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Scored across 58 tools
Several clusters have unclear boundaries: fahali_get_market_verdict, fahali_get_market_decision and fahali_get_symbol_decision are explicitly described as aliases over the same canonical arbiter, and fahali_get_forecast largely duplicates forecast content inside the verdict. Orientation tools (fahali_get_market_briefing, fahali_daily_brief, fahali_get_bundle) and detection tools (detection_activity, realtime_alerts, highest_conviction_signals, flash_crash_risk, unusual_money_movement, capital_flow, microstructure_proxy) overlap heavily and rely on prose caveats rather than distinct purposes to separate them.
Nearly all tools follow fahali_verb_noun snake_case with a stable prefix, so the pattern is predictable. A few deviations exist (fahali_daily_brief has no verb, fahali_fact_check_narrative uses a compound verb, fahali_analyze_custom_portfolio and fahali_get_evidence are irregular), but they remain readable.
58 tools is far beyond the 3-15 sweet spot and forces the agent to choose among many near-duplicate endpoints. The domain (market data, portfolio monitoring, incidents, subscriptions, memory) is genuinely broad, but the surface is inflated by alias tools and layered audit views that could be consolidated.
Coverage is unusually thorough: market state, forecast, regime, sentiment, portfolio watching with full verdict/incident lifecycle, subscriptions, and memory all have create/read/update paths. Minor gaps remain, such as no delete or archive operation for portfolio watches and no update/delete for stored memories.