diff --git a/games/nodges-and-crosses/game.py b/games/nodges-and-crosses/game.py
new file mode 100644
index 00000000..7038608e
--- /dev/null
+++ b/games/nodges-and-crosses/game.py
@@ -0,0 +1,143 @@
+import numpy as np
+import logging
+
+class Game:
+
+	def __init__(self):		
+		self.currentPlayer = 1
+		self.gameState = GameState(np.array([0,0,0,0,0,0,0,0,0], dtype=np.int), 1)
+		self.actionSpace = np.array([0,0,0,0,0,0,0,0,0], dtype=np.int)
+		self.pieces = {'1':'X', '0': '-', '-1':'O'}
+		self.grid_shape = (3,3)
+		self.input_shape = (2,3,3)
+		self.name = 'nodges-and-crosses'
+		self.state_size = len(self.gameState.binary)
+		self.action_size = len(self.actionSpace)
+
+	def reset(self):
+		self.gameState = GameState(np.array([0,0,0,0,0,0,0,0,0], dtype=np.int), 1)
+		self.currentPlayer = 1
+		return self.gameState
+
+	def step(self, action):
+		next_state, value, done = self.gameState.takeAction(action)
+		self.gameState = next_state
+		self.currentPlayer = -self.currentPlayer
+		info = None
+		return ((next_state, value, done, info))
+
+	def identities(self, state, actionValues):
+		identities = [(state,actionValues)]
+
+
+		return identities
+
+
+class GameState():
+	def __init__(self, board, playerTurn):
+		self.board = board
+		self.pieces = {'1':'X', '0': '-', '-1':'O'}
+		self.winners = [
+			[0,1,2],
+			[3,4,5],
+			[6,7,8],
+
+			[0,3,6],
+			[1,4,7],
+			[2,5,8],
+		
+			[0,4,8],
+			[2,4,6]
+			]
+		self.playerTurn = playerTurn
+		self.binary = self._binary()
+		self.id = self._convertStateToId()
+		self.allowedActions = self._allowedActions()
+		self.isEndGame = self._checkForEndGame()
+		self.value = self._getValue()
+		self.score = self._getScore()
+
+	def _allowedActions(self):
+		allowed = []
+		for i in range(len(self.board)):
+				if self.board[i] == 0:
+					allowed.append(i)
+
+		return allowed
+
+	def _binary(self):
+
+		currentplayer_position = np.zeros(len(self.board), dtype=np.int)
+		currentplayer_position[self.board==self.playerTurn] = 1
+
+		other_position = np.zeros(len(self.board), dtype=np.int)
+		other_position[self.board==-self.playerTurn] = 1
+
+		position = np.append(currentplayer_position,other_position)
+
+		return (position)
+
+	def _convertStateToId(self):
+		player1_position = np.zeros(len(self.board), dtype=np.int)
+		player1_position[self.board==1] = 1
+
+		other_position = np.zeros(len(self.board), dtype=np.int)
+		other_position[self.board==-1] = 1
+
+		position = np.append(player1_position,other_position)
+
+		id = ''.join(map(str,position))
+
+		return id
+
+	def _checkForEndGame(self):
+		if np.count_nonzero(self.board) == 9:
+			return 1
+
+		for x,y,z in self.winners:
+			if (self.board[x] + self.board[y] + self.board[z] == 3 * -self.playerTurn):
+				return 1
+		return 0
+
+
+	def _getValue(self):
+		# This is the value of the state for the current player
+		# i.e. if the previous player played a winning move, you lose
+		for x,y,z in self.winners:
+			if (self.board[x] + self.board[y] + self.board[z]  == 3 * -self.playerTurn):
+				return (-1, -1, 1)
+		return (0, 0, 0)
+
+
+	def _getScore(self):
+		tmp = self.value
+		return (tmp[1], tmp[2])
+
+
+
+
+	def takeAction(self, action):
+		newBoard = np.array(self.board)
+		newBoard[action]=self.playerTurn
+		
+		newState = GameState(newBoard, -self.playerTurn)
+
+		value = 0
+		done = 0
+
+		if newState.isEndGame:
+			value = newState.value[0]
+			done = 1
+
+		return (newState, value, done) 
+
+
+
+
+	def render(self, logger):
+		for r in range(3):
+			logger.info([self.pieces[str(x)] for x in self.board[3*r : (3*r + 3)]])
+		logger.info('--------------')
+
+
+