feat: Update BotController and tests for improved bot instantiation and configuration

.codesight/CODESIGHT.md

@@ -2,8 +2,8 @@
 
 > **Stack:** raw-http | none | unknown | scala
 
-> 0 routes | 0 models | 0 components | 35 lib files | 0 env vars | 0 middleware
+> 0 routes | 0 models | 0 components | 57 lib files | 1 env vars | 1 middleware
-> **Token savings:** this file is ~3.700 tokens. Without it, AI exploration would cost ~18.200 tokens. **Saves ~14.500 tokens per conversation.**
+> **Token savings:** this file is ~0 tokens. Without it, AI exploration would cost ~0 tokens. **Saves ~0 tokens per conversation.**
 
 ---
 
@@ -60,6 +60,70 @@
   - class ApiResponse
   - function error
   - function totalPages
+- `modules/bot/python/nnue.py`
+  - function get_data_dir: ()
+  - function get_tactical_data_dir: ()
+  - function get_weights_dir: ()
+  - function list_checkpoints: ()
+  - function show_header: ()
+  - function show_checkpoints_table: ()
+  - _...6 more_
+- `modules/bot/python/src/export.py` — function export_weights_to_binary: (weights_file, output_file)
+- `modules/bot/python/src/generate.py` — function play_random_game_and_collect_positions: (output_file, total_positions, samples_per_game, min_move, max_move, num_workers)
+- `modules/bot/python/src/label.py` — function normalize_evaluation: (cp_value, method, scale), function label_positions_with_stockfish: (positions_file, output_file, stockfish_path, batch_size, depth, verbose, normalize, num_workers)
+- `modules/bot/python/src/tactical_positions_extractor.py`
+  - function download_and_extract_puzzle_db: (url, output_dir)
+  - function extract_puzzle_positions: (puzzle_csv, max_puzzles) -> Set[str]
+  - function load_positions_from_file: (file_path) -> Set[str]
+  - function merge_positions: (tactical, other, output_file)
+  - function interactive_merge_positions: (puzzle_csv, output_file, max_puzzles)
+- `modules/bot/python/src/train.py`
+  - function fen_to_features: (fen)
+  - function find_next_version: (base_name)
+  - function save_metadata: (weights_file, metadata)
+  - function train_nnue: (data_file, output_file, epochs, batch_size, lr, checkpoint, stockfish_depth, use_versioning, early_stopping_patience, weight_decay, subsample_ratio)
+  - function burst_train: (data_file, output_file, duration_minutes, epochs_per_season, early_stopping_patience, batch_size, lr, initial_checkpoint, stockfish_depth, use_versioning, weight_decay, subsample_ratio)
+  - class NNUEDataset
+  - _...1 more_
+- `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`
+  - class Bot
+  - function name
+  - function nextMove
+- `modules/bot/src/main/scala/de/nowchess/bot/BotController.scala`
+  - class BotController
+  - function getBot
+  - function listBots
+- `modules/bot/src/main/scala/de/nowchess/bot/Config.scala` — class Config
+- `modules/bot/src/main/scala/de/nowchess/bot/ai/Weights.scala`
+  - class Weights
+  - class CHECKMATE_SCORE
+  - class DRAW_SCORE
+  - function evaluate
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` — class EvaluationClassic, function evaluate
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/EvaluationNNUE.scala` — class EvaluationNNUE, function evaluate
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`
+  - class NNUE
+  - function evaluate
+  - function benchmark
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala` — function bestMove, function bestMoveWithTime
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`
+  - class MoveOrdering
+  - class OrderingContext
+  - function addKillerMove
+  - function getKillerMoves
+  - function addHistory
+  - function getHistory
+  - _...3 more_
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/TranspositionTable.scala`
+  - function probe
+  - function store
+  - function clear
+- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotBook.scala` — function probe
+- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala` — class PolyglotHash, function hash
+- `modules/bot/src/main/scala/de/nowchess/bot/util/ZobristHash.scala`
+  - class ZobristHash
+  - function hash
+  - function nextHash
 - `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala`
   - class Command
   - function execute
@@ -78,11 +142,11 @@
 - `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`
   - class GameEngine
   - function isPendingPromotion
+  - function setOpponentBot
+  - function clearOpponentBot
   - function board
   - function turn
-  - function context
+  - _...12 more_
-  - function canUndo
-  - _...10 more_
 - `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala`
   - function context
   - class Observer
@@ -93,6 +157,13 @@
   - _...1 more_
 - `modules/io/src/main/scala/de/nowchess/io/GameContextExport.scala` — class GameContextExport, function exportGameContext
 - `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` — class GameContextImport, function importGameContext
+- `modules/io/src/main/scala/de/nowchess/io/GameFileService.scala`
+  - class GameFileService
+  - function saveGameToFile
+  - function loadGameFromFile
+  - class FileSystemGameService
+  - function saveGameToFile
+  - function loadGameFromFile
 - `modules/io/src/main/scala/de/nowchess/io/fen/FenExporter.scala`
   - class FenExporter
   - function boardToFen
@@ -114,6 +185,8 @@
   - function parseBoard
   - function importGameContext
 - `modules/io/src/main/scala/de/nowchess/io/fen/FenParserSupport.scala` — function buildSquares
+- `modules/io/src/main/scala/de/nowchess/io/json/JsonExporter.scala` — class JsonExporter, function exportGameContext
+- `modules/io/src/main/scala/de/nowchess/io/json/JsonParser.scala` — class JsonParser, function importGameContext
 - `modules/io/src/main/scala/de/nowchess/io/pgn/PgnExporter.scala`
   - class PgnExporter
   - function exportGameContext
@@ -160,43 +233,58 @@
 
