Merge pull request #7 from aarora79/dheeraj-work

Intelligent Tool Calling

Author: aarora79

Dockerfile

@@ -26,9 +26,11 @@ WORKDIR /app
 # Copy the entire project context into the container
 COPY . /app/
 
-# Install Python dependencies for the MCP Registry using uv
-# The server dependencies will be installed by start_all_servers.sh at runtime
-RUN cd /app && uv pip install --system --requirement pyproject.toml
+# Create the shared virtual environment that start_all_servers.sh will use
+RUN uv venv /app/.venv --python 3.12
+
+# Install Python dependencies from pyproject.toml INTO the shared venv
+RUN . /app/.venv/bin/activate && uv pip install --no-cache-dir /app
 
 # Generate self-signed SSL certificate for Nginx
 # Create directories for SSL certs

docs/medium.md

@@ -265,4 +265,3 @@ Ready to move beyond the chaos of scattered MCP servers and embrace a more organ
 *   **Connect:** Join our community of AI practitioners who are building the future of AI tool integration.
 
 Stop wrestling with complexity and start leveraging the power of a unified MCP landscape with the MCP Gateway & Registry. Your AI infrastructure deserves this level of organization and control.
-

pyproject.toml

@@ -9,9 +9,16 @@ dependencies = [
     "itsdangerous>=2.2.0",
     "jinja2>=3.1.6",
     "mcp>=1.6.0",
+    "pydantic>=2.11.3",
+    "httpx>=0.27.0",
     "python-dotenv>=1.1.0",
     "python-multipart>=0.0.20",
     "uvicorn[standard]>=0.34.2",
+    "faiss-cpu>=1.7.4",
+    "sentence-transformers>=2.2.2",
+    "websockets>=15.0.1",
+    "scikit-learn>=1.3.0",
+    "torch>=1.6.0"
 ]
 
 [tool.setuptools]

registry/main.py

@@ -10,4 +10,7 @@ dependencies = [
    "httpx>=0.27.0", # Added httpx
    "python-dotenv>=1.0.0", # Added dotenv as it's used in server.py
    "websockets>=15.0.1",
+   "faiss-cpu>=1.7.4",
+   "sentence-transformers>=2.2.2", # For semantic search
+   "scikit-learn>=1.3.0"          # For cosine similarity
 ]

servers/mcpgw/pyproject.toml

@@ -20,6 +20,16 @@ if [ ! -d "$LOGS_DIR" ]; then
     mkdir -p "$LOGS_DIR"
 fi
 
+# The virtual environment is now created and populated by the Dockerfile.
+# We just need to ensure SCRIPT_DIR points to /app if this script is not run from /app
+# Assuming SCRIPT_DIR will be /app based on WORKDIR and entrypoint execution context
+
+# Activate the pre-built virtual environment
+echo "Activating the pre-built virtual environment at $SCRIPT_DIR/.venv..."
+source "$SCRIPT_DIR/.venv/bin/activate"
+
+# Dependency installation is now handled by the Dockerfile.
+
 # Find all subdirectories in the servers directory
 subdirs=$(find "$SERVERS_DIR" -mindepth 1 -maxdepth 1 -type d | sort)
 
@@ -39,23 +49,11 @@ for subdir in $subdirs; do
     # Move into the subdirectory
     cd "$subdir" || continue
 
-    echo "Setting up Python environment..."
-    # Create a Python virtual environment using uv
-    uv venv --python 3.12
-    
-    # Activate the virtual environment
-    source .venv/bin/activate
-    
-    echo "Installing requirements in $(pwd)..."
-    # Install requirements from pyproject.toml
-    if [ -f "pyproject.toml" ]; then
-        uv pip install --requirement pyproject.toml >> "$log_file" 2>&1
-    else
-        echo "Warning: pyproject.toml not found in $subdir" | tee -a "$log_file"
-    fi
+    # Python environment setup is now global, so no local venv creation/activation needed here
 
     echo "Starting server on port $port (logs in $log_file)..."
     # Start the server in the background with the current port and redirect output to log file
+    # uv run will use the globally activated venv
     uv run python server.py --port $port >> "$log_file" 2>&1 &
 
     # Store the process ID for potential cleanup later
@@ -65,8 +63,7 @@ for subdir in $subdirs; do
     # Save PID to a file for easy management
     echo "$server_pid" > "$pid_file"
 
-    # Deactivate the virtual environment
-    deactivate
+    # No local deactivation needed
 
     # Return to the original directory
     cd "$SCRIPT_DIR"
@@ -77,6 +74,11 @@ for subdir in $subdirs; do
     echo "-----------------------------------"
 done
 
+# Deactivate the global virtual environment
+echo "Deactivating the global virtual environment."
+deactivate
+
 echo "All servers have been started. Logs are available in the $LOGS_DIR directory."
+echo "The shared virtual environment at $SCRIPT_DIR/.venv was used."
 echo "To stop all servers, use: kill \$(cat $LOGS_DIR/*.pid)"
 echo "To view logs in real-time for a specific server, use: tail -f $LOGS_DIR/server_name_port.log"