docs: update Python version requirement to 3.12; correct example paths from spoon-cookbook to spoon-core

Author: veithly

docs/cli/installation.md

@@ -28,7 +28,7 @@ pip install -e .
 
 ### Minimum Requirements
 
-- **Python**: 3.11 or higher
+- **Python**: 3.12 or higher
 - **Operating System**: Linux, macOS, or Windows
 - **Memory**: 4GB RAM minimum, 8GB recommended
 - **Disk Space**: 500MB for installation
@@ -120,7 +120,7 @@ This command will show:
 
 ```bash
 python --version
-# Should show 3.11 or higher
+# Should show 3.12 or higher
 ```
 
 2. **Permission Denied**

docs/core-concepts/agents.md

@@ -274,7 +274,7 @@ response = await agent.run("Get Bitcoin price and analyze trends")
 - Production deployment considerations
 
 #### 🔍 [MCP Spoon Search Agent](../examples/mcp-spoon-search-agent.md)
-**GitHub**: [View Source](https://github.com/XSpoonAi/spoon-ai/tree/main/spoon-cookbook/example/spoon_search_agent.py)
+**GitHub**: [View Source](https://github.com/XSpoonAi/spoon-core/blob/main/examples/mcp/spoon_search_agent.py)
 
 **What it demonstrates:**
 - MCP-enabled agent with dynamic tool discovery

docs/core-concepts/mcp-protocol.md

@@ -440,7 +440,7 @@ result = await mcp_tools.execute_tool("slow_tool", {})
 - **[Graph System](../core-concepts/graph-system.md)** - Advanced workflow orchestration
 - **[Agent Architecture](../core-concepts/agents.md)** - Agent-MCP integration patterns
 - **[API Reference](../api-reference/)** - Complete SpoonOS API documentation
-**GitHub**: [View Source](https://github.com/XSpoonAi/spoon-ai/tree/main/spoon-cookbook/example/spoon_search_agent.py)
+**GitHub**: [View Source](https://github.com/XSpoonAi/spoon-core/blob/main/examples/mcp/spoon_search_agent.py)
 
 **What it demonstrates:**
 - Complete MCP server integration and tool discovery

docs/examples/graph-crypto-analysis.md

@@ -100,7 +100,7 @@ export TAVILY_API_KEY="your-tavily-api-key"       # Search engine
 
 ```bash
 # Navigate to examples directory
-cd spoon-cookbook/example
+cd spoon-core/example
 
 # Install dependencies
 pip install -r requirements.txt

docs/examples/intent-graph-demo.md

@@ -81,7 +81,7 @@ export TAVILY_API_KEY="your-tavily-api-key"       # Search engine
 
 ```bash
 # Navigate to examples directory
-cd spoon-cookbook/example
+cd spoon-core/example
 
 # Install dependencies
 pip install -r requirements.txt

docs/examples/mcp-spoon-search-agent.md

@@ -48,7 +48,7 @@ npx --version              # Ensure npx is available
 
 ```bash
 # Navigate to examples directory
-cd spoon-cookbook/example
+cd spoon-core/example
 
 # Install dependencies
 pip install -r requirements.txt

docs/getting-started/installation.md

@@ -2,7 +2,7 @@
 
 ## Prerequisites
 
-- Python 3.11 or higher
+- Python 3.12 or higher
 - Git
 - Virtual environment (recommended)
 
@@ -29,7 +29,7 @@ python -m venv spoon-env
 
 > 💡 On newer Apple Silicon Macs the `python` shim may not point to Python 3.
 > Use `python3` for all commands unless you have explicitly configured `python`
-> to target Python 3.10 or later.
+> to target Python 3.12 or later.
 
 ### 3. Install Dependencies