 ---
 
+# Config
+
+## Environment Variables
+
+- `STOCKFISH_PATH` **required** — modules/bot/python/nnue.py
+
+---
+
+# Middleware
+
+## custom
+- generate — `modules/bot/python/src/generate.py`
+
+---
+
 # Dependency Graph
 
 ## Most Imported Files (change these carefully)
 
-- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` — imported by **28** files
+- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` — imported by **59** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` — imported by **21** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` — imported by **39** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` — imported by **19** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` — imported by **36** files
-- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` — imported by **14** files
+- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` — imported by **36** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` — imported by **13** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` — imported by **22** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` — imported by **10** files
+- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` — imported by **21** files
-- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` — imported by **9** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` — imported by **20** files
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` — imported by **9** files
+- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` — imported by **17** files
-- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` — imported by **8** files
+- `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` — imported by **10** files
-- `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` — imported by **7** files
+- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` — imported by **10** files
-- `modules/api/src/main/scala/de/nowchess/api/board/CastlingRights.scala` — imported by **4** files
+- `modules/api/src/main/scala/de/nowchess/api/board/CastlingRights.scala` — imported by **8** files
-- `modules/io/src/main/scala/de/nowchess/io/GameContextExport.scala` — imported by **4** files
+- `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` — imported by **8** files
-- `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` — imported by **4** files
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala` — imported by **5** files
+- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotBook.scala` — imported by **5** files
+- `modules/bot/src/main/scala/de/nowchess/bot/BotDifficulty.scala` — imported by **5** files
+- `modules/io/src/main/scala/de/nowchess/io/GameContextExport.scala` — imported by **5** files
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` — imported by **4** files
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala` — imported by **4** files
+- `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala` — imported by **4** files
 - `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala` — imported by **4** files
-- `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala` — imported by **4** files
-- `modules/io/src/main/scala/de/nowchess/io/pgn/PgnParser.scala` — imported by **2** files
-- `modules/io/src/main/scala/de/nowchess/io/pgn/PgnExporter.scala` — imported by **2** files
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenExporter.scala` — imported by **2** files
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenParserSupport.scala` — imported by **2** files
-- `modules/core/src/main/scala/de/nowchess/chess/controller/Parser.scala` — imported by **1** files
 
 ## Import Map (who imports what)
 
-- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` ← `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala`, `modules/core/src/test/scala/de/nowchess/chess/command/CommandInvokerBranchTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/command/CommandInvokerTest.scala` +23 more
+- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/ai/Weights.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala` +54 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/main/scala/de/nowchess/api/move/Move.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/api/src/test/scala/de/nowchess/api/move/MoveTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala` +16 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/main/scala/de/nowchess/api/move/Move.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/api/src/test/scala/de/nowchess/api/move/MoveTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` +34 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala` +14 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala` +31 more
-- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/board/BoardTest.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala` +9 more
+- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/board/BoardTest.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala` +31 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineGameEndingTest.scala` +8 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +17 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` ← `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineScenarioTest.scala`, `modules/rule/src/test/scala/de/nowchess/rule/DefaultRulesStateTransitionsTest.scala` +5 more
+- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala` +16 more
-- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` ← `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/rule/src/test/scala/de/nowchess/rule/DefaultRulesStateTransitionsTest.scala`, `modules/rule/src/test/scala/de/nowchess/rule/DefaultRulesTest.scala` +4 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/ZobristHash.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala`, `modules/bot/src/test/scala/de/nowchess/bot/EvaluationTest.scala` +15 more
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` ← `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineLoadGameTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineNotationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineScenarioTest.scala` +4 more
+- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +12 more
-- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` ← `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/io/src/main/scala/de/nowchess/io/pgn/PgnExporter.scala` +3 more
+- `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +5 more
-- `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` ← `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala`, `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala`, `modules/io/src/main/scala/de/nowchess/io/fen/FenParserCombinators.scala`, `modules/io/src/main/scala/de/nowchess/io/fen/FenParserFastParse.scala` +2 more
+- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` ← `modules/bot/src/test/scala/de/nowchess/bot/PolyglotHashTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineLoadGameTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineNotationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala` +5 more
 
 ---
 

.codesight/graph.md

@@ -2,36 +2,36 @@
 
 ## Most Imported Files (change these carefully)
 
-- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` — imported by **28** files
+- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` — imported by **59** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` — imported by **21** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` — imported by **39** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` — imported by **19** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` — imported by **36** files
-- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` — imported by **14** files
+- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` — imported by **36** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` — imported by **13** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` — imported by **22** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` — imported by **10** files
+- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` — imported by **21** files
-- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` — imported by **9** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` — imported by **20** files
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` — imported by **9** files
+- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` — imported by **17** files
-- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` — imported by **8** files
+- `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` — imported by **10** files
-- `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` — imported by **7** files
+- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` — imported by **10** files
-- `modules/api/src/main/scala/de/nowchess/api/board/CastlingRights.scala` — imported by **4** files
+- `modules/api/src/main/scala/de/nowchess/api/board/CastlingRights.scala` — imported by **8** files
-- `modules/io/src/main/scala/de/nowchess/io/GameContextExport.scala` — imported by **4** files
+- `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` — imported by **8** files
-- `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` — imported by **4** files
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala` — imported by **5** files
+- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotBook.scala` — imported by **5** files
+- `modules/bot/src/main/scala/de/nowchess/bot/BotDifficulty.scala` — imported by **5** files
+- `modules/io/src/main/scala/de/nowchess/io/GameContextExport.scala` — imported by **5** files
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` — imported by **4** files
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala` — imported by **4** files
+- `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala` — imported by **4** files
 - `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala` — imported by **4** files
-- `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala` — imported by **4** files
-- `modules/io/src/main/scala/de/nowchess/io/pgn/PgnParser.scala` — imported by **2** files
-- `modules/io/src/main/scala/de/nowchess/io/pgn/PgnExporter.scala` — imported by **2** files
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenExporter.scala` — imported by **2** files
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenParserSupport.scala` — imported by **2** files
-- `modules/core/src/main/scala/de/nowchess/chess/controller/Parser.scala` — imported by **1** files
 
