diff --git a/README.md b/README.md
index 3cdb7e9..a4e3046 100644
--- a/README.md
+++ b/README.md
@@ -8,6 +8,10 @@ Moonfish is a didactic Python chess engine designed to showcase parallel search
 
 The engine achieves approximately ~2000 Elo when playing against Lichess Stockfish bots (beats level 5 and loses to level 6) and includes comprehensive test suites including the Bratko-Kopec tactical test positions.
 
+## Play Online
+
+**[Play against Moonfish in your browser](https://huggingface.co/spaces/luccabb/moonfish_chess)** - No installation required!
+
 # Quickstart
 
 ## Requirements
@@ -79,6 +83,7 @@ $ curl "http://localhost:5000/?fen=rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR%2
 - **UCI Protocol** - Compatible with popular chess GUIs
 - **Web API** - RESTful interface for online integration
 - **Lichess Bot** - Ready for deployment on [Lichess.org](/CONTRIBUTING.md#lichess-bot-python-bridge)
+- **RL Environment** - OpenEnv-compatible environment for reinforcement learning
 
 ## Configuration Options
 
@@ -92,6 +97,114 @@ $ curl "http://localhost:5000/?fen=rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR%2
 | `--quiescence-search-depth` | Max depth of quiescence search | `3` | `1-N` |
 | `--syzygy-path` | Tablebase directory | `None` | Valid path |
 
+## Reinforcement Learning Environment
+
+Moonfish includes an [OpenEnv](https://github.com/huggingface/openenv)-compatible RL environment for training chess agents. OpenEnv is a framework for RL environments that supports both local and remote (HTTP) execution.
+
+### Installation
+
+```shell
+pip install moonfish[rl]
+```
+
+### Local Usage
+
+```python
+from moonfish.rl import ChessEnvironment, ChessAction
+
+# Create environment with moonfish as opponent
+env = ChessEnvironment(opponent="moonfish", opponent_depth=2)
+
+# Reset and play
+obs = env.reset()
+while not obs.done:
+    move = select_move(obs.legal_moves)  # Your policy here
+    obs, reward, done = env.step(ChessAction(move=move))
+
+env.close()
+```
+
+### Configuration Options
+
+```python
+from moonfish.rl import ChessEnvironment, RewardConfig
+
+# Custom reward shaping
+config = RewardConfig(
+    win=1.0,              # Reward for winning
+    loss=-1.0,            # Penalty for losing
+    draw=0.0,             # Reward for draw
+    illegal_move=-0.1,    # Penalty for illegal moves
+    use_evaluation=True,  # Enable position-based intermediate rewards
+    evaluation_scale=0.001,
+)
+
+# Environment options
+env = ChessEnvironment(
+    reward_config=config,
+    opponent="moonfish",   # "moonfish", "random", or None (self-play)
+    opponent_depth=2,      # Search depth for moonfish opponent
+    agent_color=True,      # True=White, False=Black, None=alternate
+    max_moves=500,         # Max half-moves before draw
+)
+```
+
+### OpenEnv Server Mode
+
+For distributed training or integration with OpenEnv-compatible frameworks:
+
+```shell
+# Start the server locally
+python -m uvicorn moonfish.rl.server.app:app --port 8000
+```
+
+```python
+# Connect via HTTP client
+from moonfish.rl import make_env, ChessAction
+
+client = make_env("http://localhost:8000")
+obs = client.reset()
+result = client.step(ChessAction(move="e2e4"))
+print(result.observation.fen)
+```
+
+### API Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/health` | GET | Health check |
+| `/metadata` | GET | Environment configuration |
+| `/reset` | POST | Start new game (optional: `fen`, `seed`) |
+| `/step` | POST | Make a move (`{"move": "e2e4"}`) |
+| `/state` | GET | Current game state |
+| `/engine-move` | POST | Get best move for position |
+
+### Hosted on Hugging Face
+
+A hosted version is available on Hugging Face Spaces - use it for training without running your own server:
+
+```python
+from moonfish.rl import make_env, ChessAction
+
+client = make_env("https://luccabb-moonfish-chess.hf.space")
+obs = client.reset()
+result = client.step(ChessAction(move="e2e4"))
+```
+
+**Space URL:** https://huggingface.co/spaces/luccabb/moonfish_chess
+
+### Deploy Your Own
+
+```shell
+# Install OpenEnv CLI
+pip install openenv
+
+# Clone and deploy to Hugging Face Spaces
+cd moonfish/rl
+openenv validate  # Check environment structure
+openenv push      # Deploy to HF Spaces
+```
+
 ## Contributing
 
 We welcome contributions, feel free to open PRs/Issues! Areas of interest:
diff --git a/moonfish/rl/README.md b/moonfish/rl/README.md
new file mode 100644
index 0000000..31f09d0
--- /dev/null
+++ b/moonfish/rl/README.md
@@ -0,0 +1,185 @@
+---
+title: Moonfish Chess
+emoji: ♟️
+colorFrom: gray
+colorTo: blue
+sdk: docker
+pinned: false
+license: mit
+---
+
+# Chess OpenEnv
+
+A chess environment for reinforcement learning, built on [moonfish](https://github.com/luccab/moonfish) and compatible with the [OpenEnv](https://github.com/meta-pytorch/OpenEnv) framework.
+
+## Features
+
+- **Full Chess Rules**: Legal move generation, checkmate/stalemate detection, draw conditions
+- **Position Evaluation**: PeSTO evaluation function from moonfish for reward shaping
+- **OpenEnv Compatible**: Standard `reset()`, `step()`, `state()` interface
+- **Configurable Rewards**: Win/loss/draw payoffs, illegal move penalties, evaluation-based rewards
+- **HTTP API**: FastAPI server for remote training and multi-agent setups
+- **Containerized**: Docker support for reproducible deployments
+
+## Quick Start
+
+### Local Usage (No Server)
+
+```python
+from moonfish.rl import ChessEnvironment, ChessAction
+
+# Create environment
+env = ChessEnvironment()
+
+# Start a new game
+obs = env.reset()
+print(f"Legal moves: {obs.legal_moves}")
+
+# Make a move
+action = ChessAction(move="e2e4")
+obs, reward, done = env.step(action)
+
+print(f"FEN: {obs.fen}")
+print(f"Reward: {reward}, Done: {done}")
+```
+
+### Client-Server Usage
+
+Start the server:
+
+```bash
+cd moonfish/rl
+python -m uvicorn server.app:app --host 0.0.0.0 --port 8000
+```
+
+Connect with the client:
+
+```python
+from moonfish.rl import ChessEnvClient, ChessAction
+
+client = ChessEnvClient("http://localhost:8000")
+
+obs = client.reset()
+result = client.step(ChessAction(move="e2e4"))
+print(f"Reward: {result.reward}")
+
+client.close()
+```
+
+## Data Models
+
+### ChessAction
+```python
+@dataclass
+class ChessAction:
+    move: str  # UCI format: "e2e4", "e7e8q" (promotion)
+```
+
+### ChessObservation
+```python
+@dataclass
+class ChessObservation:
+    fen: str              # Board state in FEN notation
+    legal_moves: List[str]  # Available moves in UCI format
+    is_check: bool        # Current player in check
+    done: bool            # Game over
+    reward: Optional[float]  # Terminal reward
+    result: Optional[str]    # "1-0", "0-1", "1/2-1/2"
+    metadata: Dict[str, Any]  # Evaluation, material, etc.
