Generate Redis key patterns and data structure designs. Use when planning your Redis architecture.
Redis Labs integration. Manage data, records, and automate workflows. Use when the user wants to interact with Redis Labs data.
Redis MCP Server is built around Redis in-memory datastore. The underlying ecosystem is represented by redis/redis (73,523+ GitHub stars).
Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident…
Patterns d'utilisation Redis pour le cache, pub/sub, streams et sessions. Se déclenche avec "Redis", "cache distribué", "pub/sub Redis", "Redis streams", "session store — from…
Use when designing caching strategies (cache-aside, write-through, write-behind), implementing distributed locks, building rate limiters, leaderboards, real-time streams…
Redis Query Engine (RQE) guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR), DIALECT 2 query syntax, efficient FT.SEARCH…
Generate Redis key patterns and data structures. Use when designing Redis architecture.
Redis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query syntax, FT.SEARCH /…
Redis LangCache guidance for semantic caching of LLM responses on Redis Cloud — calling search/set via the SDK or REST API, tuning the similarity threshold, separating caches per…
Redis expert for caching, pub/sub, data structures, and distributed systems patternsUse when "redis, caching strategy, cache invalidation, pub/sub, rate limiting, distributed…
Comprehensive guide for Redis state management including caching strategies, session management, pub/sub patterns, distributed locks, and data structures
Use Redis effectively for caching, queues, and data structures with proper expiration and persistence.
Operational skill for Redis Streams: XADD/XREADGROUP, consumer groups, acknowledgements, pending entries, and trim policies (complementary to Redis caching).
Redis Streams (XADD / XREADGROUP / consumer groups) in Rails as a lightweight Kafka — when it fits, the redis-rb client, MAXLEN cap, consumer group semantics, PEL (pending entries…
Master Redis transactions - MULTI/EXEC, WATCH for optimistic locking, Lua scripting, and atomic operation patterns
Redis vector search guidance covering HNSW vs FLAT algorithm choice, vector index configuration (dims, distance metric, datatype), filtered hybrid search combining vector…
Connect to Redis databases using the redisctl CLI. Use when opening redis-cli sessions, managing connection profiles, or working with multiple Redis clusters.
Relational databases (Postgres, MySQL) — ACID, SQL, joins, isolation levels, MVCC vs locking, indexes, JSONB, HA topologies.
[Deprecated] This is the required documentation for agents operating on the CloudBase Relational Database through MCP.
Sets up and optimizes Managed PostgreSQL on Render—connection strings (internal vs external), creation constraints, storage autoscaling, connection limits, high availability, read…
Set up and use Major-managed PostgreSQL databases. Use when the user wants a database, needs to store data, mentions "managed database", or asks about database setup.
Identifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences (empty strings, refcursors, type coercion, sorting, timestamps,…
Пошаговый перенос проекта с Lovable на российский хостинг Cloud.ru с минимальными правками. Поднимает self-hosted Supabase (база, авторизация, хранилище, edge-функции) на…
Launch and drive a local reference Claude apps gateway (claude gateway + Dex + Postgres) to probe, capture, or re-verify the login / managed-settings / OTLP-telemetry wire…
Use when the user wants to run a single plugin's full Mongo + Postgres test matrix locally. Wraps `pnpm test:matrix
`.
Use Agenda when a custom Node.js agent needs persistent scheduled jobs, retries, locking, and background workers backed by MongoDB, PostgreSQL, or Redis instead of fragile…
Execute PostgreSQL backup, restore, verification, and point-in-time recovery runbooks with explicit repository and WAL handling.
Use when analyzing an existing project for migration feasibility to the canonical SaaS stack (Turborepo, Next.js, tRPC, Drizzle, Auth.js, Stripe, PageShell).
Multi-tenant SaaS mimari desenleri. Kullanıcı multi-tenant yapı, tenant izolasyonu, rol/yetki sistemi, üyelik-davet akışı, tenant bazlı ayarlar, abonelik/plan yapısı veya yeni bir…
Run scheduled backups with retention rules and storage targets across PostgreSQL, MySQL, MariaDB, and MongoDB from one place.
Validate Drizzle schema, TypeScript types, and V1 spec alignment before committing
Production-ready database schema patterns for AI applications including chat/conversation schemas, RAG document storage with pgvector, multi-tenant organization models, user…
Review database schemas AND in-code data structures for correctness, integrity, performance, scalability, evolvability, simplicity, and design quality.