 ## Import Map (who imports what)
 
-- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` ← `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala`, `modules/core/src/test/scala/de/nowchess/chess/command/CommandInvokerBranchTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/command/CommandInvokerTest.scala` +23 more
+- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/ai/Weights.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala` +54 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/main/scala/de/nowchess/api/move/Move.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/api/src/test/scala/de/nowchess/api/move/MoveTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala` +16 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/main/scala/de/nowchess/api/move/Move.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/api/src/test/scala/de/nowchess/api/move/MoveTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` +34 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala` +14 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala` +31 more
-- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/board/BoardTest.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala` +9 more
+- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/board/BoardTest.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala` +31 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineGameEndingTest.scala` +8 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +17 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` ← `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala`, `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineScenarioTest.scala`, `modules/rule/src/test/scala/de/nowchess/rule/DefaultRulesStateTransitionsTest.scala` +5 more
+- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala` +16 more
-- `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` ← `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/rule/src/test/scala/de/nowchess/rule/DefaultRulesStateTransitionsTest.scala`, `modules/rule/src/test/scala/de/nowchess/rule/DefaultRulesTest.scala` +4 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/ZobristHash.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala`, `modules/bot/src/test/scala/de/nowchess/bot/EvaluationTest.scala` +15 more
-- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` ← `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineLoadGameTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineNotationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineScenarioTest.scala` +4 more
+- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +12 more
-- `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` ← `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala`, `modules/io/src/main/scala/de/nowchess/io/pgn/PgnExporter.scala` +3 more
+- `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +5 more
-- `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` ← `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineIntegrationTest.scala`, `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala`, `modules/io/src/main/scala/de/nowchess/io/fen/FenParserCombinators.scala`, `modules/io/src/main/scala/de/nowchess/io/fen/FenParserFastParse.scala` +2 more
+- `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` ← `modules/bot/src/test/scala/de/nowchess/bot/PolyglotHashTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineLoadGameTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineNotationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala` +5 more

.codesight/libs.md

@@ -51,6 +51,70 @@
   - class ApiResponse
   - function error
   - function totalPages
+- `modules/bot/python/nnue.py`
+  - function get_data_dir: ()
+  - function get_tactical_data_dir: ()
+  - function get_weights_dir: ()
+  - function list_checkpoints: ()
+  - function show_header: ()
+  - function show_checkpoints_table: ()
+  - _...6 more_
+- `modules/bot/python/src/export.py` — function export_weights_to_binary: (weights_file, output_file)
+- `modules/bot/python/src/generate.py` — function play_random_game_and_collect_positions: (output_file, total_positions, samples_per_game, min_move, max_move, num_workers)
+- `modules/bot/python/src/label.py` — function normalize_evaluation: (cp_value, method, scale), function label_positions_with_stockfish: (positions_file, output_file, stockfish_path, batch_size, depth, verbose, normalize, num_workers)
+- `modules/bot/python/src/tactical_positions_extractor.py`
+  - function download_and_extract_puzzle_db: (url, output_dir)
+  - function extract_puzzle_positions: (puzzle_csv, max_puzzles) -> Set[str]
+  - function load_positions_from_file: (file_path) -> Set[str]
+  - function merge_positions: (tactical, other, output_file)
+  - function interactive_merge_positions: (puzzle_csv, output_file, max_puzzles)
+- `modules/bot/python/src/train.py`
+  - function fen_to_features: (fen)
+  - function find_next_version: (base_name)
+  - function save_metadata: (weights_file, metadata)
+  - function train_nnue: (data_file, output_file, epochs, batch_size, lr, checkpoint, stockfish_depth, use_versioning, early_stopping_patience, weight_decay, subsample_ratio)
+  - function burst_train: (data_file, output_file, duration_minutes, epochs_per_season, early_stopping_patience, batch_size, lr, initial_checkpoint, stockfish_depth, use_versioning, weight_decay, subsample_ratio)
+  - class NNUEDataset
+  - _...1 more_
+- `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`
+  - class Bot
+  - function name
+  - function nextMove
+- `modules/bot/src/main/scala/de/nowchess/bot/BotController.scala`
+  - class BotController
+  - function getBot
+  - function listBots
+- `modules/bot/src/main/scala/de/nowchess/bot/Config.scala` — class Config
+- `modules/bot/src/main/scala/de/nowchess/bot/ai/Weights.scala`
+  - class Weights
+  - class CHECKMATE_SCORE
+  - class DRAW_SCORE
+  - function evaluate
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` — class EvaluationClassic, function evaluate
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/EvaluationNNUE.scala` — class EvaluationNNUE, function evaluate
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`
+  - class NNUE
+  - function evaluate
+  - function benchmark
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala` — function bestMove, function bestMoveWithTime
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`
+  - class MoveOrdering
+  - class OrderingContext
+  - function addKillerMove
+  - function getKillerMoves
+  - function addHistory
+  - function getHistory
+  - _...3 more_
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/TranspositionTable.scala`
+  - function probe
+  - function store
+  - function clear
+- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotBook.scala` — function probe
+- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala` — class PolyglotHash, function hash
+- `modules/bot/src/main/scala/de/nowchess/bot/util/ZobristHash.scala`
+  - class ZobristHash
+  - function hash
+  - function nextHash
 - `modules/core/src/main/scala/de/nowchess/chess/command/Command.scala`
   - class Command
   - function execute
@@ -69,11 +133,11 @@
 - `modules/core/src/main/scala/de/nowchess/chess/engine/GameEngine.scala`
   - class GameEngine
   - function isPendingPromotion
+  - function setOpponentBot
+  - function clearOpponentBot
   - function board
   - function turn
-  - function context
+  - _...12 more_
-  - function canUndo
-  - _...10 more_
 - `modules/core/src/main/scala/de/nowchess/chess/observer/Observer.scala`
   - function context
   - class Observer
@@ -84,6 +148,13 @@
   - _...1 more_
 - `modules/io/src/main/scala/de/nowchess/io/GameContextExport.scala` — class GameContextExport, function exportGameContext
 - `modules/io/src/main/scala/de/nowchess/io/GameContextImport.scala` — class GameContextImport, function importGameContext
+- `modules/io/src/main/scala/de/nowchess/io/GameFileService.scala`
+  - class GameFileService
+  - function saveGameToFile
+  - function loadGameFromFile
+  - class FileSystemGameService
+  - function saveGameToFile
+  - function loadGameFromFile
 - `modules/io/src/main/scala/de/nowchess/io/fen/FenExporter.scala`
   - class FenExporter
   - function boardToFen
@@ -105,6 +176,8 @@
   - function parseBoard
   - function importGameContext
 - `modules/io/src/main/scala/de/nowchess/io/fen/FenParserSupport.scala` — function buildSquares
+- `modules/io/src/main/scala/de/nowchess/io/json/JsonExporter.scala` — class JsonExporter, function exportGameContext
+- `modules/io/src/main/scala/de/nowchess/io/json/JsonParser.scala` — class JsonParser, function importGameContext
 - `modules/io/src/main/scala/de/nowchess/io/pgn/PgnExporter.scala`
   - class PgnExporter
   - function exportGameContext

