bb-gnubg-mcp
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TDQS
Scored across 18 tools
The four board/position conversion tools (board_from_position_id, position_id, key_of_board, board_from_position_key) are clearly paired but could be misselected due to similar naming. Other tools like best_move vs pub_best_move and rollout vs cubeful_rollout are distinct but share comparable names, though descriptions help.
Tool names use a mix of conventions: verb_noun (get_constants), noun phrases (best_move, probabilities), and abbreviations (bearoff_id_2_pos, pub_eval_score). No consistent verb pattern is present, but names are descriptive and readable.
With 18 tools, the server is on the heavy side, exceeding the typical 3-15 well-scoped range. However, each tool serves a distinct backgammon analysis function, so the count is justified by the broad domain.
The tool set covers position representation, evaluation, move generation, rollouts, bearoff, and match equity—a complete lifecycle for backgammon analysis. There are no obvious dead ends or missing critical operations.