Use when working with embeddings, semantic similarity, vector search, or the <-> <#> <=> operators. Load for pgvector queries, HNSW index creation, embedding storage, or similarity calculations. Covers distance operators, index strategies, and common pitfalls with 384-dimensional vectors.
Store and retrieve documents using Qdrant for RAG workflows. Use for persistent memory, research storage, and semantic search.
Manage Qdrant Cloud collections, including vectorization of textbook chapters and metadata tagging for RAG retrieval. Agent: AIEngineer
Use when "vector database", "embedding storage", "similarity search", "semantic search", "Chroma", "ChromaDB", "FAISS", "Qdrant", "RAG retrieval", "k-NN search", "vector index", "HNSW", "IVF"
Drupal cache contexts implementation guide. Use when asked about request-based cache variations, user.roles vs user context, URL contexts, language contexts, custom cache contexts, or cache context hierarchy. Helps prevent cache explosion from overly broad contexts.
Implements fast O(1) lookup patterns using HashSet, FrozenSet, and optimized Dictionary in .NET. Use when building high-performance search or membership testing operations.
Search for keys matching a keyword in a keyvalue namespace. Requires authentication. Use for Agentuity cloud platform operations
Get statistics for vector storage. Requires authentication. Use for Agentuity cloud platform operations
Designs Redis caching strategies for Braiins API data, optimizing for data freshness vs. API rate limits and response latency.
Implement query result caching with Redis and proper invalidation strategies for Prisma 6. Use when optimizing frequently accessed data, improving read-heavy application performance, or reducing database load through caching.
Implementar repositórios de acesso a dados em repositories/. Use quando criar repository, acesso a banco, queries SQL, ou persistência.
MongoDB database exploration and querying. Use when you need to understand database structure, view existing data, check collection schemas, count documents, or run queries to investigate the database state. (project)
Implement caching strategies using @delon/cache. Use this skill when adding memory cache, LocalStorage cache, SessionStorage cache, or cache interceptors for HTTP requests. Supports TTL-based expiration, cache invalidation, cache grouping, and persistent storage. Optimizes performance by reducing redundant API calls and database queries.
Schema mappings for auto-syncing embedded documents
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
Establishes a persistent "Long-Term Memory" file to prevent context amnesia across sessions.
Obsidian LiveSync の CouchDbClient の構造と使用方法を説明します。CouchDbRepository トレイトの実装方法、HTTP プロキシパターン（forward_request）、longpoll リクエストの処理、メトリクス収集、ヘルスチェックの実装を理解・拡張する際に使用します。CouchDB 関連の機能追加、トラブルシューティング、パフォーマンス改善を依頼されたときに使用してください。
Generate Redis configuration files and connection code for caching and session management. Triggers on "create redis config", "generate redis configuration", "redis setup", "cache config".
List all keys in a keyvalue namespace. Requires authentication. Use for Agentuity cloud platform operations
