diff --git a/README copy.md b/README copy.md
deleted file mode 100644
index b08a344..0000000
--- a/README copy.md	
+++ /dev/null
@@ -1 +0,0 @@
-# games-api
diff --git a/docker-compose.yml b/docker-compose.yml
index 0f155e9..700dc68 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -6,10 +6,8 @@ services:
     container_name: games-api
     environment:
       - NODE_ENV=production
-      - REDIS_HOST=${REDIS_HOST:-redis}
-      - REDIS_PORT=${REDIS_PORT:-1118}
-      - REDIS_USERNAME=${REDIS_USERNAME:-admin}
-      - REDIS_PASSWORD=${REDIS_PASSWORD:-default}
+      - MONGODB=${MONGODB:-mongodb://username:password@host:port}
+      - BROKER_URL=${BROKER_URL:-ws://localhost:8070}
     restart: unless-stopped # options: always, unless-stopped, on-failure
     ports:
       - '8060:8060' # Expose port 8060 on the host
diff --git a/games_ai/doc.md b/games_ai/doc.md
new file mode 100644
index 0000000..8a02dd0
--- /dev/null
+++ b/games_ai/doc.md
@@ -0,0 +1,39 @@
+# install
+
+brew update
+brew upgrade
+
+pip3 --version
+pip 21.2.4 from /Applications/Xcode.app/Contents/Developer/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages/pip (python 3.9)
+
+- pip3 install mlx
+
+# logs
+
+==> node@20
+node@20 is keg-only, which means it was not symlinked into /opt/homebrew,
+because this is an alternate version of another formula.
+
+If you need to have node@20 first in your PATH, run:
+echo 'export PATH="/opt/homebrew/opt/node@20/bin:$PATH"' >> /Users/pedrodarma/.zshrc
+
+For compilers to find node@20 you may need to set:
+export LDFLAGS="-L/opt/homebrew/opt/node@20/lib"
+export CPPFLAGS="-I/opt/homebrew/opt/node@20/include"
+==> ruby
+By default, binaries installed by gem will be placed into:
+/opt/homebrew/lib/ruby/gems/3.4.0/bin
+
+You may want to add this to your PATH.
+
+ruby is keg-only, which means it was not symlinked into /opt/homebrew,
+because macOS already provides this software and installing another version in
+parallel can cause all kinds of trouble.
+
+If you need to have ruby first in your PATH, run:
+echo 'export PATH="/opt/homebrew/opt/ruby/bin:$PATH"' >> /Users/pedrodarma/.zshrc
+
+For compilers to find ruby you may need to set:
+export LDFLAGS="-L/opt/homebrew/opt/ruby/lib"
+export CPPFLAGS="-I/opt/homebrew/opt/ruby/include"
+pedrodarma@Mini-Mini-Darma games-api %
diff --git a/games_ai/generate_dataset.py b/games_ai/generate_dataset.py
new file mode 100644
index 0000000..60e7bd1
--- /dev/null
+++ b/games_ai/generate_dataset.py
@@ -0,0 +1,94 @@
+# print("Hello from games_ai/play.py")
+
+from pymongo import MongoClient
+import numpy as np
+import pandas as pd
+
+
+POSITION_MAP = {
+    "a0": 0, "a1": 1, "a2": 2,
+    "b0": 3, "b1": 4, "b2": 5,
+    "c0": 6, "c1": 7, "c2": 8,
+}
+
+def convert_games_to_samples():
+    client = MongoClient("mongodb://admin:G49vm222-3d02ksc!@192.168.15.17:27018/")
+    db = client["logs"]
+    # games = db["qtt_logs"].find({"status": "finished", "winner": {"$ne": None}})
+    games = db["qtt_logs"].find({"status": "finished", "type": {"$eq": "game_over_win"}})
+
+    samples = []
+
+    print("Converting games to samples...")
+    # print("Total games found:", games.total())
+
+    for game in games:
+        board = [0]*9
+        winner = game.get("winner")
+        x_id = game.get("playerXId")
+        o_id = game.get("playerOId")
+
+        # print(game)
+
+        x_moves = [POSITION_MAP[m] for m in game.get("playerXMoves", [])]
+        o_moves = [POSITION_MAP[m] for m in game.get("playerOMoves", [])]
+
+        # print("X moves:", x_moves)
+        # print("O moves:", o_moves)
+
+        board = [0]*9
+        for i in range(len(x_moves)):
+            board[x_moves[i]] = 1
+        
+        for i in range(len(o_moves)):
+            board[o_moves[i]] = -1
+        
+        state = board.copy()
+
+        print("Final board state:", state)
+
