries
Secure SQL query execution with parameterized queries to prevent SQL injection attacks. Use when executing database queries, inserting/updating records, or performing any SQL operations that require security hardening.
database-advanced-optimization
Use SQL (PostgreSQL) when:
frappe-performance-optimizer
Generate optimized queries, caching, and indexes for Frappe performance. Use when optimizing slow queries, implementing caching, or improving performance.
