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Scored across 13 tools
Tools are largely distinct, but forecast_arima_model and forecast_prophet_model overlap in purpose and output style, potentially confusing agents. Other tools like stock_quote vs market_overview and technical_analysis vs arima_model_diagnostics have clear boundaries.
Naming conventions are mixed: some tools use stock_* prefixes, some use model-related prefixes like train_arima_model, and others are bare nouns like market_overview. While all are readable snake_case, the lack of a consistent prefix/verb pattern reduces predictability.
With 13 tools, the count is within the ideal range and each tool serves a distinct analytical function, from market overview and fundamentals to ARIMA/Prophet forecasting and diagnostics. No tool feels redundant.
The toolkit covers a broad range of Indian stock analysis needs, but there is no direct tool for retrieving raw historical price data, which is a common prerequisite for custom analysis or model building. Otherwise, the surface is fairly comprehensive.