+        # # Reconstroi o jogo movimento a movimento
+        # for i in range(max(len(x_moves), len(o_moves))):
+        #     # Jogada do X
+        #     if i < len(x_moves):
+        #         move = x_moves[i]
+        #         state = board.copy()
+        #         samples.append({
+        #             "board": state,
+        #             "player": 1,
+        #             "move": move,
+        #             "winner": 1 if winner == x_id else -1
+        #         })
+        #         board[move] = 1
+
+        #     # Jogada do O
+        #     if i < len(o_moves):
+        #         move = o_moves[i]
+        #         state = board.copy()
+        #         samples.append({
+        #             "board": state,
+        #             "player": -1,
+        #             "move": move,
+        #             "winner": 1 if winner == o_id else -1
+        #         })
+        #         board[move] = -1
+
+    return samples
+
+# Exemplo de uso:
+if __name__ == "__main__":
+    samples = convert_games_to_samples()
+    print(samples[:5])  # mostra as 5 primeiras amostras
+
+    rows = []
+    for s in samples:
+        rows.append({
+            **{f"cell_{i}": v for i, v in enumerate(s["board"])},
+            "player": s["player"],
+            "move": s["move"],
+            "winner": s["winner"]
+        })
+
+    df = pd.DataFrame(rows)
+    df.to_csv("tictactoe_dataset.csv", index=False)
+    print("Dataset salvo com", len(df), "amostras")
diff --git a/games_ai/generate_dataset_copy copy.py b/games_ai/generate_dataset_copy copy.py
new file mode 100644
index 0000000..e6e1ac2
--- /dev/null
+++ b/games_ai/generate_dataset_copy copy.py	
@@ -0,0 +1,75 @@
+# print("Hello from games_ai/play.py")
+
+from pymongo import MongoClient
+import numpy as np
+import pandas as pd
+
+
+POSITION_MAP = {
+    "a0": 0, "a1": 1, "a2": 2,
+    "b0": 3, "b1": 4, "b2": 5,
+    "c0": 6, "c1": 7, "c2": 8,
+}
+
+def convert_games_to_samples():
+    client = MongoClient("mongodb://admin:G49vm222-3d02ksc!@192.168.15.17:27018/")
+    db = client["logs"]
+    # games = db["qtt_logs"].find({"status": "finished"})
+    games = db["qtt_logs"].find({"status": "finished", "type": {"$eq": "game_over_win"}})
+
+    samples = []
+
+    for game in games:
+        board = [0]*9
+        winner = game.get("winner")
+        x_id = game.get("playerXId")
+        o_id = game.get("playerOId")
+
+        x_moves = [POSITION_MAP[m] for m in game.get("playerXMoves", [])]
+        o_moves = [POSITION_MAP[m] for m in game.get("playerOMoves", [])]
+
+        # Reconstroi o jogo movimento a movimento
+        for i in range(max(len(x_moves), len(o_moves))):
+            # Jogada do X
+            if i < len(x_moves):
+                move = x_moves[i]
+                state = board.copy()
+                samples.append({
+                    "board": state,
+                    "player": 1,
+                    "move": move,
+                    "winner": 1 if winner == x_id else -1
+                })
+                board[move] = 1
+
+            # Jogada do O
+            if i < len(o_moves):
+                move = o_moves[i]
+                state = board.copy()
+                samples.append({
+                    "board": state,
+                    "player": -1,
+                    "move": move,
+                    "winner": 1 if winner == o_id else -1
+                })
+                board[move] = -1
+
+    return samples
+
+# Exemplo de uso:
+if __name__ == "__main__":
+    samples = convert_games_to_samples()
+    print(samples[:5])  # mostra as 5 primeiras amostras
+
+    rows = []
+    for s in samples:
+        rows.append({
+            **{f"cell_{i}": v for i, v in enumerate(s["board"])},
+            "player": s["player"],
+            "move": s["move"],
+            "winner": s["winner"]
+        })