+```
+
+### ChessState
+```python
+@dataclass
+class ChessState:
+    episode_id: str        # Unique game identifier
+    step_count: int        # Half-moves played
+    current_player: str    # "white" or "black"
+    fen: str               # Current position
+    move_history: List[str]  # All moves in UCI format
+```
+
+## Reward Configuration
+
+```python
+from moonfish.rl import ChessEnvironment, RewardConfig
+
+config = RewardConfig(
+    win=1.0,           # Reward for winning
+    loss=-1.0,         # Penalty for losing
+    draw=0.0,          # Reward for draw
+    illegal_move=-0.1, # Penalty for illegal moves
+    use_evaluation=True,  # Enable intermediate rewards
+    evaluation_scale=0.0001,  # Scale for eval-based rewards
+)
+
+env = ChessEnvironment(reward_config=config)
+```
+
+## Docker
+
+Build and run:
+
+```bash
+docker build -t chess-openenv .
+docker run -p 8000:8000 chess-openenv
+```
+
+## Integration with RL Frameworks
+
+### With TorchRL
+
+```python
+from moonfish.rl import ChessEnvironment, ChessAction
+
+class ChessTorchRLWrapper:
+    def __init__(self):
+        self.env = ChessEnvironment()
+
+    def reset(self):
+        obs = self.env.reset()
+        return self._obs_to_tensor(obs)
+
+    def step(self, action_idx):
+        move = self._idx_to_move(action_idx)
+        obs, reward, done = self.env.step(ChessAction(move=move))
+        return self._obs_to_tensor(obs), reward, done
+```
+
+### With OpenEnv Training Loop
+
+```python
+from moonfish.rl import make_env, ChessAction
+import random
+
+client = make_env("http://localhost:8000")
+
+for episode in range(100):
+    obs = client.reset()
+    episode_reward = 0
+
+    while not obs.done:
+        # Your policy here (random for demo)
+        move = random.choice(obs.legal_moves)
+        result = client.step(ChessAction(move=move))
+        obs = result.observation
+        episode_reward += result.reward
+
+    print(f"Episode {episode}: reward={episode_reward}")
+
+client.close()
+```
+
+## API Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/health` | GET | Health check |
+| `/metadata` | GET | Environment configuration |
+| `/reset` | POST | Start new episode |
+| `/step` | POST | Execute a move |
+| `/state` | GET | Get episode metadata |
+
+## License
+
+MIT - See the moonfish repository for full license details.
diff --git a/moonfish/rl/__init__.py b/moonfish/rl/__init__.py
new file mode 100644
index 0000000..ca27f38
--- /dev/null
+++ b/moonfish/rl/__init__.py
@@ -0,0 +1,18 @@
+"""Chess OpenEnv - A chess environment for reinforcement learning."""
+
+from .client import ChessEnvClient, make_env, StepResult
+from .models import ChessAction, ChessObservation, ChessState, RewardConfig
+from .server.chess_environment import ChessEnvironment
+
+__all__ = [
+    "ChessAction",
+    "ChessObservation",
+    "ChessState",
+    "RewardConfig",
+    "ChessEnvClient",
+    "StepResult",
+    "make_env",
+    "ChessEnvironment",
+]
+
+__version__ = "1.0.0"
diff --git a/moonfish/rl/client.py b/moonfish/rl/client.py
new file mode 100644
index 0000000..c65a839
--- /dev/null
+++ b/moonfish/rl/client.py
@@ -0,0 +1,181 @@
+"""Client for the Chess OpenEnv environment."""
+
+from dataclasses import dataclass
+from typing import Any, Dict, Optional
+
+import httpx
+
+from .models import ChessAction, ChessObservation, ChessState
+
+
+@dataclass
+class StepResult:
+    """Result from a step() call."""
+
+    observation: ChessObservation
+    reward: float
+    done: bool
+
+
+class ChessEnvClient:
+    """
+    HTTP client for the Chess OpenEnv environment.
+
+    Provides a simple interface to interact with a remote chess environment
+    server for reinforcement learning.
+
+    Example usage:
+        client = ChessEnvClient("http://localhost:8000")
+        obs = client.reset()
+        print(f"Legal moves: {obs.legal_moves}")
+
+        result = client.step(ChessAction(move="e2e4"))
+        print(f"Reward: {result.reward}, Done: {result.done}")
+
+        state = client.state()
+        print(f"Move count: {state.step_count}")
+
+        client.close()
+    """
+
+    def __init__(self, base_url: str = "http://localhost:8000", timeout: float = 30.0):
+        """
+        Initialize the chess environment client.
+
+        Args:
+            base_url: URL of the chess environment server
+            timeout: Request timeout in seconds
+        """
+        self.base_url = base_url.rstrip("/")
+        self._client = httpx.Client(timeout=timeout)
+
+    def reset(
+        self,
+        seed: Optional[int] = None,
+        episode_id: Optional[str] = None,
+        fen: Optional[str] = None,
+    ) -> ChessObservation:
+        """
+        Reset the environment and start a new episode.
+
+        Args:
+            seed: Random seed (optional)
+            episode_id: Unique episode identifier (optional)
+            fen: Starting position in FEN notation (optional)
+
+        Returns:
+            Initial observation of the board state
+        """
+        payload: Dict[str, Any] = {}
+        if seed is not None:
+            payload["seed"] = seed
+        if episode_id is not None:
+            payload["episode_id"] = episode_id
+        if fen is not None:
+            payload["fen"] = fen
+
+        response = self._client.post(f"{self.base_url}/reset", json=payload)
+        response.raise_for_status()
+        data = response.json()
+
+        return self._parse_observation(data)
+
+    def step(self, action: ChessAction) -> StepResult:
+        """
+        Execute a move in the environment.
+
+        Args:
+            action: The chess action (move in UCI format)
+
+        Returns:
+            StepResult with observation, reward, and done flag
+        """
+        payload = {"move": action.move}
+        response = self._client.post(f"{self.base_url}/step", json=payload)
+        response.raise_for_status()
+        data = response.json()
+
+        return StepResult(
+            observation=self._parse_observation(data["observation"]),
+            reward=data["reward"],
+            done=data["done"],
+        )
+
+    def state(self) -> ChessState:
+        """
+        Get the current episode state.
+
+        Returns:
+            Current episode state with metadata
+        """
+        response = self._client.get(f"{self.base_url}/state")
+        response.raise_for_status()
+        data = response.json()
+
+        return ChessState(
+            episode_id=data["episode_id"],
+            step_count=data["step_count"],
+            current_player=data["current_player"],
+            fen=data["fen"],
+            move_history=data.get("move_history", []),
+        )
+
+    def metadata(self) -> Dict[str, Any]:
+        """
+        Get environment metadata.
