NetworkX MCP Server
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TDQS
Scored across 46 tools
Multiple tools have overlapping purposes (degree_centrality, betweenness_centrality, and centrality_measures all compute centrality metrics). The inclusion of unrelated domains (citation analysis, CI/CD workflows) alongside graph operations creates significant confusion about tool selection for an agent.
Most tools follow a clear verb_noun snake_case pattern (create_graph, add_edges, delete_graph, trigger_workflow), but a few deviate (pagerank, subgraph, matching, topological_sort). Overall the convention is consistent and readable.
With 46 tools spanning three very different domains (NetworkX graphs, citation networks, CI/CD workflows), the server is excessively large and unfocused. Each domain individually would warrant a smaller, dedicated tool set; combining them makes the count inappropriate.
The graph operations lack obvious essentials such as listing edges or updating graph structure. The citation and CI/CD domains appear arbitrarily bolted on, and while each has some coverage, the overall surface is incomplete for any single coherent purpose.