graphify-out/GRAPH_REPORT.md

@@ -0,0 +1,809 @@
+# Graph Report - .  (2026-04-12)
+
+## Corpus Check
+- 126 files · ~38,511,901 words
+- Verdict: corpus is large enough that graph structure adds value.
+
+## Summary
+- 818 nodes · 1004 edges · 128 communities detected
+- Extraction: 100% EXTRACTED · 0% INFERRED · 0% AMBIGUOUS
+- Token cost: 0 input · 0 output
+
+## Community Hubs (Navigation)
+- [[_COMMUNITY_Community 0|Community 0]]
+- [[_COMMUNITY_Community 1|Community 1]]
+- [[_COMMUNITY_Community 2|Community 2]]
+- [[_COMMUNITY_Community 3|Community 3]]
+- [[_COMMUNITY_Community 4|Community 4]]
+- [[_COMMUNITY_Community 5|Community 5]]
+- [[_COMMUNITY_Community 6|Community 6]]
+- [[_COMMUNITY_Community 7|Community 7]]
+- [[_COMMUNITY_Community 8|Community 8]]
+- [[_COMMUNITY_Community 9|Community 9]]
+- [[_COMMUNITY_Community 10|Community 10]]
+- [[_COMMUNITY_Community 11|Community 11]]
+- [[_COMMUNITY_Community 12|Community 12]]
+- [[_COMMUNITY_Community 13|Community 13]]
+- [[_COMMUNITY_Community 14|Community 14]]
+- [[_COMMUNITY_Community 15|Community 15]]
+- [[_COMMUNITY_Community 16|Community 16]]
+- [[_COMMUNITY_Community 17|Community 17]]
+- [[_COMMUNITY_Community 18|Community 18]]
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+- [[_COMMUNITY_Community 79|Community 79]]
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+- [[_COMMUNITY_Community 115|Community 115]]
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+- [[_COMMUNITY_Community 118|Community 118]]
+- [[_COMMUNITY_Community 119|Community 119]]
+- [[_COMMUNITY_Community 120|Community 120]]
+- [[_COMMUNITY_Community 121|Community 121]]
+- [[_COMMUNITY_Community 122|Community 122]]
+- [[_COMMUNITY_Community 123|Community 123]]
+- [[_COMMUNITY_Community 124|Community 124]]
+- [[_COMMUNITY_Community 125|Community 125]]
+- [[_COMMUNITY_Community 126|Community 126]]
+- [[_COMMUNITY_Community 127|Community 127]]
+
+## God Nodes (most connected - your core abstractions)
+1. `GameEngine` - 35 edges
+2. `DefaultRules` - 35 edges
+3. `NNUE` - 22 edges
+4. `EvaluationClassic` - 21 edges
+5. `MoveOrdering` - 21 edges
+6. `ChessBoardView` - 19 edges
+7. `FenParserFastParse` - 17 edges
+8. `FenParserCombinators` - 16 edges
+9. `PgnParser` - 14 edges
+10. `JsonExporter` - 13 edges
+
+## Surprising Connections (you probably didn't know these)
+- None detected - all connections are within the same source files.
+
+## Communities
+
+### Community 0 - "Community 0"
+Cohesion: 0.09
+Nodes (2): GameEngine, PendingPromotion
+
+### Community 1 - "Community 1"
+Cohesion: 0.11
+Nodes (2): CastlingMove, DefaultRules
+
+### Community 2 - "Community 2"
+Cohesion: 0.09
+Nodes (17): ClassGap, _compact_ranges(), _find_scoverage_xml(), format_agent(), format_json(), format_markdown(), format_module_gaps(), main() (+9 more)
+
+### Community 3 - "Community 3"
+Cohesion: 0.14
+Nodes (2): MoveOrdering, OrderingContext
+
+### Community 4 - "Community 4"
+Cohesion: 0.11
+Nodes (21): Dataset, burst_train(), fen_to_features(), find_next_version(), NNUE, NNUEDataset, Find the next version number for model versioning.      Looks for nnue_weights_v, Save training metadata alongside the weights file.      Args:         weights_fi (+13 more)
+
+### Community 5 - "Community 5"
+Cohesion: 0.16
+Nodes (23): burst_train_interactive(), export_interactive(), extract_tactical_interactive(), get_data_dir(), get_tactical_data_dir(), get_weights_dir(), list_checkpoints(), main() (+15 more)
+
+### Community 6 - "Community 6"
+Cohesion: 0.22
+Nodes (1): NNUE
+
+### Community 7 - "Community 7"
+Cohesion: 0.19
+Nodes (1): EvaluationClassic
+
+### Community 8 - "Community 8"
+Cohesion: 0.14
+Nodes (9): format_module(), load_module(), main(), ModuleResult, parse_suite_xml(), run(), SuiteResult, TestCase (+1 more)
+
+### Community 9 - "Community 9"
+Cohesion: 0.18
+Nodes (1): ChessBoardView
+
+### Community 10 - "Community 10"
+Cohesion: 0.14
+Nodes (1): FenParserFastParse
+
+### Community 11 - "Community 11"
+Cohesion: 0.12
+Nodes (7): InvalidFormat, InvalidMove, MoveCommand, MoveResult, QuitCommand, ResetCommand, Successful
+
+### Community 12 - "Community 12"
+Cohesion: 0.12
+Nodes (12): BoardResetEvent, CheckDetectedEvent, CheckmateEvent, DrawClaimedEvent, FiftyMoveRuleAvailableEvent, InvalidMoveEvent, MoveExecutedEvent, MoveRedoneEvent (+4 more)
+
+### Community 13 - "Community 13"
+Cohesion: 0.13
+Nodes (1): FenParserCombinators
+
+### Community 14 - "Community 14"
+Cohesion: 0.26
+Nodes (2): PgnGame, PgnParser
+
+### Community 15 - "Community 15"
+Cohesion: 0.15
+Nodes (3): candidateMoves(), GameEngineIntegrationTest, legalMoves()