+
+    df = pd.DataFrame(rows)
+    df.to_csv("tictactoe_dataset.csv", index=False)
+    print("Dataset salvo com", len(df), "amostras")
diff --git a/games_ai/generate_dataset_copy.py b/games_ai/generate_dataset_copy.py
new file mode 100644
index 0000000..e6e1ac2
--- /dev/null
+++ b/games_ai/generate_dataset_copy.py
@@ -0,0 +1,75 @@
+# print("Hello from games_ai/play.py")
+
+from pymongo import MongoClient
+import numpy as np
+import pandas as pd
+
+
+POSITION_MAP = {
+    "a0": 0, "a1": 1, "a2": 2,
+    "b0": 3, "b1": 4, "b2": 5,
+    "c0": 6, "c1": 7, "c2": 8,
+}
+
+def convert_games_to_samples():
+    client = MongoClient("mongodb://admin:G49vm222-3d02ksc!@192.168.15.17:27018/")
+    db = client["logs"]
+    # games = db["qtt_logs"].find({"status": "finished"})
+    games = db["qtt_logs"].find({"status": "finished", "type": {"$eq": "game_over_win"}})
+
+    samples = []
+
+    for game in games:
+        board = [0]*9
+        winner = game.get("winner")
+        x_id = game.get("playerXId")
+        o_id = game.get("playerOId")
+
+        x_moves = [POSITION_MAP[m] for m in game.get("playerXMoves", [])]
+        o_moves = [POSITION_MAP[m] for m in game.get("playerOMoves", [])]
+
+        # Reconstroi o jogo movimento a movimento
+        for i in range(max(len(x_moves), len(o_moves))):
+            # Jogada do X
+            if i < len(x_moves):
+                move = x_moves[i]
+                state = board.copy()
+                samples.append({
+                    "board": state,
+                    "player": 1,
+                    "move": move,
+                    "winner": 1 if winner == x_id else -1
+                })
+                board[move] = 1
+
+            # Jogada do O
+            if i < len(o_moves):
+                move = o_moves[i]
+                state = board.copy()
+                samples.append({
+                    "board": state,
+                    "player": -1,
+                    "move": move,
+                    "winner": 1 if winner == o_id else -1
+                })
+                board[move] = -1
+
+    return samples
+
+# Exemplo de uso:
+if __name__ == "__main__":
+    samples = convert_games_to_samples()
+    print(samples[:5])  # mostra as 5 primeiras amostras
+
+    rows = []
+    for s in samples:
+        rows.append({
+            **{f"cell_{i}": v for i, v in enumerate(s["board"])},
+            "player": s["player"],
+            "move": s["move"],
+            "winner": s["winner"]
+        })
+
+    df = pd.DataFrame(rows)
+    df.to_csv("tictactoe_dataset.csv", index=False)
+    print("Dataset salvo com", len(df), "amostras")
diff --git a/games_ai/play.py b/games_ai/play.py
new file mode 100644
index 0000000..40daf1e
--- /dev/null
+++ b/games_ai/play.py
@@ -0,0 +1,2 @@
+if __name__ == "__main__":
+    print("Hello from games_ai/play.py")
\ No newline at end of file
diff --git a/games_ai/requirements.txt b/games_ai/requirements.txt
new file mode 100644
index 0000000..0e24e84
--- /dev/null
+++ b/games_ai/requirements.txt
@@ -0,0 +1,4 @@
+mlx
+pymongo
+numpy
+pandas
\ No newline at end of file
diff --git a/games_ai/tictactoe_dataset.csv b/games_ai/tictactoe_dataset.csv
new file mode 100644
index 0000000..a318df8
--- /dev/null
+++ b/games_ai/tictactoe_dataset.csv
@@ -0,0 +1,259 @@
+cell_0,cell_1,cell_2,cell_3,cell_4,cell_5,cell_6,cell_7,cell_8,player,move,winner
+0,0,0,0,0,0,0,0,0,1,2,1
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+0,0,0,1,0,-1,0,1,0,-1,8,-1
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+0,0,0,0,1,0,-1,0,1,-1,2,-1
+0,0,-1,0,1,0,-1,0,1,1,0,1
+0,0,0,0,0,0,0,0,0,1,3,1
+0,0,0,1,0,0,0,0,0,-1,6,-1
+0,0,0,1,0,0,-1,0,0,1,7,1
+0,0,0,1,0,0,-1,1,0,-1,8,-1
+0,0,0,1,0,0,-1,1,-1,1,5,1
+0,0,0,1,0,1,-1,1,-1,-1,2,-1
+0,0,-1,1,0,1,-1,1,-1,1,1,1
+0,1,-1,1,0,1,-1,1,-1,-1,0,-1
+-1,1,-1,1,0,1,-1,1,-1,1,4,1
+0,0,0,0,0,0,0,0,0,1,4,-1