+
+        Returns:
+            Dictionary with environment configuration
+        """
+        response = self._client.get(f"{self.base_url}/metadata")
+        response.raise_for_status()
+        return response.json()
+
+    def health(self) -> bool:
+        """
+        Check if the server is healthy.
+
+        Returns:
+            True if server is responding
+        """
+        try:
+            response = self._client.get(f"{self.base_url}/health")
+            return response.status_code == 200
+        except Exception:
+            return False
+
+    def close(self) -> None:
+        """Close the HTTP client."""
+        self._client.close()
+
+    def __enter__(self):
+        return self
+
+    def __exit__(self, exc_type, exc_val, exc_tb):
+        self.close()
+
+    def _parse_observation(self, data: Dict[str, Any]) -> ChessObservation:
+        """Parse observation from JSON response."""
+        return ChessObservation(
+            fen=data["fen"],
+            legal_moves=data["legal_moves"],
+            is_check=data.get("is_check", False),
+            done=data.get("done", False),
+            reward=data.get("reward"),
+            result=data.get("result"),
+            metadata=data.get("metadata", {}),
+        )
+
+
+# Convenience function for quick usage
+def make_env(base_url: str = "http://localhost:8000") -> ChessEnvClient:
+    """
+    Create a chess environment client.
+
+    Args:
+        base_url: URL of the chess environment server
+
+    Returns:
+        ChessEnvClient instance
+    """
+    return ChessEnvClient(base_url)
diff --git a/moonfish/rl/examples/__init__.py b/moonfish/rl/examples/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/moonfish/rl/examples/basic_usage.py b/moonfish/rl/examples/basic_usage.py
new file mode 100644
index 0000000..986136f
--- /dev/null
+++ b/moonfish/rl/examples/basic_usage.py
@@ -0,0 +1,128 @@
+"""
+Basic usage example for the Chess OpenEnv environment.
+
+This example shows how to use the chess environment both locally
+(without a server) and via the HTTP client.
+"""
+
+import random
+
+from moonfish.rl import ChessAction, ChessEnvironment, RewardConfig
+
+
+def play_random_game():
+    """Play a game with random moves to demonstrate the environment."""
+    print("=== Playing a random game ===\n")
+
+    # Create environment
+    env = ChessEnvironment()
+
+    # Reset to start a new game
+    obs = env.reset(episode_id="random_game_001")
+
+    print(f"Initial position: {obs.fen}")
+    print(f"Legal moves: {len(obs.legal_moves)} available")
+    print()
+
+    move_count = 0
+    total_reward = 0.0
+
+    while not obs.done:
+        # Pick a random legal move
+        move = random.choice(obs.legal_moves)
+        action = ChessAction(move=move)
+
+        # Execute the move
+        obs, reward, done = env.step(action)
+        total_reward += reward
+        move_count += 1
+
+        if move_count <= 5 or done:
+            print(f"Move {move_count}: {move}")
+            print(f"  FEN: {obs.fen}")
+            print(f"  Check: {obs.is_check}, Reward: {reward}")
+            if move_count == 5 and not done:
+                print("  ... (continuing)")
+                print()
+
+    print(f"\nGame finished after {move_count} moves")
+    print(f"Result: {obs.result}")
+    print(f"Total reward: {total_reward}")
+
+    # Check final state
+    state = env.state
+    print(f"Episode ID: {state.episode_id}")
+    print(f"Move history: {state.move_history[:10]}...")
+
+    env.close()
+
+
+def play_specific_opening():
+    """Demonstrate playing specific moves (Italian Game opening)."""
+    print("\n=== Playing the Italian Game opening ===\n")
+
+    env = ChessEnvironment()
+    obs = env.reset()
+
+    opening_moves = ["e2e4", "e7e5", "g1f3", "b8c6", "f1c4"]
+
+    for i, move in enumerate(opening_moves):
+        action = ChessAction(move=move)
+        obs, reward, done = env.step(action)
+        print(f"{i+1}. {move} -> Check: {obs.is_check}")
+
+    print(f"\nPosition after opening: {obs.fen}")
+    print(f"Legal moves for Black: {len(obs.legal_moves)}")
+    print(f"Material: {obs.metadata.get('material', {})}")
+
+    env.close()
+
+
+def demonstrate_illegal_move():
+    """Show how illegal moves are handled."""
+    print("\n=== Handling illegal moves ===\n")
+
+    env = ChessEnvironment()
+    obs = env.reset()
+
+    # Try an illegal move
+    illegal_action = ChessAction(move="e2e5")  # Can't move pawn 3 squares
+    obs, reward, done = env.step(illegal_action)
+
+    print("Attempted illegal move: e2e5")
+    print(f"Reward: {reward}")  # Should be negative
+    print(f"Error: {obs.metadata.get('error', 'None')}")
+    print(f"Done: {done}")  # Game continues
+
+    env.close()
+
+
+def with_evaluation_rewards():
+    """Show evaluation-based intermediate rewards."""
+    print("\n=== Evaluation-based rewards ===\n")
+
+    config = RewardConfig(
+        use_evaluation=True,
+        evaluation_scale=0.0001,  # Scale down the centipawn values
+    )
+
+    env = ChessEnvironment(reward_config=config)
+    obs = env.reset()
+
+    # Play a few moves and observe evaluation changes
+    moves = ["e2e4", "d7d5", "e4d5"]  # White wins a pawn
+
+    for move in moves:
+        action = ChessAction(move=move)
+        obs, reward, done = env.step(action)
+        eval_score = obs.metadata.get("evaluation", 0)
+        print(f"Move: {move}, Reward: {reward:.4f}, Eval: {eval_score:.1f}")
+
+    env.close()
+
+
+if __name__ == "__main__":
+    play_random_game()
+    play_specific_opening()
+    demonstrate_illegal_move()
+    with_evaluation_rewards()
diff --git a/moonfish/rl/examples/openenv_training.py b/moonfish/rl/examples/openenv_training.py
new file mode 100644
index 0000000..711266d
--- /dev/null
+++ b/moonfish/rl/examples/openenv_training.py
@@ -0,0 +1,141 @@
+"""
+OpenEnv Training Example
+
+This example shows how to use the chess environment with the OpenEnv
+client-server pattern, which is useful for:
+- Distributed training across machines
+- Isolated environment execution
+- Integration with OpenEnv-compatible training frameworks
+
+Usage:
+    # Terminal 1: Start the server
+    cd moonfish/rl
+    python -m uvicorn server.app:app --host 0.0.0.0 --port 8000
+
+    # Terminal 2: Run this training script
+    python examples/openenv_training.py
+"""
+
+import random
+
+from moonfish.rl import ChessAction, make_env
+
+
+def random_policy(legal_moves: list[str]) -> str:
+    """Simple random policy for demonstration."""
+    return random.choice(legal_moves)
+
+
+def train_with_remote_env():
+    """
+    Training loop using the HTTP client (OpenEnv pattern).