+
+### Community 16 - "Community 16"
+Cohesion: 0.14
+Nodes (1): GameEnginePromotionTest
+
+### Community 17 - "Community 17"
+Cohesion: 0.25
+Nodes (1): JsonExporter
+
+### Community 18 - "Community 18"
+Cohesion: 0.24
+Nodes (1): AlphaBetaSearch
+
+### Community 19 - "Community 19"
+Cohesion: 0.15
+Nodes (2): EngineTestHelpers, MockObserver
+
+### Community 20 - "Community 20"
+Cohesion: 0.33
+Nodes (1): ZobristHash
+
+### Community 21 - "Community 21"
+Cohesion: 0.17
+Nodes (3): CommandInvokerBranchTest, ConditionalFailCommand, FailingCommand
+
+### Community 22 - "Community 22"
+Cohesion: 0.24
+Nodes (10): download_and_extract_puzzle_db(), extract_puzzle_positions(), interactive_merge_positions(), load_positions_from_file(), merge_positions(), Load positions from a text file (one FEN per line)., Merge two position sets and write to file., Interactive workflow: extract tactical positions and merge with user selection. (+2 more)
+
+### Community 23 - "Community 23"
+Cohesion: 0.18
+Nodes (1): AlphaBetaSearchTest
+
+### Community 24 - "Community 24"
+Cohesion: 0.18
+Nodes (1): ClassicalBotTest
+
+### Community 25 - "Community 25"
+Cohesion: 0.33
+Nodes (2): BookEntry, PolyglotBook
+
+### Community 26 - "Community 26"
+Cohesion: 0.22
+Nodes (1): CommandInvoker
+
+### Community 27 - "Community 27"
+Cohesion: 0.36
+Nodes (1): FenParser
+
+### Community 28 - "Community 28"
+Cohesion: 0.31
+Nodes (1): JsonParser
+
+### Community 29 - "Community 29"
+Cohesion: 0.31
+Nodes (5): applyMove(), Board, removed(), updated(), withMove()
+
+### Community 30 - "Community 30"
+Cohesion: 0.22
+Nodes (1): GameContext
+
+### Community 31 - "Community 31"
+Cohesion: 0.25
+Nodes (6): ApiError, ApiResponse, Failure, PagedResponse, Pagination, Success
+
+### Community 32 - "Community 32"
+Cohesion: 0.22
+Nodes (8): JsonCapturedPieces, JsonCastlingRights, JsonGameRecord, JsonGameState, JsonMetadata, JsonMove, JsonMoveType, JsonPiece
+
+### Community 33 - "Community 33"
+Cohesion: 0.43
+Nodes (1): FenExporter
+
+### Community 34 - "Community 34"
+Cohesion: 0.29
+Nodes (1): CastlingRights
+
+### Community 35 - "Community 35"
+Cohesion: 0.33
+Nodes (6): _evaluate_fen_batch(), label_positions_with_stockfish(), normalize_evaluation(), Normalize centipawn evaluation to a bounded range.      Args:         cp_value:, Worker function to evaluate a batch of FENs with Stockfish threading.      Args:, Read positions and label them with Stockfish evaluations.      Args:         pos
+
+### Community 36 - "Community 36"
+Cohesion: 0.29
+Nodes (1): EvaluationNNUE
+
+### Community 37 - "Community 37"
+Cohesion: 0.33
+Nodes (2): TranspositionTable, TTEntry
+
+### Community 38 - "Community 38"
+Cohesion: 0.53
+Nodes (1): PolyglotHash
+
+### Community 39 - "Community 39"
+Cohesion: 0.4
+Nodes (2): ChessGUIApp, ChessGUILauncher
+
+### Community 40 - "Community 40"
+Cohesion: 0.5
+Nodes (2): offset(), Square
+
+### Community 41 - "Community 41"
+Cohesion: 0.4
+Nodes (2): PlayerId, PlayerInfo
+
+### Community 42 - "Community 42"
+Cohesion: 0.4
+Nodes (4): play_random_game_and_collect_positions(), Generate games for one worker.      Returns:         list of FENs generated by t, Generate positions using multiprocessing with multiple workers.      Args:, _worker_generate_games()
+
+### Community 43 - "Community 43"
+Cohesion: 0.4
+Nodes (0): 
+
+### Community 44 - "Community 44"
+Cohesion: 0.4
+Nodes (3): EmptyToken, FenParserSupport, PieceToken
+
+### Community 45 - "Community 45"
+Cohesion: 0.6
+Nodes (1): PgnExporter
+
+### Community 46 - "Community 46"
+Cohesion: 0.5
+Nodes (2): PieceSprites, SquareColors
+
+### Community 47 - "Community 47"
+Cohesion: 0.6
+Nodes (1): TerminalUI
+
+### Community 48 - "Community 48"
+Cohesion: 0.5
+Nodes (1): BotController
+
+### Community 49 - "Community 49"
+Cohesion: 0.67
+Nodes (1): HybridBot
+
+### Community 50 - "Community 50"
+Cohesion: 0.67
+Nodes (1): NNUEBot
+
+### Community 51 - "Community 51"
+Cohesion: 0.67
+Nodes (1): Parser
+
+### Community 52 - "Community 52"
+Cohesion: 0.5
+Nodes (1): CommandInvokerTest
+
+### Community 53 - "Community 53"
+Cohesion: 0.5
+Nodes (2): EndingMockObserver, GameEngineGameEndingTest
+
+### Community 54 - "Community 54"
+Cohesion: 0.5
+Nodes (2): GameEngineLoadGameTest, MockObserver
+
+### Community 55 - "Community 55"
+Cohesion: 0.5
+Nodes (1): FileSystemGameService
+
+### Community 56 - "Community 56"
+Cohesion: 0.5
+Nodes (1): DefaultRulesStateTransitionsTest
+
+### Community 57 - "Community 57"
+Cohesion: 0.67
+Nodes (1): GUIObserver
+
+### Community 58 - "Community 58"