+0,0,0,0,1,0,0,0,0,-1,8,1
+0,0,0,0,1,0,0,0,-1,1,0,-1
+1,0,0,0,1,0,0,0,-1,-1,1,1
+1,-1,0,0,1,0,0,0,-1,1,2,-1
+1,-1,1,0,1,0,0,0,-1,-1,6,1
+1,-1,1,0,1,0,-1,0,-1,1,5,-1
+1,-1,1,0,1,1,-1,0,-1,-1,7,1
+0,0,0,0,0,0,0,0,0,1,0,1
+1,0,0,0,0,0,0,0,0,-1,3,-1
+1,0,0,-1,0,0,0,0,0,1,4,1
+1,0,0,-1,1,0,0,0,0,-1,5,-1
+1,0,0,-1,1,-1,0,0,0,1,8,1
+0,0,0,0,0,0,0,0,0,1,7,1
+0,0,0,0,0,0,0,1,0,-1,3,-1
+0,0,0,-1,0,0,0,1,0,1,4,1
+0,0,0,-1,1,0,0,1,0,-1,0,-1
+-1,0,0,-1,1,0,0,1,0,1,2,1
+-1,0,1,-1,1,0,0,1,0,-1,8,-1
+-1,0,1,-1,1,0,0,1,-1,1,1,1
+0,0,0,0,0,0,0,0,0,1,2,1
+0,0,1,0,0,0,0,0,0,-1,5,-1
+0,0,1,0,0,-1,0,0,0,1,4,1
+0,0,1,0,1,-1,0,0,0,-1,3,-1
+0,0,1,-1,1,-1,0,0,0,1,0,1
+1,0,1,-1,1,-1,0,0,0,-1,8,-1
+1,0,1,-1,1,-1,0,0,-1,1,6,1
+0,0,0,0,0,0,0,0,0,1,4,1
+0,0,0,0,1,0,0,0,0,-1,6,-1
+0,0,0,0,1,0,-1,0,0,1,8,1
+0,0,0,0,1,0,-1,0,1,-1,5,-1
+0,0,0,0,1,-1,-1,0,1,1,0,1
+0,0,0,0,0,0,0,0,0,1,0,1
+1,0,0,0,0,0,0,0,0,-1,5,-1
+1,0,0,0,0,-1,0,0,0,1,4,1
+1,0,0,0,1,-1,0,0,0,-1,2,-1
+1,0,-1,0,1,-1,0,0,0,1,8,1
+0,0,0,0,0,0,0,0,0,1,0,1
+1,0,0,0,0,0,0,0,0,-1,5,-1
+1,0,0,0,0,-1,0,0,0,1,4,1
+1,0,0,0,1,-1,0,0,0,-1,7,-1
+1,0,0,0,1,-1,0,-1,0,1,8,1
+0,0,0,0,0,0,0,0,0,1,4,1
+0,0,0,0,1,0,0,0,0,-1,2,-1
+0,0,-1,0,1,0,0,0,0,1,8,1
+0,0,-1,0,1,0,0,0,1,-1,6,-1
+0,0,-1,0,1,0,-1,0,1,1,0,1
+0,0,0,0,0,0,0,0,0,1,0,1
+1,0,0,0,0,0,0,0,0,-1,7,-1
+1,0,0,0,0,0,0,-1,0,1,8,1
+1,0,0,0,0,0,0,-1,1,-1,2,-1
+1,0,-1,0,0,0,0,-1,1,1,6,1
+1,0,-1,0,0,0,1,-1,1,-1,4,-1
+1,0,-1,0,-1,0,1,-1,1,1,3,1
+0,0,0,0,0,0,0,0,0,1,8,1
+0,0,0,0,0,0,0,0,1,-1,4,-1
+0,0,0,0,-1,0,0,0,1,1,5,1
+0,0,0,0,-1,1,0,0,1,-1,2,-1
+0,0,-1,0,-1,1,0,0,1,1,6,1
+0,0,-1,0,-1,1,1,0,1,-1,0,-1
+-1,0,-1,0,-1,1,1,0,1,1,7,1
+0,0,0,0,0,0,0,0,0,1,0,1
+1,0,0,0,0,0,0,0,0,-1,7,-1
+1,0,0,0,0,0,0,-1,0,1,1,1
+1,1,0,0,0,0,0,-1,0,-1,3,-1
+1,1,0,-1,0,0,0,-1,0,1,2,1
+0,0,0,0,0,0,0,0,0,1,2,1
+0,0,1,0,0,0,0,0,0,-1,6,-1
+0,0,1,0,0,0,-1,0,0,1,1,1
+0,1,1,0,0,0,-1,0,0,-1,7,-1
+0,1,1,0,0,0,-1,-1,0,1,0,1
+0,0,0,0,0,0,0,0,0,1,5,-1
+0,0,0,0,0,1,0,0,0,-1,4,1
+0,0,0,0,-1,1,0,0,0,1,3,-1
+0,0,0,1,-1,1,0,0,0,-1,6,1
+0,0,0,1,-1,1,-1,0,0,1,7,-1
+0,0,0,1,-1,1,-1,1,0,-1,2,1
+0,0,0,0,0,0,0,0,0,1,4,1
+0,0,0,0,1,0,0,0,0,-1,3,-1
+0,0,0,-1,1,0,0,0,0,1,8,1
+0,0,0,-1,1,0,0,0,1,-1,6,-1
+0,0,0,-1,1,0,-1,0,1,1,0,1
+0,0,0,0,0,0,0,0,0,1,5,1
+0,0,0,0,0,1,0,0,0,-1,2,-1
+0,0,-1,0,0,1,0,0,0,1,8,1
+0,0,-1,0,0,1,0,0,1,-1,4,-1
+0,0,-1,0,-1,1,0,0,1,1,6,1
+0,0,-1,0,-1,1,1,0,1,-1,1,-1
+0,-1,-1,0,-1,1,1,0,1,1,7,1
+0,0,0,0,0,0,0,0,0,1,8,1
+0,0,0,0,0,0,0,0,1,-1,5,-1
+0,0,0,0,0,-1,0,0,1,1,4,1
+0,0,0,0,1,-1,0,0,1,-1,7,-1
+0,0,0,0,1,-1,0,-1,1,1,2,1
+0,0,1,0,1,-1,0,-1,1,-1,0,-1
+-1,0,1,0,1,-1,0,-1,1,1,6,1
diff --git a/games_ai/tictactoe_model.safetensors b/games_ai/tictactoe_model.safetensors
new file mode 100644
index 0000000..bcb0cfe
Binary files /dev/null and b/games_ai/tictactoe_model.safetensors differ
diff --git a/games_ai/train.py b/games_ai/train.py
new file mode 100644
index 0000000..601ea70
--- /dev/null
+++ b/games_ai/train.py
@@ -0,0 +1,116 @@
+# train.py
+import numpy as np
+from pymongo import MongoClient
+import mlx.core as mx
+import mlx.nn as nn
+import mlx.optimizers as optim
+import json
+import os
+
+# ========================
+# CONFIGURAÇÕES
+# ========================
+MONGO_URI = os.getenv("MONGO_URI", "mongodb://admin:G49vm222-3d02ksc!@192.168.15.17:27018/")
+DB_NAME = "logs"
+COLLECTION = "qtt_logs"
+# MODEL_PATH = "/models/tictactoe_model.mlx"
+# MODEL_PATH = "/tictactoe_model.mlx"
+MODEL_PATH = "./tictactoe_model.safetensors"
+
+# ========================
+# FUNÇÕES DE PREPARO
+# ========================
+
+def position_to_index(pos):
+    # Converte "a0", "b1", etc. em índice 0..8
+    mapping = {'a': 0, 'b': 1, 'c': 2}
+    col = mapping[pos[0]]
+    row = int(pos[1])
+    return row * 3 + col
+
+def board_from_moves(moves_x, moves_o):
+    board = np.zeros(9, dtype=np.float32)
+    for m in moves_x:
+        board[position_to_index(m)] = 1