+
+    This pattern is useful when:
+    - Environment runs on a different machine
+    - You need environment isolation (sandboxing)
+    - You're using OpenEnv-compatible training frameworks
+    """
+    # Connect to the environment server
+    # For local testing, start the server first:
+    #   python -m uvicorn moonfish.rl.server.app:app --port 8000
+    client = make_env("http://localhost:8000")
+
+    # Check server health
+    if not client.health():
+        print("Server not running. Start it with:")
+        print("  python -m uvicorn moonfish.rl.server.app:app --port 8000")
+        return
+
+    print("Connected to chess environment server")
+    print(f"Metadata: {client.metadata()}")
+    print()
+
+    # Training loop
+    num_episodes = 5
+
+    for episode in range(num_episodes):
+        # Reset environment
+        obs = client.reset()
+        episode_reward = 0.0
+
+        print(f"Episode {episode + 1}")
+
+        while not obs.done:
+            # Select action using policy
+            move = random_policy(obs.legal_moves)
+            action = ChessAction(move=move)
+
+            # Step environment
+            result = client.step(action)
+            obs = result.observation
+            episode_reward += result.reward
+
+            # Safety limit
+            state = client.state()
+            if state.step_count > 200:
+                print("  (truncated at 200 moves)")
+                break
+
+        print(
+            f"  Moves: {client.state().step_count}, "
+            f"Result: {obs.result or 'ongoing'}, "
+            f"Reward: {episode_reward:.2f}"
+        )
+
+    # Cleanup
+    client.close()
+    print("\nTraining complete!")
+
+
+def train_with_local_env():
+    """
+    Training loop using local environment (no server needed).
+
+    This is simpler and faster for single-machine training.
+    """
+    from moonfish.rl import ChessEnvironment
+
+    env = ChessEnvironment(opponent="random")
+
+    print("Training with local environment (random opponent)")
+    print()
+
+    num_episodes = 5
+
+    for episode in range(num_episodes):
+        obs = env.reset()
+        episode_reward = 0.0
+
+        while not obs.done:
+            move = random_policy(obs.legal_moves)
+            obs, reward, done = env.step(ChessAction(move=move))
+            episode_reward += reward
+
+            if env.state.step_count > 200:
+                break
+
+        print(
+            f"Episode {episode + 1}: "
+            f"Moves={env.state.step_count}, "
+            f"Result={obs.result or 'ongoing'}, "
+            f"Reward={episode_reward:.2f}"
+        )
+
+    env.close()
+    print("\nTraining complete!")
+
+
+if __name__ == "__main__":
+    import sys
+
+    if "--remote" in sys.argv:
+        print("=== Remote Environment (OpenEnv HTTP Client) ===\n")
+        train_with_remote_env()
+    else:
+        print("=== Local Environment ===\n")
+        train_with_local_env()
+        print("\nTo test with HTTP client, run:")
+        print(
+            "  1. Start server: python -m uvicorn moonfish.rl.server.app:app --port 8000"
+        )
+        print("  2. Run: python examples/openenv_training.py --remote")
diff --git a/moonfish/rl/models.py b/moonfish/rl/models.py
new file mode 100644
index 0000000..f735609
--- /dev/null
+++ b/moonfish/rl/models.py
@@ -0,0 +1,82 @@
+"""Data models for the Chess OpenEnv environment."""
+
+from dataclasses import dataclass, field
+from typing import Any, Dict, List, Optional
+
+
+@dataclass
+class ChessAction:
+    """
+    Represents a chess move action.
+
+    Attributes:
+        move: UCI format move string (e.g., "e2e4", "e7e8q" for promotion)
+    """
+
+    move: str
+
+
+@dataclass
+class ChessObservation:
+    """
+    Represents the observable state of the chess environment.
+
+    Attributes:
+        fen: Board position in FEN notation
+        legal_moves: List of legal moves in UCI format
+        is_check: Whether the current player is in check
+        done: Whether the episode has ended
+        reward: Reward value (1.0 for win, -1.0 for loss, 0.0 for draw, None otherwise)
+        result: Game result string if game is over (e.g., "1-0", "0-1", "1/2-1/2")
+        metadata: Additional information about the position
+    """
+
+    fen: str
+    legal_moves: List[str]
+    is_check: bool = False
+    done: bool = False
+    reward: Optional[float] = None
+    result: Optional[str] = None
+    metadata: Dict[str, Any] = field(default_factory=dict)
+
+
+@dataclass
+class ChessState:
+    """
+    Tracks episode metadata for the chess environment.
+
+    Attributes:
+        episode_id: Unique identifier for the current episode
+        step_count: Number of moves (half-moves) played in current episode
+        current_player: "white" or "black"
+        fen: Current position in FEN notation
+        move_history: List of moves played in UCI format
+    """
+
+    episode_id: str
+    step_count: int
+    current_player: str
+    fen: str
+    move_history: List[str] = field(default_factory=list)
+
+
+@dataclass
+class RewardConfig:
+    """
+    Configuration for reward shaping in the chess environment.
+
+    Attributes:
+        win: Reward for winning the game
+        loss: Reward for losing the game
+        draw: Reward for drawing the game
+        illegal_move: Penalty for attempting an illegal move
+        use_evaluation: Whether to include position evaluation in rewards
+        evaluation_scale: Scale factor for evaluation-based rewards
+    """
+
+    win: float = 1.0
+    loss: float = -1.0
+    draw: float = 0.0
+    illegal_move: float = -0.1
+    use_evaluation: bool = False
+    evaluation_scale: float = 0.001
diff --git a/moonfish/rl/openenv.yaml b/moonfish/rl/openenv.yaml
new file mode 100644
index 0000000..fd316a3
--- /dev/null
+++ b/moonfish/rl/openenv.yaml
@@ -0,0 +1,6 @@
+spec_version: 1
+name: moonfish_chess
+type: space
+runtime: fastapi
+app: server.app:app
+port: 7860
diff --git a/moonfish/rl/outputs/.gitkeep b/moonfish/rl/outputs/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/moonfish/rl/pyproject.toml b/moonfish/rl/pyproject.toml
new file mode 100644
index 0000000..f8310ab
--- /dev/null
+++ b/moonfish/rl/pyproject.toml
@@ -0,0 +1,21 @@
+[project]
+name = "moonfish-chess-env"
+version = "1.0.0"
+description = "Chess RL environment using moonfish engine - OpenEnv compatible"
+requires-python = ">=3.10"
+
+dependencies = [
+    "chess>=1.10.0",
+    "fastapi>=0.100.0",
+    "uvicorn[standard]>=0.23.0",
+    "httpx>=0.24.0",
+    "pydantic>=2.0.0",
+    "openenv>=0.1.0",
+]
+
+[project.scripts]
+server = "server.app:main"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
diff --git a/moonfish/rl/server/Dockerfile b/moonfish/rl/server/Dockerfile
new file mode 100644
index 0000000..a11292a
--- /dev/null
+++ b/moonfish/rl/server/Dockerfile
@@ -0,0 +1,49 @@
+FROM python:3.11-slim
+
+WORKDIR /app
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    gcc \
+    curl \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install moonfish from PyPI (includes chess dependency)
+RUN pip install --no-cache-dir moonfish
+
+# Install additional dependencies for the RL server
+RUN pip install --no-cache-dir \
+    fastapi>=0.100.0 \
+    "uvicorn[standard]>=0.23.0" \
+    httpx>=0.24.0 \
+    pydantic>=2.0.0
+
+# Copy the RL module into the installed moonfish package
+# First, find where moonfish is installed
+RUN MOONFISH_PATH=$(python -c "import moonfish; import os; print(os.path.dirname(moonfish.__file__))") && \
+    mkdir -p ${MOONFISH_PATH}/rl/server
+
+# Copy RL module files - we need to do this in a separate step
+COPY __init__.py /tmp/rl/__init__.py
+COPY models.py /tmp/rl/models.py
+COPY client.py /tmp/rl/client.py
+COPY server/__init__.py /tmp/rl/server/__init__.py
+COPY server/app.py /tmp/rl/server/app.py
+COPY server/chess_environment.py /tmp/rl/server/chess_environment.py
+COPY server/static /tmp/rl/server/static
+
+# Move files to moonfish package location
+RUN MOONFISH_PATH=$(python -c "import moonfish; import os; print(os.path.dirname(moonfish.__file__))") && \
+    cp -r /tmp/rl/* ${MOONFISH_PATH}/rl/ && \
+    rm -rf /tmp/rl
+
+# Download cerebellum opening book from moonfish GitHub repo (~170MB)
+RUN mkdir -p /app/opening_book && \
+    curl -L -o /app/opening_book/cerebellum.bin \
+    "https://github.com/luccabb/moonfish/raw/master/opening_book/cerebellum.bin"
+
+# Expose port - HF Spaces expects 7860
+EXPOSE 7860
+
+# Run the server on HF's expected port
+CMD ["python", "-m", "uvicorn", "moonfish.rl.server.app:app", "--host", "0.0.0.0", "--port", "7860"]
diff --git a/moonfish/rl/server/__init__.py b/moonfish/rl/server/__init__.py
new file mode 100644
index 0000000..a0638df
--- /dev/null
+++ b/moonfish/rl/server/__init__.py
@@ -0,0 +1,5 @@
+"""Chess OpenEnv server module."""
