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Most tools are clearly distinct: schema, provenance, search, stats, and top each target a different operation. The only ambiguity is between dataset_row and dataset_compare, which both filter rows by column values, though compare explicitly handles multiple values and ordering.

All tools share a consistent dataset_ prefix and use short, descriptive nouns or verbs that align with their function. The naming pattern is uniform and predictable, making it easy to infer what each tool does.

Seven tools is well-scoped for a read-only dataset querying server. Each tool covers a distinct useful query pattern without unnecessary redundancy or bloat.

The server covers the core dataset exploration lifecycle: schema inspection, provenance, exact lookups, multi-value comparisons, text search, numeric statistics, and top/bottom sorting. Minor gaps exist such as pagination or arbitrary multi-condition filtering, but most common questions about the dataset can be answered.