+    for m in moves_o:
+        board[position_to_index(m)] = -1
+    return board
+
+def create_dataset(games):
+    X, y = [], []
+    for g in games:
+        moves_x = g.get("playerXMoves", [])
+        moves_o = g.get("playerOMoves", [])
+        winner = g.get("winner")
+
+        # Cria o estado final do tabuleiro
+        board = board_from_moves(moves_x, moves_o)
+
+        # Gera um label simples: quem venceu
+        # 1 = X venceu, -1 = O venceu, 0 = empate
+        if winner == g.get("playerXId"):
+            label = 1
+        elif winner == g.get("playerOId"):
+            label = -1
+        else:
+            label = 0
+
+        X.append(board)
+        y.append(label)
+
+    return np.array(X), np.array(y, dtype=np.float32).reshape(-1, 1)
+
+def mse_loss(pred, target):
+    return mx.mean((pred - target) ** 2)
+
+# ========================
+# DEFINIÇÃO DO MODELO
+# ========================
+
+class TicTacToeNet(nn.Module):
+    def __init__(self):
+        super().__init__()
+        self.fc1 = nn.Linear(9, 32)
+        self.fc2 = nn.Linear(32, 16)
+        self.fc3 = nn.Linear(16, 1)
+        self.relu = nn.ReLU()
+
+    def __call__(self, x):
+        x = self.relu(self.fc1(x))
+        x = self.relu(self.fc2(x))
+        return mx.sigmoid(self.fc3(x))  # saída entre 0 e 1
+
+# ========================
+# TREINAMENTO
+# ========================
+
+def train():
+    print("Conectando ao MongoDB...")
+    client = MongoClient(MONGO_URI)
+    db = client[DB_NAME]
+    games = list(db[COLLECTION].find({"status": "finished"}))
+    print(f"{len(games)} partidas carregadas.")
+
+    X, y = create_dataset(games)
+    print("Dataset:", X.shape, y.shape)
+
+    model = TicTacToeNet()
+    optimizer = optim.Adam(learning_rate=0.001)
+
+    def loss_fn(model, X, y):
+        preds = model(X)
+        return mx.mean((preds - y) ** 2)
+
+    # Treino
+    for epoch in range(10000):
+        loss, grads = mx.value_and_grad(loss_fn)(model, mx.array(X), mx.array(y))
+        optimizer.update(model, grads)
+        if epoch % 10 == 0:
+            print(f"Epoch {epoch}: loss={loss.item():.4f}")
+
+    os.makedirs(os.path.dirname(MODEL_PATH), exist_ok=True)
+    model.save_weights(MODEL_PATH)
+    print("✅ Modelo salvo em:", MODEL_PATH)
+
+if __name__ == "__main__":
+    train()
diff --git a/package.json b/package.json
index 223024b..6dd4de5 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "games-api",
-	"version": "1.0.1",
+	"version": "1.0.2",
 	"description": "Games API",
 	"main": "index",
 	"scripts": {
@@ -11,7 +11,7 @@
 		"test": "echo \"Error: no test specified\" && exit 1",
 		"lint": "eslint . --ext .js,.ts --max-warnings=10",
 		"lint:fix": "eslint --fix . --ext .js,.ts --max-warnings=10",
-		"typecheck": "NODE_ENV=test EXPO_PUBLIC_DEFAULT_ENV=test tsc --strict"
+		"typecheck": "NODE_ENV=test tsc --strict"
 	},
 	"author": "Pedro Darma",
 	"homepage": "https://github.com/pedrodarma/games-api#readme",
diff --git a/src/_config/app-configuration.ts b/src/_config/app-configuration.ts
index 8fec63e..b7dd29f 100644
--- a/src/_config/app-configuration.ts
+++ b/src/_config/app-configuration.ts
@@ -67,6 +67,7 @@ function getOptionalNumberEnv(key: string, defaultValue: number): number {
 	}
 	const parsed = parseInt(value, 10);
 	if (isNaN(parsed)) {
+		// eslint-disable-next-line no-console
 		console.warn(
 			`Warning: ${key} is not a valid number. Using default value: ${defaultValue}`,
 		);
diff --git a/src/contollers/logs/logs.controller.ts b/src/contollers/logs/logs.controller.ts
index fb3746d..b63280f 100644
--- a/src/contollers/logs/logs.controller.ts
+++ b/src/contollers/logs/logs.controller.ts
@@ -1,4 +1,5 @@
 import { MongoDB } from '@databases';
+import { Errors } from '@errors';
 import { LogsRepository } from '@repositories';
 import { Request, Response } from 'express';
 
