mcp-pandas
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TDQS
Scored across 4 tools
Each tool has a distinct purpose: generating charts, profiling metadata, examining column distributions, and executing arbitrary pandas code. There is no overlap or ambiguity.
All tool names use snake_case with a verb_noun pattern, but the verbs vary (generate, read, interpret, run). This is consistent within its own style, though not perfectly uniform.
Four tools is a minimal but focused set for pandas operations. It covers key actions without being overly sparse or excessive for the domain.
Core operations like metadata profiling, column analysis, code execution, and visualization are covered. Minor gaps exist (e.g., no direct data subsetting tool) but arbitrary code fills most needs.