FBM
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- AlicenseAqualityCmaintenanceProvides AI assistants with commissioner-focused tools for fantasy sports leagues, enabling league overviews, standings, transactions, recaps, and manager activity across providers like Yahoo Fantasy.1MIT
- AlicenseNot gradedqualityCmaintenanceEnables Claude to query live fantasy football league data and run LightGBM-based player projections, calibrated ranges, matchup simulations, playoff odds, trade evaluations, and waiver/start-sit analysis.MIT
- AlicenseAqualityDmaintenanceProvides AI-powered sports analytics for Daily Fantasy Sports (DFS) with real-time player projections, lineup optimization, live odds aggregation from multiple sportsbooks, and SHAP-based explainability to understand recommendation reasoning.41MIT
- FlicenseNot gradedqualityDmaintenanceManages Yahoo Fantasy Baseball teams via AI, allowing natural language queries for roster updates, trade analysis, waiver wire, and league insights.4-
- FlicenseNot gradedqualityCmaintenanceEnables read-only analysis of a Yahoo fantasy football league through natural language, including replacement-level roster evaluation, trade targeting, and waiver priority recommendations.-
- FlicenseNot gradedqualityDmaintenanceEnables Claude to interact with Yahoo Fantasy Baseball and Basketball leagues, allowing roster analysis, matchup tracking, free agent browsing, and player stats retrieval via natural language.-
TDQS
Scored across 54 tools
Most tools have detailed, distinct purposes, but several pairs blur together: context_pack vs league_overview (both return league overview, strategy, proposals, freshness), and the memory/proposal cluster (journal_append, record_review, record_owner_decision, proposal_steps, confirm_done, create_proposal) requires careful reading to route correctly. The signal/trade-advice cluster (signals, buy_sell, find_trades, evaluate_trade, evaluate_add_drop, waiver_decision, streaming_plan) is heavily overlapping in intent. Descriptions mitigate much of this, so it lands mid-range rather than poor.
Overwhelmingly consistent snake_case throughout, with a clear verb_noun family (refresh_data, create_proposal, evaluate_trade, draft_pick, record_review) and a noun-only family for resource reads (my_roster, rankings, free_agents, standings, scoreboard). The only minor deviation is mixing noun-style and verb-style tools, but the style is predictable and readable.
54 tools is well past the comfortable range and several could clearly be consolidated (context_pack/league_overview, multiple proposal-status tools, signals/buy_sell/signal_grades). While the fantasy-GM domain is genuinely broad (draft, waivers, trades, calibration, journaling), the surface is bloated enough to strain tool selection. This is on the heavy end the rubric flags as 'too many'.
Coverage is strong across the lifecycle: data sync/health, roster/lineup, waivers, trades, drafts, proposals with review/approval/confirmation, journaling, and calibration/retro. The main deliberate gap is that Yahoo writes are manual by design (proposals return steps for the owner), which is a documented boundary rather than a defect. Minor gaps remain around anything requiring automated league writes.