Process use when you need to work with database sharding. This skill provides horizontal sharding strategies with comprehensive guidance and automation. Trigger with phrases like "implement sharding", "shard database", or "distribute data".
4.0
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Backend Development
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This skill provides a generic framework for database sharding but lacks specificity in its description and implementation guidance. The description is too vague for a CLI agent to understand what sharding strategies are available or when to use them. While the generic 5-step process (Assess, Design, Implement, Validate, Deploy) is well-structured, it lacks concrete sharding-specific knowledge such as shard key selection, consistent hashing strategies, range vs. hash partitioning, or cross-shard transaction handling. The scripts directory suggests practical tools exist (init_sharding.py, rebalance_shards.py, cross_shard_query.py), and the skill references these appropriately. However, the SKILL.md itself reads like a template rather than domain-specific guidance—most content could apply to any backend task. For a complex topic like sharding that requires understanding of partition strategies, data distribution, and rebalancing, the skill needs more concrete decision frameworks and sharding-specific knowledge to justify its existence over a general CLI agent.
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