nosql-databases
33.4K
vector-index-tuning
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
wshobson
databases
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nosql-databases
32.1K
azure-resource-manager-redis-dotnet
Azure Resource Manager SDK for Redis in .NET.
sickn33
databases
nosql-databases
17.6K
pinecone
Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or semantic search at scale. Best for serverless, managed infrastructure.
davila7
databases
nosql-databases
16.5K
redis-expert
Redis expert for data structures, caching patterns, Lua scripting, and cluster operations
RightNow-AI
databases
nosql-databases
16.5K
elasticsearch
Elasticsearch expert for queries, mappings, aggregations, index management, and cluster operations
RightNow-AI
databases
nosql-databases
15.6K
cache-expert
Covers Dagger Engine caching internals including cache key derivation, invalidation, and the immutable DAG model. Use when debugging cache misses, unexpected invalidations, or implementing caching-related engine features.
dagger
databases
nosql-databases
14.2K
abp-mongodb
ABP MongoDB patterns - AbpMongoDbContext, IMongoCollection, MongoDbRepository, no migrations, embedded documents vs references, manual UpdateAsync required. Use when working in MongoDB projects or implementing MongoDB repositories in ABP.
abpframework
databases
nosql-databases
12.5K
agentdb-performance-optimization
Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors.
ruvnet
databases
nosql-databases
12.5K
agentdb-advanced-features
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.
ruvnet
databases
nosql-databases
12.5K
v3-memory-unification
Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend).
ruvnet
databases
nosql-databases
7.1K
meilisearch-admin
Check Meilisearch index status, tasks, health, and settings. Use for debugging search issues, monitoring indexing tasks, and inspecting index configuration. Read-only admin operations.
civitai
databases
nosql-databases
7.1K
redis-inspect
Inspect Redis cache keys, values, and TTLs for debugging. Supports both main cache and system cache. Use for debugging cache issues, checking cached values, and monitoring cache state. Read-only by default.
civitai
databases
nosql-databases
4K
memory-cache
High-performance temporary storage system using Redis. Supports namespaced keys (mema:*), TTL management, and session context caching. Use for: (1) Saving agent state, (2) Caching API results, (3) Sharing data between sub-agents.
openclaw
databases
nosql-databases
3.7K
db-core-collection-setup
Creating typed collections with createCollection. Adapter selection: queryCollectionOptions (REST/TanStack Query), electricCollectionOptions (ElectricSQL real-time sync), powerSyncCollectionOptions (PowerSync SQLite), rxdbCollectionOptions (RxDB), trailbaseCollectionOptions (TrailBase), localOnlyCollectionOptions, localStorageCollectionOptions. CollectionConfig options: getKey, schema, sync, gcTime, autoIndex (default off), defaultIndexType, syncMode (eager/on-demand, plus progressive for Electric). StandardSchema validation with Zod/Valibot/ArkType. Collection lifecycle (idle/loading/ready/error). Adapter-specific sync patterns including Electric txid tracking, Query direct writes, and PowerSync query-driven sync with onLoad/onLoadSubset hooks.
TanStack
databases
nosql-databases
3.1K
serverpod-caching
Serverpod caching — local and Redis caches, cache keys, lifetime, CacheMissHandler. Use when caching data, optimizing queries, or working with session.caches.
serverpod
databases
nosql-databases
2.6K
trail-sense-database-persistence
Add new Room database persistence to Trail-Sense Android app. Use when the user asks to create, add, or implement database persistence for a model, including Entity, DAO, Repository, and AppDatabase migration. Covers entity-to-model mapping, index configuration, and standard CRUD operations.
kylecorry31
databases
nosql-databases
2K
upstash-ratelimit-ts
Lightweight guidance for using the Redis Rate Limit TypeScript SDK, including setup steps, basic usage, and pointers to advanced algorithm, features, pricing, and traffic‑protection docs.
upstash
databases
nosql-databases
2K
add-database-engine
Guided implementation for adding a new database engine to TablePro. Pre-loaded with all integration points, file locations, patterns, and the complete checklist derived from Redis implementation experience. Use when asked to add support for a new database type (e.g., Cassandra, DynamoDB, ClickHouse).
TableProApp
databases
nosql-databases
1.9K
redis-cache-manager
Manage redis cache manager operations. Auto-activating skill for Backend Development. Triggers on: redis cache manager, redis cache manager Part of the Backend Development skill category. Use when working with redis cache manager functionality. Trigger with phrases like "redis cache manager", "redis manager", "redis".
jeremylongshore
databases
nosql-databases
1.9K
managing-api-cache
Implement intelligent API response caching with Redis, Memcached, and CDN integration. Use when optimizing API performance with caching. Trigger with phrases like "add caching", "optimize API performance", or "implement cache layer".
jeremylongshore
databases
nosql-databases
1.8K
js-set-map-lookups
Use Set and Map for O(1) membership lookups instead of array.includes(). Apply when checking membership repeatedly or performing frequent lookups against a collection.
TheOrcDev
databases
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