+
+from .chess_environment import ChessEnvironment
+
+__all__ = ["ChessEnvironment"]
diff --git a/moonfish/rl/server/app.py b/moonfish/rl/server/app.py
new file mode 100644
index 0000000..3fee35a
--- /dev/null
+++ b/moonfish/rl/server/app.py
@@ -0,0 +1,201 @@
+"""FastAPI server for the Chess OpenEnv environment."""
+
+from pathlib import Path
+from typing import Any, Dict, Optional
+
+import chess
+from fastapi import FastAPI, HTTPException
+from fastapi.responses import FileResponse
+from fastapi.staticfiles import StaticFiles
+from pydantic import BaseModel
+
+from moonfish.lib import search_move
+from ..models import ChessAction
+from .chess_environment import ChessEnvironment
+
+
+# Pydantic models for API requests/responses
+class ResetRequest(BaseModel):
+    seed: Optional[int] = None
+    episode_id: Optional[str] = None
+    fen: Optional[str] = None
+
+
+class StepRequest(BaseModel):
+    move: str
+
+
+class EngineMoveRequest(BaseModel):
+    fen: str
+    depth: int = 2
+
+
+class ObservationResponse(BaseModel):
+    fen: str
+    legal_moves: list[str]
+    is_check: bool = False
+    done: bool = False
+    reward: Optional[float] = None
+    result: Optional[str] = None
+    metadata: Dict[str, Any] = {}
+
+
+class StepResponse(BaseModel):
+    observation: ObservationResponse
+    reward: float
+    done: bool
+
+
+class StateResponse(BaseModel):
+    episode_id: str
+    step_count: int
+    current_player: str
+    fen: str
+    move_history: list[str]
+
+
+# Create FastAPI app
+app = FastAPI(
+    title="Chess OpenEnv",
+    description="Chess environment for reinforcement learning using moonfish",
+    version="1.0.0",
+)
+
+# Serve static files for the web UI
+STATIC_DIR = Path(__file__).parent / "static"
+if STATIC_DIR.exists():
+    app.mount("/static", StaticFiles(directory=str(STATIC_DIR)), name="static")
+
+# Global environment instance (for single-player mode)
+# For multi-player, you'd want a session manager
+_env: Optional[ChessEnvironment] = None
+
+
+def get_env() -> ChessEnvironment:
+    """Get or create environment instance."""
+    global _env
+    if _env is None:
+        _env = ChessEnvironment()
+    return _env
+
+
+@app.get("/")
+def root():
+    """Serve the chess UI."""
+    index_path = STATIC_DIR / "index.html"
+    if index_path.exists():
+        return FileResponse(str(index_path))
+    return {"message": "Moonfish Chess API", "docs": "/docs"}
+
+
+@app.get("/web")
+def web():
+    """Serve the chess UI (for HF Spaces base_path)."""
+    index_path = STATIC_DIR / "index.html"
+    if index_path.exists():
+        return FileResponse(str(index_path))
+    return {"message": "Moonfish Chess API", "docs": "/docs"}
+
+
+@app.get("/health")
+def health():
+    """Health check endpoint."""
+    return {"status": "ok"}
+
+
+@app.post("/engine-move")
+def engine_move(request: EngineMoveRequest):
+    """Get the best move from moonfish engine for a given position."""
+    try:
+        board = chess.Board(request.fen)
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=f"Invalid FEN: {e}")
+
+    if board.is_game_over():
+        raise HTTPException(status_code=400, detail="Game is already over")
+
+    depth = max(1, min(request.depth, 4))  # Clamp depth 1-4
+    move = search_move(board, depth=depth)
+
+    return {"move": move.uci(), "fen": request.fen}
+
+
+@app.get("/metadata")
+def metadata():
+    """Get environment metadata."""
+    return get_env().get_metadata()
+
+
+@app.post("/reset", response_model=ObservationResponse)
+def reset(request: ResetRequest):
+    """Reset the environment and start a new episode."""
+    env = get_env()
+    obs = env.reset(
+        seed=request.seed,
+        episode_id=request.episode_id,
+        fen=request.fen,
+    )
+    return ObservationResponse(
+        fen=obs.fen,
+        legal_moves=obs.legal_moves,
+        is_check=obs.is_check,
+        done=obs.done,
+        reward=obs.reward,
+        result=obs.result,
+        metadata=obs.metadata,
+    )
+
+
+@app.post("/step", response_model=StepResponse)
+def step(request: StepRequest):
+    """Execute a move and return the result."""
+    env = get_env()
+
+    try:
+        action = ChessAction(move=request.move)
+        obs, reward, done = env.step(action)
+    except RuntimeError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+    return StepResponse(
+        observation=ObservationResponse(
+            fen=obs.fen,
+            legal_moves=obs.legal_moves,
+            is_check=obs.is_check,
+            done=obs.done,
+            reward=obs.reward,
+            result=obs.result,
+            metadata=obs.metadata,
+        ),
+        reward=reward,
+        done=done,
+    )
+
+
+@app.get("/state", response_model=StateResponse)
+def state():
+    """Get current episode state."""
+    env = get_env()
+    try:
+        s = env.state
+    except RuntimeError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+    return StateResponse(
+        episode_id=s.episode_id,
+        step_count=s.step_count,
+        current_player=s.current_player,
+        fen=s.fen,
+        move_history=s.move_history,
+    )
+
+
+def main():
+    """Entry point for running the server."""