+Cohesion: 0.67
+Nodes (0): 
+
+### Community 59 - "Community 59"
+Cohesion: 0.67
+Nodes (2): export_weights_to_binary(), Load PyTorch weights and export as binary file.
+
+### Community 60 - "Community 60"
+Cohesion: 0.67
+Nodes (1): ClassicalBot
+
+### Community 61 - "Community 61"
+Cohesion: 0.67
+Nodes (1): MoveCommandTest
+
+### Community 62 - "Community 62"
+Cohesion: 0.67
+Nodes (1): GameEngineNotationTest
+
+### Community 63 - "Community 63"
+Cohesion: 0.67
+Nodes (1): GameEngineWithBotTest
+
+### Community 64 - "Community 64"
+Cohesion: 0.67
+Nodes (1): GameFileServiceSuite
+
+### Community 65 - "Community 65"
+Cohesion: 0.67
+Nodes (1): FenExporterTest
+
+### Community 66 - "Community 66"
+Cohesion: 0.67
+Nodes (1): PgnExporterTest
+
+### Community 67 - "Community 67"
+Cohesion: 0.67
+Nodes (1): Main
+
+### Community 68 - "Community 68"
+Cohesion: 0.67
+Nodes (1): Renderer
+
+### Community 69 - "Community 69"
+Cohesion: 1.0
+Nodes (1): Piece
+
+### Community 70 - "Community 70"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 71 - "Community 71"
+Cohesion: 1.0
+Nodes (1): Move
+
+### Community 72 - "Community 72"
+Cohesion: 1.0
+Nodes (1): BoardTest
+
+### Community 73 - "Community 73"
+Cohesion: 1.0
+Nodes (1): CastlingRightsTest
+
+### Community 74 - "Community 74"
+Cohesion: 1.0
+Nodes (1): ColorTest
+
+### Community 75 - "Community 75"
+Cohesion: 1.0
+Nodes (1): PieceTest
+
+### Community 76 - "Community 76"
+Cohesion: 1.0
+Nodes (1): PieceTypeTest
+
+### Community 77 - "Community 77"
+Cohesion: 1.0
+Nodes (1): SquareTest
+
+### Community 78 - "Community 78"
+Cohesion: 1.0
+Nodes (1): GameContextTest
+
+### Community 79 - "Community 79"
+Cohesion: 1.0
+Nodes (1): MoveTest
+
+### Community 80 - "Community 80"
+Cohesion: 1.0
+Nodes (1): PlayerInfoTest
+
+### Community 81 - "Community 81"
+Cohesion: 1.0
+Nodes (1): ApiResponseTest
+
+### Community 82 - "Community 82"
+Cohesion: 1.0
+Nodes (1): Config
+
+### Community 83 - "Community 83"
+Cohesion: 1.0
+Nodes (1): BotControllerTest
+
+### Community 84 - "Community 84"
+Cohesion: 1.0
+Nodes (1): BotDifficultyTest
+
+### Community 85 - "Community 85"
+Cohesion: 1.0
+Nodes (1): EvaluationTest
+
+### Community 86 - "Community 86"
+Cohesion: 1.0
+Nodes (1): MoveOrderingTest
+
+### Community 87 - "Community 87"
+Cohesion: 1.0
+Nodes (1): PolyglotBookTest
+
+### Community 88 - "Community 88"
+Cohesion: 1.0
+Nodes (1): PolyglotHashTest
+
+### Community 89 - "Community 89"
+Cohesion: 1.0
+Nodes (1): TranspositionTableTest
+
+### Community 90 - "Community 90"
+Cohesion: 1.0
+Nodes (1): ZobristHashTest
+
+### Community 91 - "Community 91"
+Cohesion: 1.0
+Nodes (1): CommandTest
+
+### Community 92 - "Community 92"
+Cohesion: 1.0
+Nodes (1): ParserTest
+
+### Community 93 - "Community 93"
+Cohesion: 1.0
+Nodes (1): GameEngineOutcomesTest
+
+### Community 94 - "Community 94"
+Cohesion: 1.0
+Nodes (1): GameEngineScenarioTest
+
+### Community 95 - "Community 95"
+Cohesion: 1.0
+Nodes (1): GameEngineSpecialMovesTest
+
+### Community 96 - "Community 96"
+Cohesion: 1.0
+Nodes (1): FenParserCombinatorsTest
+
+### Community 97 - "Community 97"
+Cohesion: 1.0
+Nodes (1): FenParserFastParseTest
+
+### Community 98 - "Community 98"
+Cohesion: 1.0
+Nodes (1): FenParserTest
+
+### Community 99 - "Community 99"
+Cohesion: 1.0
+Nodes (1): JsonExporterBranchCoverageSuite
+
+### Community 100 - "Community 100"
+Cohesion: 1.0
+Nodes (1): JsonExporterSuite
+
+### Community 101 - "Community 101"
+Cohesion: 1.0
+Nodes (1): JsonModelExtraTestSuite
+
+### Community 102 - "Community 102"
+Cohesion: 1.0
+Nodes (1): JsonParserEdgeCasesSuite
+
+### Community 103 - "Community 103"
+Cohesion: 1.0
+Nodes (1): JsonParserErrorHandlingSuite
+
+### Community 104 - "Community 104"
+Cohesion: 1.0
+Nodes (1): JsonParserMoveTypeSuite
+
+### Community 105 - "Community 105"
+Cohesion: 1.0
+Nodes (1): JsonParserSuite
+
+### Community 106 - "Community 106"
+Cohesion: 1.0
+Nodes (1): PgnParserTest
+
+### Community 107 - "Community 107"
+Cohesion: 1.0
+Nodes (1): PgnValidatorTest
+
+### Community 108 - "Community 108"
+Cohesion: 1.0
+Nodes (1): DefaultRulesTest
+
+### Community 109 - "Community 109"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 110 - "Community 110"
+Cohesion: 1.0
+Nodes (1): RendererAndUnicodeTest
+
+### Community 111 - "Community 111"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 112 - "Community 112"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 113 - "Community 113"
+Cohesion: 1.0
+Nodes (1): Strip the package prefix from the full method path.
+
+### Community 114 - "Community 114"