@@ -12,11 +13,13 @@ export class LogsController {
 			const gameKey =
 				req.query.gameKey || req.params.gameKey || req.body.gameKey;
 
-			const repository = new LogsRepository(new MongoDB());
+			const repository = new LogsRepository(MongoDB.initialize());
 			const logs = await repository.fetchLogs(gameKey);
 
 			return res.status(200).json(logs);
 		} catch (error) {
+			const _err = error instanceof Error ? error : new Error(error as any);
+			Errors.controllers(_err);
 			return res.status(500).json({ error: 'Internal Server Error' });
 		}
 	}
@@ -30,11 +33,13 @@ export class LogsController {
 			const gameKey =
 				req.query.gameKey || req.params.gameKey || req.body.gameKey;
 
-			const repository = new LogsRepository(new MongoDB());
+			const repository = new LogsRepository(MongoDB.initialize());
 			const logs = await repository.fetchLogs(gameKey);
 
 			return res.status(200).json(logs);
 		} catch (error) {
+			const _err = error instanceof Error ? error : new Error(error as any);
+			Errors.controllers(_err);
 			return res.status(500).json({ error: 'Internal Server Error' });
 		}
 	}
@@ -48,7 +53,7 @@ export class LogsController {
 			const gameKey =
 				req.query.gameKey || req.params.gameKey || req.body.gameKey;
 
-			const repository = new LogsRepository(new MongoDB());
+			const repository = new LogsRepository(MongoDB.initialize());
 			const success = await repository.addLog(gameKey, req.body);
 
 			if (!success) {
@@ -61,6 +66,8 @@ export class LogsController {
 				.status(201)
 				.json({ message: 'Log entry created successfully' });
 		} catch (error) {
+			const _err = error instanceof Error ? error : new Error(error as any);
+			Errors.controllers(_err);
 			return res.status(500).json({ error: 'Internal Server Error' });
 		}
 	}
diff --git a/src/databases/mongodb/mongodb.ts b/src/databases/mongodb/mongodb.ts
index 0d7e1ce..a70b10a 100644
--- a/src/databases/mongodb/mongodb.ts
+++ b/src/databases/mongodb/mongodb.ts
@@ -1,6 +1,7 @@
 import { AppConfig } from '@config';
 import { GameKeys, games } from '@constants/game_types';
-import { MongoClient } from 'mongodb';
+import { Errors } from '@errors';
+import { MongoClient, MongoClientOptions, MongoError } from 'mongodb';
 
 const _collectionsToEnsure = Object.values(games).map((game) => {
 	return `${game.id.toLowerCase()}_logs`;
@@ -10,52 +11,99 @@ export class MongoDB {
 	private static _instance: MongoDB;
 	private _client: MongoClient;
 	private _database: string = 'logs';
-
-	constructor(uri?: string) {
+	private _options: MongoClientOptions = {
+		maxPoolSize: 20,
+		wtimeoutMS: 2500,
+		retryReads: true,
+		retryWrites: true,
+	};
+
+	private constructor(uri?: string) {
 		// Ex.: 'mongodb://username:password@host:port/databaseName';
 		const _uri = uri ?? AppConfig.database.mongodb.uri;
 
-		this._client = new MongoClient(_uri);
+		this._client = new MongoClient(_uri, this._options);
 	}
 
-	public static initialize(): MongoDB {
+	public static initialize(uri?: string): MongoDB {
 		if (!MongoDB._instance) {
-			MongoDB._instance = new MongoDB();
+			MongoDB._instance = new MongoDB(uri);
+			MongoDB._instance._initialize();
 		}
-		MongoDB._instance._initialize();
 
 		return MongoDB._instance;
 	}
 
 	private async _initialize() {
 		try {
-			await this._client.connect();
+			await this._connectIfNeeded();
 
-			const admin = this._client.db().admin();
-			const dbs = await admin.listDatabases();
+			await this._createDatabaseIfNotExists();
 
-			const dbExists = dbs.databases.some((db) => db.name === this._database);
-			// console.log(
-			// 	dbExists
-			// 		? `DB ${this._database} already exists.`
-			// 		: `DB ${this._database} does not exist.`,
-			// );
+			await this._createCollectionIfNotExists();
+		} catch {
+			//
+		}
+	}
 
+	private async _isConnected(): Promise<boolean> {
+		try {
+			await this._client.db().admin().ping();
+			return true;
+		} catch {
+			return false;
+		}
+	}
+
+	private async _connect() {
+		await this._client.connect();
+	}
+
+	private async _disconnect() {
+		await this._client.close();
+	}
+
+	private async _connectIfNeeded() {
+		const connected = await this._isConnected();
+		this._client.addListener;
+		if (!connected) {
+			await this._connect();
+		}
+	}
+
+	private async _createDatabaseIfNotExists() {
+		const admin = this._client.db().admin();
+		const dbs = await admin.listDatabases();
+
+		const dbExists = dbs.databases.some((db) => db.name === this._database);
+		if (!dbExists) {
+			// eslint-disable-next-line no-console
+			console.log(`Creating database: ${this._database}`);
+			// Create the database by creating a collection
 			const db = this._client.db(this._database);
+			await db.createCollection('init_collection');
+			await db.collection('init_collection').drop();
+			// eslint-disable-next-line no-console
+			console.log(`Database ${this._database} created.`);
+		} else {
+			// console.log(`Database ${this._database} already exists.`);
+		}
+	}
+
+	private async _createCollectionIfNotExists() {
+		const db = this._client.db(this._database);
 