+    import uvicorn
+
+    uvicorn.run(app, host="0.0.0.0", port=8000)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/moonfish/rl/server/chess_environment.py b/moonfish/rl/server/chess_environment.py
new file mode 100644
index 0000000..5423893
--- /dev/null
+++ b/moonfish/rl/server/chess_environment.py
@@ -0,0 +1,329 @@
+"""Chess environment for OpenEnv using moonfish."""
+
+import random
+import uuid
+from typing import Any, Dict, Optional, Tuple
+
+import chess
+
+from moonfish.lib import search_move
+from moonfish.psqt import board_evaluation, count_pieces, get_phase, MG_PIECE_VALUES
+from ..models import ChessAction, ChessObservation, ChessState, RewardConfig
+
+
+class ChessEnvironment:
+    """
+    Chess environment implementing the OpenEnv interface.
+
+    Uses python-chess for game logic and moonfish for position evaluation.
+    Designed for RL training where an agent plays as one color against
+    an opponent (which can be random, moonfish engine, or self-play).
+    """
+
+    def __init__(
+        self,
+        reward_config: Optional[RewardConfig] = None,
+        max_moves: int = 500,
+        agent_color: Optional[
+            bool
+        ] = None,  # None = alternate, True = White, False = Black
+        opponent: Optional[
+            str
+        ] = None,  # None = self-play, "moonfish" = moonfish engine, "random" = random
+        opponent_depth: int = 2,  # Search depth for moonfish opponent
+    ):
+        """
+        Initialize the chess environment.
+
+        Args:
+            reward_config: Configuration for reward shaping
+            max_moves: Maximum half-moves before draw (prevents infinite games)
+            agent_color: Which color the RL agent plays (None = alternates each episode)
+            opponent: Opponent type - None (self-play), "moonfish", or "random"
+            opponent_depth: Search depth when using moonfish as opponent
+        """
+        self.reward_config = reward_config or RewardConfig()
+        self.max_moves = max_moves
+        self.agent_color_setting = agent_color
+        self.opponent = opponent
+        self.opponent_depth = opponent_depth
+
+        # Will be set on reset
+        self._board: Optional[chess.Board] = None
+        self._state: Optional[ChessState] = None
+        self._agent_color: bool = chess.WHITE
+
+    def reset(
+        self,
+        seed: Optional[int] = None,
+        episode_id: Optional[str] = None,
+        fen: Optional[str] = None,
+        **kwargs,
+    ) -> ChessObservation:
+        """
+        Initialize a new chess game episode.
+
+        Args:
+            seed: Random seed (unused for now, chess is deterministic)
+            episode_id: Unique identifier for this episode
+            fen: Optional starting position in FEN notation
+
+        Returns:
+            Initial observation of the board state
+        """
+        # Create new board
+        if fen:
+            self._board = chess.Board(fen)
+        else:
+            self._board = chess.Board()
+
+        # Determine agent color
+        if self.agent_color_setting is None:
+            # Alternate each episode based on episode_id hash
+            if episode_id:
+                self._agent_color = hash(episode_id) % 2 == 0
+            else:
+                self._agent_color = chess.WHITE
+        else:
+            self._agent_color = self.agent_color_setting
+
+        # Initialize state
+        self._state = ChessState(
+            episode_id=episode_id or uuid.uuid4().hex,
+            step_count=0,
+            current_player="white" if self._board.turn else "black",
+            fen=self._board.fen(),
+            move_history=[],
+        )
+
+        # If agent plays Black and opponent is configured, opponent moves first
+        if self.opponent is not None and self._agent_color == chess.BLACK:
+            self._make_opponent_move()
+
+        return self._get_observation()
+
+    def step(
+        self, action: ChessAction, timeout_s: Optional[float] = None, **kwargs
+    ) -> Tuple[ChessObservation, float, bool]:
+        """
+        Execute a chess move and return the resulting state.
+
+        Args:
+            action: The move to make in UCI format (e.g., "e2e4")
+            timeout_s: Unused timeout parameter
+
+        Returns:
+            Tuple of (observation, reward, done)
+        """
+        if self._board is None or self._state is None:
+            raise RuntimeError("Environment not initialized. Call reset() first.")
+
+        # Parse the move
+        try:
+            move = chess.Move.from_uci(action.move)
+        except ValueError:
+            # Invalid move format
+            return self._handle_illegal_move(f"Invalid move format: {action.move}")
+
+        # Check if move is legal
+        if move not in self._board.legal_moves:
+            return self._handle_illegal_move(f"Illegal move: {action.move}")
+
+        # Execute the move
+        self._board.push(move)
+        self._state.step_count += 1
+        self._state.move_history.append(action.move)
+        self._state.current_player = "white" if self._board.turn else "black"
+        self._state.fen = self._board.fen()
+
+        # Calculate reward and check for game end
+        reward, done = self._calculate_reward_and_done()
+
+        # If game not over and opponent is configured, make opponent move
+        if not done and self.opponent is not None:
+            self._make_opponent_move()
+            # Recalculate after opponent move
+            opp_reward, done = self._calculate_reward_and_done()
+            # Opponent's reward is negative of ours (zero-sum)
+            reward += -opp_reward if done else 0
+
+        observation = self._get_observation(done=done, reward=reward if done else None)
+
+        return observation, reward, done
+
+    @property
+    def state(self) -> ChessState:
+        """Return the current episode state."""
+        if self._state is None:
+            raise RuntimeError("Environment not initialized. Call reset() first.")
+        return self._state
+
+    def close(self) -> None:
+        """Clean up resources."""
+        self._board = None
+        self._state = None
+
+    def get_metadata(self) -> Dict[str, Any]:
+        """Return environment metadata."""
+        return {
+            "name": "chess",
+            "version": "1.0.0",
+            "max_moves": self.max_moves,
+            "reward_config": {
+                "win": self.reward_config.win,
+                "loss": self.reward_config.loss,
+                "draw": self.reward_config.draw,
+                "illegal_move": self.reward_config.illegal_move,
+                "use_evaluation": self.reward_config.use_evaluation,
+                "evaluation_scale": self.reward_config.evaluation_scale,
+            },
+        }
+
+    def _get_observation(
+        self,
+        done: bool = False,
+        reward: Optional[float] = None,
+        result: Optional[str] = None,
+        error: Optional[str] = None,
+    ) -> ChessObservation:
+        """Build observation from current board state."""
+        assert self._board is not None
+
+        legal_moves = [move.uci() for move in self._board.legal_moves]
+
+        metadata: Dict[str, Any] = {}
+
+        # Add evaluation if configured
+        if self.reward_config.use_evaluation:
+            metadata["evaluation"] = board_evaluation(self._board)
+
+        # Add material count
+        metadata["material"] = self._get_material_count()
+
+        # Add game phase (0 = opening, 256 = endgame)
+        metadata["phase"] = get_phase(self._board)
+        metadata["fullmove_number"] = self._board.fullmove_number
+        metadata["halfmove_clock"] = self._board.halfmove_clock
+
+        if error:
+            metadata["error"] = error
+
+        # Determine result string if game is over
+        if done and result is None:
+            result = self._get_result_string()
+
+        return ChessObservation(
+            fen=self._board.fen(),
+            legal_moves=legal_moves,
+            is_check=self._board.is_check(),
+            done=done,
+            reward=reward,
+            result=result,
+            metadata=metadata,
+        )
+
+    def _calculate_reward_and_done(self) -> Tuple[float, bool]:
+        """Calculate reward and check if episode is done."""