+Cohesion: 1.0
+Nodes (1): Lines that are branch points and have at least one uncovered branch statement.
+
+### Community 115 - "Community 115"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 116 - "Community 116"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 117 - "Community 117"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 118 - "Community 118"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 119 - "Community 119"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 120 - "Community 120"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 121 - "Community 121"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 122 - "Community 122"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 123 - "Community 123"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 124 - "Community 124"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 125 - "Community 125"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 126 - "Community 126"
+Cohesion: 1.0
+Nodes (0): 
+
+### Community 127 - "Community 127"
+Cohesion: 1.0
+Nodes (0): 
+
+## Knowledge Gaps
+- **116 isolated node(s):** `Strip the package prefix from the full method path.`, `Lines that are branch points and have at least one uncovered branch statement.`, `[1,2,3,5,7,8,9] → '1-3, 5, 7-9`, `Compact agent format — optimised for low token count.     Emits only actionable`, `Return the first scoverage.xml found inside *module_dir*, or None.` (+111 more)
+  These have ≤1 connection - possible missing edges or undocumented components.
+- **Thin community `Community 69`** (2 nodes): `Piece.scala`, `Piece`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 70`** (2 nodes): `PieceType.scala`, `label()`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 71`** (2 nodes): `Move.scala`, `Move`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 72`** (2 nodes): `BoardTest`, `BoardTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 73`** (2 nodes): `CastlingRightsTest`, `CastlingRightsTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 74`** (2 nodes): `ColorTest`, `ColorTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 75`** (2 nodes): `PieceTest.scala`, `PieceTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 76`** (2 nodes): `PieceTypeTest.scala`, `PieceTypeTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 77`** (2 nodes): `SquareTest.scala`, `SquareTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 78`** (2 nodes): `GameContextTest`, `GameContextTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 79`** (2 nodes): `MoveTest.scala`, `MoveTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 80`** (2 nodes): `PlayerInfoTest.scala`, `PlayerInfoTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 81`** (2 nodes): `ApiResponseTest`, `ApiResponseTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 82`** (2 nodes): `Config`, `Config.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 83`** (2 nodes): `BotControllerTest`, `BotControllerTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 84`** (2 nodes): `BotDifficultyTest`, `BotDifficultyTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 85`** (2 nodes): `EvaluationTest`, `EvaluationTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 86`** (2 nodes): `MoveOrderingTest.scala`, `MoveOrderingTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 87`** (2 nodes): `PolyglotBookTest.scala`, `PolyglotBookTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 88`** (2 nodes): `PolyglotHashTest.scala`, `PolyglotHashTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 89`** (2 nodes): `TranspositionTableTest.scala`, `TranspositionTableTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 90`** (2 nodes): `ZobristHashTest.scala`, `ZobristHashTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 91`** (2 nodes): `CommandTest`, `CommandTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 92`** (2 nodes): `ParserTest.scala`, `ParserTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 93`** (2 nodes): `GameEngineOutcomesTest`, `GameEngineOutcomesTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 94`** (2 nodes): `GameEngineScenarioTest`, `GameEngineScenarioTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 95`** (2 nodes): `GameEngineSpecialMovesTest`, `GameEngineSpecialMovesTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 96`** (2 nodes): `FenParserCombinatorsTest`, `FenParserCombinatorsTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 97`** (2 nodes): `FenParserFastParseTest`, `FenParserFastParseTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 98`** (2 nodes): `FenParserTest`, `FenParserTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 99`** (2 nodes): `JsonExporterBranchCoverageSuite`, `JsonExporterBranchCoverageSuite.