Universal ChromaDB integration patterns for semantic search, persistent storage, and pattern matching across all agent types. Use when agents need to store/search large datasets, build knowledge bases, perform semantic analysis, or maintain persistent memory across sessions.
Upstash Vector DB setup, semantic search, namespaces, and embedding models (MixBread preferred). Use when building vector search features on Vercel.
Store universal coding patterns into vector database. Auto-invokes after difficult tasks with broadly-applicable lessons. Trigger with "--store" or when user expresses frustration (strong learning signals). Uses true two-stage retrieval with MCP server v2.
When you need to modify the database schema, run migrations, or deploy Supabase changes. Use this for all SQL and Supabase-related tasks.
Design efficient database schemas, write optimized queries with proper indexes, and manage data operations following best practices
Go database operations - SQL, ORMs, transactions, migrations
Create a migration to add, remove, or edit columns, tables, or indexes in the database
Search for keys matching a keyword in a keyvalue namespace. Requires authentication. Use for Agentuity cloud platform operations
Show Redis connection URL. Requires authentication. Use for Agentuity cloud platform operations
Get statistics for keyvalue storage. Requires authentication. Use for Agentuity cloud platform operations
Get statistics for keyvalue storage. Requires authentication. Use for Agentuity cloud platform operations
List all vector namespaces. Requires authentication. Use for Agentuity cloud platform operations
Get statistics for vector storage. Requires authentication. Use for Agentuity cloud platform operations
Get statistics for vector storage. Requires authentication. Use for Agentuity cloud platform operations
ICJC MongoDB 데이터베이스 접근 및 쿼리. Use when: (1) mongodb, mongo, DB, 데이터베이스, 쿼리 관련 요청, (2) collection, document 조회/업데이트/삭제, (3) 데이터 확인이나 디버깅을 위한 DB 조회 필요시. IN7DB(메인앱), AgentDB(에이전트) 데이터베이스 지원.
Search for keys matching a keyword in a keyvalue namespace. Requires authentication. Use for Agentuity cloud platform operations
Show Redis connection URL. Requires authentication. Use for Agentuity cloud platform operations
List all vector namespaces. Requires authentication. Use for Agentuity cloud platform operations
List all keys in a keyvalue namespace. Requires authentication. Use for Agentuity cloud platform operations
List all keys in a keyvalue namespace. Requires authentication. Use for Agentuity cloud platform operations
The agent implements Redis caching, data structures, and real-time messaging patterns. Use when implementing caching layers, session storage, rate limiting, pub/sub messaging, or distributed data structures.
Elasticsearch DBA skill for index/mapping design, query tuning, cluster sizing and operations, shard/replica strategy, ILM, monitoring, troubleshooting (hot nodes, GC, rejected requests), and safe reindexing/upgrades. Use for tasks like designing search schemas, diagnosing performance issues, and operating ES in production.
The agent implements MongoDB NoSQL database solutions with document modeling, aggregation pipelines, and Mongoose ODM. Use when building document-based applications, designing schemas, writing aggregations, or implementing NoSQL patterns.
Redis DBA skill for cache/data-structure design, performance tuning, memory optimization, persistence (RDB/AOF), replication/cluster, high availability (Sentinel), and operational troubleshooting. Use for tasks like diagnosing latency spikes, eviction issues, hot keys, and designing safe cache patterns.