-			const existingCollections = await db.listCollections().toArray();
-			const existingNames = existingCollections.map((c) => c.name);
+		const existingCollections = await db.listCollections().toArray();
+		const existingNames = existingCollections.map((c) => c.name);
 
-			for (const name of _collectionsToEnsure) {
-				if (!existingNames.includes(name)) {
-					await db.createCollection(name);
-					console.log(`✅ Collection '${name}' created.`);
-				} else {
-					// console.log(`ℹ️ Collection '${name}' already exists.`);
-				}
+		for (const name of _collectionsToEnsure) {
+			if (!existingNames.includes(name)) {
+				await db.createCollection(name);
+				// eslint-disable-next-line no-console
+				console.log(`✅ Collection '${name}' created.`);
+			} else {
+				// console.log(`ℹ️ Collection '${name}' already exists.`);
 			}
-		} catch (error) {
-			//
 		}
 	}
 
@@ -71,9 +119,12 @@ export class MongoDB {
 			if (result && result.insertedId) {
 				return true;
 			}
-		} catch {
-			console.log('Error inserting log into MongoDB');
-			//
+		} catch (error) {
+			const _err =
+				error instanceof MongoError || error instanceof Error
+					? error
+					: new Error(error as any);
+			throw Errors.database(_err);
 		}
 		return false;
 	}
@@ -88,13 +139,15 @@ export class MongoDB {
 			if (result) {
 				return result;
 			}
-		} catch {
-			console.log('Error fetching logs from MongoDB');
+		} catch (error) {
+			const _err =
+				error instanceof MongoError || error instanceof Error
+					? error
+					: new Error(error as any);
+			throw Errors.database(_err);
 		}
 		return [];
 	}
-
-	// static async disconnect() {}
 }
 
 interface Props {
diff --git a/src/errors/index.ts b/src/errors/index.ts
new file mode 100644
index 0000000..778c63c
--- /dev/null
+++ b/src/errors/index.ts
@@ -0,0 +1,48 @@
+import { MongoError } from 'mongodb';
+
+export const enum ErrorTypes {
+	UNKNOWN_ERROR = 'An unknown error occurred.',
+	DATABASE_CONNECTION_FAILED = 'Failed to connect to the database.',
+	INVALID_INPUT = 'The provided input is invalid.',
+	NOT_FOUND = 'The requested resource was not found.',
+	AUTHENTICATION_FAILED = 'Authentication failed. Please check your credentials.',
+	PERMISSION_DENIED = 'You do not have permission to perform this action.',
+	SERVER_ERROR = 'An internal server error occurred.',
+	TIMEOUT_ERROR = 'The operation timed out. Please try again later.',
+}
+
+export const Errors = {
+	database: _handle,
+	websocket: _handle,
+	controllers: _handle,
+};
+
+function _handle(error: Error | MongoError) {
+	let _error: Error;
+	if (error instanceof MongoError) {
+		_error = _handleMongoError(error);
+	}
+	if (error instanceof Error) {
+		_error = _handleError(error);
+	}
+
+	return _error!;
+}
+
+function _handleError(error: Error) {
+	const file = error.stack?.split('\n')[1] || 'unknown location';
+	const line = file.match(/:(\d+):\d+\)?$/)?.[1] || 'unknown line';
+	const message = `Error: ${error.message} at ${file.trim()} (line ${line})`;
+
+	return new Error(message);
+}
+
+function _handleMongoError(error: MongoError) {
+	const file = error.stack?.split('\n')[1] || 'unknown location';
+	const line = file.match(/:(\d+):\d+\)?$/)?.[1] || 'unknown line';
+	const message = `MongoError: ${error.message} (code: ${
+		error.code
+	}) at ${file.trim()} (line ${line})`;
+
+	return new Error(message);
+}
diff --git a/src/utils/delay.utils.ts b/src/utils/delay.utils.ts
new file mode 100644
index 0000000..29a28bd
--- /dev/null
+++ b/src/utils/delay.utils.ts
@@ -0,0 +1 @@
+export const delay = (ms: number) => new Promise((res) => setTimeout(res, ms));
diff --git a/src/utils/index.ts b/src/utils/index.ts
index 6776979..ed56ed4 100644
--- a/src/utils/index.ts
+++ b/src/utils/index.ts
@@ -1,6 +1,7 @@
 import { IDUtils } from './id.utils';
 
 export * from './id.utils';
+export * from './delay.utils';
 