+        assert self._board is not None
+
+        # Check for game end
+        if self._board.is_checkmate():
+            # The side to move is checkmated, so the previous mover won
+            winner = not self._board.turn
+            if winner == self._agent_color:
+                return self.reward_config.win, True
+            else:
+                return self.reward_config.loss, True
+
+        if self._board.is_stalemate():
+            return self.reward_config.draw, True
+
+        if self._board.is_insufficient_material():
+            return self.reward_config.draw, True
+
+        if self._board.is_fifty_moves():
+            return self.reward_config.draw, True
+
+        if self._board.is_repetition(3):
+            return self.reward_config.draw, True
+
+        # Check move limit
+        if self._state and self._state.step_count >= self.max_moves:
+            return self.reward_config.draw, True
+
+        # Game continues
+        reward = 0.0
+
+        # Optional: Add evaluation-based intermediate rewards
+        if self.reward_config.use_evaluation:
+            eval_score = board_evaluation(self._board)
+            # Normalize evaluation to agent's perspective
+            if self._board.turn != self._agent_color:
+                eval_score = -eval_score
+            reward = eval_score * self.reward_config.evaluation_scale
+
+        return reward, False
+
+    def _handle_illegal_move(
+        self, error_msg: str
+    ) -> Tuple[ChessObservation, float, bool]:
+        """Handle an illegal move attempt."""
+        observation = self._get_observation(done=False, error=error_msg)
+        return observation, self.reward_config.illegal_move, False
+
+    def _get_result_string(self) -> str:
+        """Get the game result as a string."""
+        assert self._board is not None
+
+        if self._board.is_checkmate():
+            return "1-0" if not self._board.turn else "0-1"
+        return "1/2-1/2"
+
+    def _get_material_count(self) -> Dict[str, int]:
+        """Count material for both sides using moonfish piece values."""
+        assert self._board is not None
+
+        # count_pieces returns [wp, bp, wn, bn, wb, bb, wr, br, wq, bq]
+        pieces = count_pieces(self._board)
+        wp, bp, wn, bn, wb, bb, wr, br, wq, bq = pieces
+
+        white = (
+            wp * MG_PIECE_VALUES[chess.PAWN]
+            + wn * MG_PIECE_VALUES[chess.KNIGHT]
+            + wb * MG_PIECE_VALUES[chess.BISHOP]
+            + wr * MG_PIECE_VALUES[chess.ROOK]
+            + wq * MG_PIECE_VALUES[chess.QUEEN]
+        )
+        black = (
+            bp * MG_PIECE_VALUES[chess.PAWN]
+            + bn * MG_PIECE_VALUES[chess.KNIGHT]
+            + bb * MG_PIECE_VALUES[chess.BISHOP]
+            + br * MG_PIECE_VALUES[chess.ROOK]
+            + bq * MG_PIECE_VALUES[chess.QUEEN]
+        )
+
+        return {"white": white, "black": black}
+
+    def _make_opponent_move(self) -> None:
+        """Make a move for the opponent using configured strategy."""
+        assert self._board is not None
+        assert self._state is not None
+
+        if not list(self._board.legal_moves):
+            return  # No legal moves (game should be over)
+
+        if self.opponent == "moonfish":
+            # Use moonfish engine to find best move
+            move = search_move(self._board, depth=self.opponent_depth)
+        elif self.opponent == "random":
+            # Pick a random legal move
+            move = random.choice(list(self._board.legal_moves))
+        else:
+            return  # No opponent configured
+
+        # Execute opponent's move
+        self._board.push(move)
+        self._state.step_count += 1
+        self._state.move_history.append(move.uci())
+        self._state.current_player = "white" if self._board.turn else "black"
+        self._state.fen = self._board.fen()
diff --git a/moonfish/rl/server/static/index.html b/moonfish/rl/server/static/index.html
new file mode 100644
index 0000000..62d9bbd
--- /dev/null
+++ b/moonfish/rl/server/static/index.html
@@ -0,0 +1,278 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Moonfish Chess</title>
+    <link rel="stylesheet" href="https://unpkg.com/@chrisoakman/chessboardjs@1.0.0/dist/chessboard-1.0.0.min.css">
+    <style>
+        * { box-sizing: border-box; }
+        body {
+            font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
+            background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%);
+            color: #fff;
+            min-height: 100vh;
+            margin: 0;
+            padding: 20px;
+        }
+        .container {
+            max-width: 800px;
+            margin: 0 auto;
+        }
+        h1 {
+            text-align: center;
+            margin-bottom: 10px;
+        }
+        .subtitle {
+            text-align: center;
+            color: #888;
+            margin-bottom: 30px;
+        }
+        .subtitle a { color: #4da6ff; }
+        #board-container {
+            width: 100%;
+            max-width: 500px;
+            margin: 0 auto 20px;
+        }
+        #board { width: 100%; }
+        .info-panel {
+            background: rgba(255,255,255,0.1);
+            border-radius: 8px;
+            padding: 15px;
+            margin-bottom: 15px;
+        }
+        .status { font-size: 1.2em; margin-bottom: 10px; }
+        .controls { display: flex; gap: 10px; flex-wrap: wrap; }
+        button {
+            background: #4da6ff;
+            color: #fff;
+            border: none;
+            padding: 10px 20px;
+            border-radius: 5px;
+            cursor: pointer;
+            font-size: 1em;
+        }
+        button:hover { background: #3d8bd9; }
+        button:disabled { background: #555; cursor: not-allowed; }
+        .move-history {
+            background: rgba(0,0,0,0.3);
+            border-radius: 5px;
+            padding: 10px;
+            max-height: 150px;
+            overflow-y: auto;
+            font-family: monospace;
+        }
+        .thinking { color: #ffd700; }
+        .error { color: #ff6b6b; }
+        .win { color: #4ade80; }
+        .loss { color: #f87171; }
+        .draw { color: #fbbf24; }
+        select {
+            background: #2a2a4a;
+            color: #fff;
+            border: 1px solid #555;
+            padding: 8px;
+            border-radius: 5px;
+            font-size: 1em;
+        }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <h1>♟️ Moonfish Chess</h1>
+        <p class="subtitle">Play against the <a href="https://github.com/luccabb/moonfish">Moonfish</a> chess engine (~2000 Elo)</p>
+        
+        <div id="board-container">
+            <div id="board"></div>
+        </div>
+        
+        <div class="info-panel">
+            <div class="status" id="status">Loading...</div>
+            <div class="controls">
+                <button id="newGame">New Game</button>
+                <select id="playerColor">
+                    <option value="white">Play as White</option>
+                    <option value="black">Play as Black</option>
+                </select>
+                <select id="difficulty">
+                    <option value="1">Easy</option>
+                    <option value="2" selected>Medium</option>
+                    <option value="3">Hard</option>
+                </select>
+            </div>
+        </div>
+        
+        <div class="info-panel">
+            <strong>Move History:</strong>
+            <div class="move-history" id="moveHistory">-</div>
+        </div>
