No user-submitted related servers found.
Scored across 12 tools
Most tools have distinct purposes: prompt CRUD, data-driven optimization workflow, and few-shot optimization. However, 'call_dashscope_mcp' is a generic MCP caller that overlaps with the optimization tools' intent, and 'get_token_usage_stats' is unrelated, causing minor ambiguity.
Prompt tools follow a consistent CRUD pattern (create/delete/list/read/update_prompt). Optimization tools mix styles: 'run_data_driven_optimize' and 'run_few_shot_optimization' are consistent, but 'analyze_data_driven_optimize_results', 'write_data_driven_optimize_config', and 'generate_html_report' are long and vary in structure. 'call_dashscope_mcp' uses a different verb_noun pattern.
With 12 tools, the set covers two main domains (prompt management and prompt optimization) without being overwhelming. Each tool contributes to a clear workflow, and the count is appropriate for the scope.
Prompt management has full CRUD coverage. The optimization workflow includes setup, execution, analysis, and report generation. Missing features like job cancellation or monitoring are covered by links to the Vertex AI console. The addition of generic utilities ('call_dashscope_mcp', 'get_token_usage_stats') does not detract from domain completeness.