 export const Utils = {
 	/**
diff --git a/src/websocket/websocket.ts b/src/websocket/websocket.ts
index 3ea5f07..e09710a 100644
--- a/src/websocket/websocket.ts
+++ b/src/websocket/websocket.ts
@@ -1,5 +1,6 @@
 import { AppConfig } from '@config';
 import { MongoDB } from '@databases';
+import { Errors } from '@errors';
 import { LogQuickTacToe, WebSocketMessage } from '@models';
 import { LogsRepository } from '@repositories';
 import WebSocket from 'ws';
@@ -16,8 +17,8 @@ export class WebsocketClient {
 	public static initialize(uri?: string): WebsocketClient {
 		if (!WebsocketClient._instance) {
 			WebsocketClient._instance = new WebsocketClient();
+			WebsocketClient._instance._initialize(uri);
 		}
-		WebsocketClient._instance._initialize(uri);
 
 		return WebsocketClient._instance;
 	}
@@ -34,6 +35,7 @@ export class WebsocketClient {
 		try {
 			const _uri = uri ?? AppConfig.websocket.brokerUrl;
 			if (!this._client) {
+				// eslint-disable-next-line no-console
 				console.log(`Connecting to WebSocket at ${_uri}/${this._channel}`);
 				this._client = new WebSocket(`${_uri}/${this._channel}`);
 
@@ -46,12 +48,13 @@ export class WebsocketClient {
 				}
 			}
 		} catch (error) {
-			//
+			const _err = error instanceof Error ? error : new Error(error as any);
+			Errors.websocket(_err);
 		}
 	}
 }
 
-function _onOpen(ev: WebSocket.Event) {
+function _onOpen(_: WebSocket.Event) {
 	// eslint-disable-next-line no-console
 	// console.log('WebSocket connection opened:', ev);
 }
@@ -70,8 +73,6 @@ function _onMessage(this: WebSocket, event: WebSocket.MessageEvent) {
 		return;
 	}
 
-	// const message = JSON.parse(event.data) as WebSocketMessage;
-
 	if (message.type === 'event' && message.data.event === 'new_server') {
 		// eslint-disable-next-line no-console
 		console.log('WebSocket registered message:', message);
@@ -83,25 +84,25 @@ function _onMessage(this: WebSocket, event: WebSocket.MessageEvent) {
 		console.log('WebSocket log message:', message);
 
 		const data = message.data as LogQuickTacToe;
-		const repository = new LogsRepository(new MongoDB());
+		const repository = new LogsRepository(MongoDB.initialize());
 		repository.addLog(data.gameKey, data);
 
 		return;
 	}
 }
 
-function _onClose(ev: WebSocket.Event) {
+function _onClose(_: WebSocket.Event) {
 	// eslint-disable-next-line no-console
-	console.log('WebSocket connection closed:', ev);
+	// console.log('WebSocket connection closed:', ev);
 
 	setTimeout(() => {
 		WebsocketClient.reconnect();
 	}, 5000);
 }
 
-function _onError(ev: WebSocket.Event) {
+function _onError(_: WebSocket.Event) {
 	// eslint-disable-next-line no-console
-	console.error('WebSocket error occurred:', ev);
+	// console.error('WebSocket error occurred:', ev);
 
 	setTimeout(() => {
 		WebsocketClient.reconnect();
diff --git a/tsconfig.json b/tsconfig.json
index 1a6f821..cdbbbbb 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -10,18 +10,39 @@
 		] /* Specify a set of bundled library declaration files that describe the target runtime environment. */,
 		"declaration": true, // Generate d.ts files
 		"paths": {
-			"@constants": ["./src/_constants"],
-			"@constants/game_types": ["./src/_constants/_games"],
-			"@databases": ["./src/databases"],
-			"@controllers": ["./src/controllers"],
-			"@models": ["./src/models"],
-			"@repositories": ["./src/repositories"],
-			"@routes": ["./src/routes.ts"],
+			"@constants": [
+				"./src/_constants"
+			],
+			"@constants/game_types": [
+				"./src/_constants/_games"
+			],
+			"@databases": [
+				"./src/databases"
+			],
+			"@controllers": [
+				"./src/controllers"
+			],
+			"@models": [
+				"./src/models"
+			],
+			"@repositories": [
+				"./src/repositories"
+			],
+			"@routes": [
+				"./src/routes.ts"
+			],
+			"@errors": [
+				"./src/errors"
+			],
 			// "@services": [
 			//   "./src/services"
 			// ],
-			"@utils": ["./src/utils"],
-			"@config": ["./src/_config"]
+			"@utils": [
+				"./src/utils"
+			],
+			"@config": [
+				"./src/_config"
+			]
 			// "@middlewares": ["./src/middlewares"],
 			// "@interfaces": ["./src/interfaces"],
 			// "@types": ["./src/types"],
@@ -96,10 +117,14 @@
 		// "skipDefaultLibCheck": true,                      /* Skip type checking .d.ts files that are included with TypeScript. */
 		"skipLibCheck": true /* Skip type checking all .d.ts files. */
 	},
-	"exclude": ["_website/*", "dist/*", "website/*"],
+	"exclude": [
+		"_website/*",
+		"dist/*",
+		"website/*"
+	],
 	"ts-node": {
 		"experimentalSpecifierResolution": "node",
 		"transpileOnly": true,
 		"esm": true
 	}
-}
+}
\ No newline at end of file