+    </div>
+
+    <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>
+    <script src="https://unpkg.com/@chrisoakman/chessboardjs@1.0.0/dist/chessboard-1.0.0.min.js"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/chess.js/0.10.3/chess.min.js"></script>
+    <script>
+        const API_BASE = window.location.origin;
+        let board = null;
+        let game = new Chess();
+        let playerColor = 'white';
+        let isThinking = false;
+
+        function updateStatus(msg, className = '') {
+            const el = document.getElementById('status');
+            el.textContent = msg;
+            el.className = 'status ' + className;
+        }
+
+        function updateMoveHistory() {
+            const moves = game.history();
+            let html = '';
+            for (let i = 0; i < moves.length; i += 2) {
+                const moveNum = Math.floor(i / 2) + 1;
+                html += moveNum + '. ' + moves[i];
+                if (moves[i + 1]) html += ' ' + moves[i + 1];
+                html += '  ';
+            }
+            document.getElementById('moveHistory').textContent = html || '-';
+        }
+
+        function onDragStart(source, piece) {
+            if (game.game_over()) return false;
+            if (isThinking) return false;
+            if ((playerColor === 'white' && piece.search(/^b/) !== -1) ||
+                (playerColor === 'black' && piece.search(/^w/) !== -1)) {
+                return false;
+            }
+            if ((game.turn() === 'w' && playerColor !== 'white') ||
+                (game.turn() === 'b' && playerColor !== 'black')) {
+                return false;
+            }
+            return true;
+        }
+
+        async function makeEngineMove() {
+            if (game.game_over()) return;
+            
+            isThinking = true;
+            updateStatus('Moonfish is thinking...', 'thinking');
+            
+            try {
+                // Get legal moves for engine
+                const moves = game.moves({ verbose: true });
+                if (moves.length === 0) return;
+                
+                // Call our API to get the best move
+                const fen = game.fen();
+                const response = await fetch(API_BASE + '/engine-move', {
+                    method: 'POST',
+                    headers: { 'Content-Type': 'application/json' },
+                    body: JSON.stringify({ 
+                        fen: fen,
+                        depth: parseInt(document.getElementById('difficulty').value)
+                    })
+                });
+                
+                if (!response.ok) throw new Error('Engine error');
+                
+                const data = await response.json();
+                const move = game.move({
+                    from: data.move.substring(0, 2),
+                    to: data.move.substring(2, 4),
+                    promotion: data.move.length > 4 ? data.move[4] : undefined
+                });
+                
+                if (move) {
+                    board.position(game.fen());
+                    updateMoveHistory();
+                }
+            } catch (err) {
+                console.error('Engine error:', err);
+                // Fallback: make a random legal move
+                const moves = game.moves({ verbose: true });
+                if (moves.length > 0) {
+                    const randomMove = moves[Math.floor(Math.random() * moves.length)];
+                    game.move(randomMove);
+                    board.position(game.fen());
+                    updateMoveHistory();
+                }
+            }
+            
+            isThinking = false;
+            checkGameOver();
+        }
+
+        function checkGameOver() {
+            if (game.in_checkmate()) {
+                const winner = game.turn() === 'w' ? 'Black' : 'White';
+                const isPlayerWin = (winner.toLowerCase() === playerColor);
+                updateStatus(winner + ' wins by checkmate!', isPlayerWin ? 'win' : 'loss');
+            } else if (game.in_stalemate()) {
+                updateStatus('Draw by stalemate', 'draw');
+            } else if (game.in_threefold_repetition()) {
+                updateStatus('Draw by repetition', 'draw');
+            } else if (game.insufficient_material()) {
+                updateStatus('Draw - insufficient material', 'draw');
+            } else if (game.in_draw()) {
+                updateStatus('Draw', 'draw');
+            } else if (game.in_check()) {
+                updateStatus(game.turn() === 'w' ? 'White is in check' : 'Black is in check');
+            } else {
+                updateStatus(game.turn() === 'w' ? 'White to move' : 'Black to move');
+            }
+        }
+
+        function onDrop(source, target) {
+            const move = game.move({
+                from: source,
+                to: target,
+                promotion: 'q'
+            });
+
+            if (move === null) return 'snapback';
+            
+            updateMoveHistory();
+            checkGameOver();
+            
+            if (!game.game_over()) {
+                setTimeout(makeEngineMove, 250);
+            }
+        }
+
+        function onSnapEnd() {
+            board.position(game.fen());
+        }
+
+        async function newGame() {
+            playerColor = document.getElementById('playerColor').value;
+            game.reset();
+            board.start();
+            board.orientation(playerColor);
+            updateMoveHistory();
+            updateStatus(playerColor === 'white' ? 'Your turn (White)' : 'Moonfish is thinking...', 
+                        playerColor === 'black' ? 'thinking' : '');
+            
+            if (playerColor === 'black') {
+                setTimeout(makeEngineMove, 500);
+            }
+        }
+
+        // Initialize
+        const config = {
+            draggable: true,
+            position: 'start',
+            onDragStart: onDragStart,
+            onDrop: onDrop,
+            onSnapEnd: onSnapEnd,
+            pieceTheme: 'https://chessboardjs.com/img/chesspieces/wikipedia/{piece}.png'
+        };
+        
+        board = Chessboard('board', config);
+        $(window).resize(() => board.resize());
+        
+        document.getElementById('newGame').addEventListener('click', newGame);
+        document.getElementById('playerColor').addEventListener('change', newGame);
+        
+        updateStatus('White to move - drag a piece to play!');
+    </script>
+</body>
+</html>
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diff --git a/pyproject.toml b/pyproject.toml
index 7e7c5d6..b3da0ea 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,8 +30,16 @@ dependencies = [
 [project.scripts]
 moonfish = "moonfish.main:main"
 
+[project.optional-dependencies]
+rl = [
+  "fastapi>=0.100.0",
+  "uvicorn[standard]>=0.23.0",
+  "httpx>=0.24.0",
+  "pydantic>=2.0.0",
+]
+
 [tool.setuptools]
-packages = ["moonfish"]
+packages = ["moonfish", "moonfish.rl", "moonfish.rl.server", "moonfish.rl.examples"]
 
 [tool.setuptools_scm]
 version_scheme = "post-release"
@@ -41,7 +49,17 @@ local_scheme = "no-local-version"
 "moonfish" = ["py.typed"]
 
 [[tool.mypy.overrides]]
-module = ["parameterized.*"]   # include sub‑modules, just in case
+module = [
+    "parameterized.*",
+    "httpx",
+    "httpx.*",
+    "fastapi",
+    "fastapi.*",
+    "pydantic",
+    "pydantic.*",
+    "uvicorn",
+    "uvicorn.*",
+]
 ignore_missing_imports = true
 
 [project.urls]