حارس أمان ترحيلات Django في SchoolOS (Django 5.2 + PostgreSQL 16). يفحص أي migration قبل تطبيقه على قاعدة بيانات فيها بيانات حقيقية: الأقفال الحاجزة (ACCESS EXCLUSIVE)، فقد…
Orchestrates large-scale web crawling using Scrapy with scrapy-redis for distributed job queuing. Integrates Splash for JavaScript rendering, stores results in MongoDB via…
Expert guide for full-text search engines (Typesense, Meilisearch, Elasticsearch), faceted search, and autocomplete / Panduan ahli mesin pencarian full-text (Typesense,…
Search implementation patterns: full-text search with Postgres tsvector, Typesense for production search, Elasticsearch for complex analytics, faceted search, autocomplete, typo…
Sequelize ORM patterns — models, associations, migrations, transactions, hooks, TypeScript support
ตั้งค่า tech stack สำหรับ project ด้วยการเลือก preset หรือกำหนดเอง เขียนลง .claude/config/tech-stack.md ให้ implement/ship/debug ใช้ commands ถูกต้องอัตโนมัติ ใช้ skill…
Audit pré-publication d'un repo : secrets (historique git compris), dépendances, hygiène repo + légal, infra Supabase, et surface applicative vibecode (IDOR, RLS, rate limiting,…
Detect buying signals across TAM companies and watchlist personas. Three-phase architecture: (1) free diff-based signals from existing data (headcount growth, tech stack changes,…
Subskill zur Marker Engine für strikt markerbasierte JSON-Annotationen mit Farbhervorhebung; enthält Overlapping-Span-Merging, Dark-Mode-Farben und eine In-Page-SIT-UI (ohne…
Run a weekly cost rollup across the operator's solo-founder cloud and AI services (default Vercel, Railway, Supabase, Anthropic, OpenAI, Cloudflare), comparing this-week to…
Generate spectrograms and audio feature visualizations (mel, chroma, MFCC, tempogram, etc.) from audio files via CLI.
SQL writing and database engineering patterns, standards, and procedures. Use for designing database schemas, writing performant SQL queries, normalisation strategies, indexing,…
Token-efficient MySQL/PostgreSQL operations using mycli and native CLI tools (Windows/Mac/Linux compatible). Replaces Artisan Tinker for database queries with 87% token savings.
Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL,…
PostgreSQL 15+ query and schema guidelines. Apply when editing `.sql` files, migrations, or schema files.
Use when user needs SQL development, database design, query optimization, performance tuning, or database administration across PostgreSQL, MySQL, SQL Server, and Oracle platforms.
SQL query optimization for PostgreSQL/MySQL with indexing, EXPLAIN analysis. Use for slow queries, N+1 problems, missing indexes, or encountering sequential scans, OFFSET…
SQLAlchemy + MySQL 성능 튜닝 스킬. SQLAlchemy(Python) 환경에서 MySQL 쿼리가 느린 경우, N+1 문제 해결, EXPLAIN 분석, 인덱스 설계, Eager Loading 전략, 배치 처리, 커넥션 풀 관리 등 모든 SQLAlchemy+MySQL 성능 관련 작업에 사용한다.
Redis-backed SSE stream management with stream registry, heartbeat monitoring, completion store for terminal events, and automatic orphan cleanup via background guardian — from…
Redis-backed SSE stream management with stream registry, heartbeat monitoring, completion store for terminal events, and automatic orphan cleanup via background guardian — from…
Staaten- und Gebietscheck Mongolei: migrationsrechtlicher Workflow für Herkunfts-, Transit-, Dokumenten-, Visum-, Schutz-, Passbeschaffungs-, Rückführungs- und…
Verify that the patterns the model is about to use for a given framework+version are current per official docs, and cache the result as CURRENT_PATTERNS.md at the project level.
Measure observable complexity, dependency, test, build, and database effects of changes in Ruby, Rails, React, TypeScript, and PostgreSQL without fabricating savings.
Scaffolds a full-stack project with Next.js App Router, Supabase, Firebase Auth, Vercel, and Cloudflare
Add file uploads and object storage to my app — set up AWS S3, Google Cloud Storage, Cloudflare R2, or Supabase Storage with presigned URLs, direct browser uploads, multipart…
Navigate Supabase database tables, relationships, and query patterns. Use when you need to understand how tables connect, write queries, or find the right data source.