Redis caching workflow for latency improvement with explicit key strategy, TTL/invalidation policy, and correctness bounds. Use when Redis-backed caching decisions are required for application performance; do not use for repository-wide architecture governance or release management policy.
Django Redis caching with django-cacheops. This skill should be used when implementing caching, adding cache invalidation, optimizing API performance, modifying models that affect cached data, or debugging cache-related issues in the Django backend.
Use this skill to store the chat history to MongoDB
Database specialist covering PostgreSQL, MongoDB, Redis, Oracle, and advanced data patterns for modern applications
Redis development best practices for caching, data structures, and high-performance key-value operations
Expert Redis development guide covering data structures (strings, hashes, lists, sets, sorted sets, streams, JSON), caching patterns (cache-aside, write-through, write-behind), pub/sub, Lua scripting, transactions (MULTI/EXEC), pipelining, Redis Stack (Search, JSON, TimeSeries, Bloom), key naming, TTL strategies, memory management, eviction policies, Redis Cluster, Sentinel, client libraries (ioredis, redis-py), and rate limiting.
Implement HTTP caching with Cache-Control, ETags, conditional requests, CDN invalidation, Vary headers, and application-level caching with Redis. Use when optimizing API response times, reducing server load, or designing cache invalidation strategies.
Expert MongoDB development guide covering schema design (embedding vs referencing), index strategies (compound, multikey, text, TTL, partial), aggregation pipeline, transactions, change streams, Node.js driver, Mongoose ODM, Atlas features (search, vector search, triggers), sharding, read/write concerns, connection pooling, GridFS, and security (RBAC, field-level encryption).
Guide Redis integration into existing projects by discovering the current stack, locating cache, session, queue, and rate-limit seams, choosing a compatible Redis client or framework adapter, and planning safe verification. Use when Codex must add Redis to an established codebase, replace fragile in-memory state, or wire Redis-backed infrastructure without bypassing the repository's existing architecture.
MongoDB Setup. Reference when using this Prisma feature.
Use Redis effectively for caching, pub/sub messaging, rate limiting, distributed locks, and session storage. Covers data structure selection, expiration strategies, and cluster patterns. Triggers on Redis usage, caching architecture, or pub/sub messaging requests.
Docker container management for Qdrant and MeiliSearch services. Use when user mentions starting services, stopping services, checking container status, viewing logs, restarting containers, or resetting database services.
Elasticsearch and full-text search implementation. Use when implementing search functionality, autocomplete, faceted search, relevance tuning, or working with search indexes. Keywords: elasticsearch, search, full-text, indexing, relevance, facets, autocomplete, analyzers, synonyms, aggregations.
Qdrant collection management for semantic search. Use when user mentions managing collections, creating collection, listing collections, verifying collection integrity, exporting or importing collections, or viewing indexed items in Qdrant.
Dual-index corpus management for combined semantic and full-text search. Use when user mentions corpus, dual indexing, syncing content to both Qdrant and MeiliSearch, checking parity between systems, deleting corpora, or managing content that needs both search types.
List all keys 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
Search for keys matching a keyword in a keyvalue namespace. 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
Custom cache definition and usage with CacheMgr and Cache classes
Show Redis connection URL. Requires authentication. Use for Agentuity cloud platform operations