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 100`** (2 nodes): `JsonExporterSuite`, `JsonExporterSuite.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 101`** (2 nodes): `JsonModelExtraTestSuite`, `JsonModelExtraTestSuite.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 102`** (2 nodes): `JsonParserEdgeCasesSuite`, `JsonParserEdgeCasesSuite.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 103`** (2 nodes): `JsonParserErrorHandlingSuite`, `JsonParserErrorHandlingSuite.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 104`** (2 nodes): `JsonParserMoveTypeSuite`, `JsonParserMoveTypeSuite.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 105`** (2 nodes): `JsonParserSuite`, `JsonParserSuite.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 106`** (2 nodes): `PgnParserTest.scala`, `PgnParserTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 107`** (2 nodes): `PgnValidatorTest.scala`, `PgnValidatorTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 108`** (2 nodes): `DefaultRulesTest`, `DefaultRulesTest.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 109`** (2 nodes): `PieceUnicode.scala`, `unicode()`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 110`** (2 nodes): `RendererAndUnicodeTest.scala`, `RendererAndUnicodeTest`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 111`** (1 nodes): `build.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 112`** (1 nodes): `settings.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 113`** (1 nodes): `Strip the package prefix from the full method path.`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 114`** (1 nodes): `Lines that are branch points and have at least one uncovered branch statement.`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 115`** (1 nodes): `test_counter.py`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 116`** (1 nodes): `build.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 117`** (1 nodes): `build.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 118`** (1 nodes): `start.ps1`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 119`** (1 nodes): `Bot.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 120`** (1 nodes): `BotDifficulty.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 121`** (1 nodes): `build.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 122`** (1 nodes): `build.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 123`** (1 nodes): `GameContextExport.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 124`** (1 nodes): `GameContextImport.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 125`** (1 nodes): `build.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 126`** (1 nodes): `RuleSet.scala`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+- **Thin community `Community 127`** (1 nodes): `build.gradle.kts`
+  Too small to be a meaningful cluster - may be noise or needs more connections extracted.
+
+## Suggested Questions
+_Questions this graph is uniquely positioned to answer:_
+
+- **What connects `Strip the package prefix from the full method path.`, `Lines that are branch points and have at least one uncovered branch statement.`, `[1,2,3,5,7,8,9] → '1-3, 5, 7-9` to the rest of the system?**
+  _116 weakly-connected nodes found - possible documentation gaps or missing edges._
+- **Should `Community 0` be split into smaller, more focused modules?**
+  _Cohesion score 0.09 - nodes in this community are weakly interconnected._
+- **Should `Community 1` be split into smaller, more focused modules?**
+  _Cohesion score 0.11 - nodes in this community are weakly interconnected._
+- **Should `Community 2` be split into smaller, more focused modules?**
+  _Cohesion score 0.09 - nodes in this community are weakly interconnected._
+- **Should `Community 3` be split into smaller, more focused modules?**
+  _Cohesion score 0.14 - nodes in this community are weakly interconnected._
+- **Should `Community 4` be split into smaller, more focused modules?**
+  _Cohesion score 0.11 - nodes in this community are weakly interconnected._
+- **Should `Community 8` be split into smaller, more focused modules?**
+  _Cohesion score 0.14 - nodes in this community are weakly interconnected._

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graphify-out/cache/cb2c1869bc469c84c8bcb997a0c4a708840d273deec212db4090a9ca192cd0aa.json

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