update install instructions to remove the

Author: mneedham

docs/use-cases/AI_ML/MCP/ai_agent_libraries/agno.md

@@ -33,9 +33,9 @@ You can run the following steps either from your Python REPL or via script.
 Install the Agno library by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q agno
-!pip install -q ipywidgets
+pip install -q --upgrade pip
+pip install -q agno
+pip install -q ipywidgets
 ```
 
 ## Setup credentials {#setup-credentials}
@@ -53,7 +53,7 @@ Enter Anthropic API Key: ········
 
 :::note Using another LLM provider
 If you don't have an Anthropic API key, and want to use another LLM provider,
-you can find the instructions for setting up your credentials in the [DSPy docs](https://dspy.ai/#__tabbed_1_1)
+you can find the instructions for setting up your credentials in the [Agno docs](https://docs.agno.com/concepts/models/introduction)
 :::
 
 Next, define the credentials needed to connect to the ClickHouse SQL playground:

docs/use-cases/AI_ML/MCP/ai_agent_libraries/claude-agent-sdk.md

@@ -33,9 +33,9 @@ You can run the following steps either from your Python REPL or via script.
 Install the Claude Agent SDK library by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q claude-agent-sdk
-!pip install -q ipywidgets
+pip install -q --upgrade pip
+pip install -q claude-agent-sdk
+pip install -q ipywidgets
 ```
 
 ## Setup credentials {#setup-credentials}

docs/use-cases/AI_ML/MCP/ai_agent_libraries/crewai.md

@@ -33,9 +33,9 @@ You can run the following steps either from your Python REPL or via script.
 Install the CrewAI library by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q "crewai-tools[mcp]"
-!pip install -q ipywidgets
+pip install -q --upgrade pip
+pip install -q "crewai-tools[mcp]"
+pip install -q ipywidgets
 ```
 
 ## Setup credentials {#setup-credentials}

docs/use-cases/AI_ML/MCP/ai_agent_libraries/dspy.md

@@ -34,9 +34,9 @@ This example can be found as a notebook in the [examples repository](https://git
 Run the following commands using `pip` to install the required libraries:
 
 ```shell
-!pip install -q --upgrade pip
-!pip install -q dspy
-!pip install -q mcp
+pip install -q --upgrade pip
+pip install -q dspy
+pip install -q mcp
 ```
 
 ## Setup credentials {#setup-credentials}

docs/use-cases/AI_ML/MCP/ai_agent_libraries/langchain.md

@@ -33,10 +33,8 @@ You can run the following steps either from your Python REPL or via script.
 Install the required libraries by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q langchain-mcp-adapters
-!pip install -q langgraph
-!pip install -q "langchain[anthropic]"
+pip install -q --upgrade pip
+pip install -q langchain-mcp-adapters langgraph "langchain[anthropic]"
 ```
 
 ## Setup credentials {#setup-credentials}

docs/use-cases/AI_ML/MCP/ai_agent_libraries/llamaindex.md

@@ -33,11 +33,8 @@ You can run the following steps either from your Python REPL or via script.
 Install the required libraries by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q llama-index
-!pip install -q clickhouse-connect
-!pip install -q llama-index-llms-anthropic
-!pip install -q llama-index-tools-mcp
+pip install -q --upgrade pip
+pip install -q llama-index clickhouse-connect llama-index-llms-anthropic llama-index-tools-mcp
 ```
 
 ## Setup credentials {#setup-credentials}

docs/use-cases/AI_ML/MCP/ai_agent_libraries/microsoft-agent-framework.md

@@ -33,9 +33,9 @@ You can run the following steps either from your Python REPL or via script.
 Install the Microsoft Agent Framework library by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q agent-framework --pre
-!pip install -q ipywidgets
+pip install -q --upgrade pip
+pip install -q agent-framework --pre
+pip install -q ipywidgets
 ```
 
 ## Setup credentials {#setup-credentials}

docs/use-cases/AI_ML/MCP/ai_agent_libraries/openai-agents.md

@@ -33,8 +33,8 @@ You can run the following steps either from your Python REPL or via script.
 Install the required library by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q openai-agents
+pip install -q --upgrade pip
+pip install -q openai-agents
 ```
 
 ## Setup credentials {#setup-credentials}

docs/use-cases/AI_ML/MCP/ai_agent_libraries/pydantic-ai.md

@@ -33,9 +33,9 @@ You can run the following steps either from your Python REPL or via script.
 Install the required library by running the following commands:
 
 ```python
-!pip install -q --upgrade pip
-!pip install -q "pydantic-ai-slim[mcp]"
-!pip install -q "pydantic-ai-slim[anthropic]" # replace with the appropriate package if using a different LLM provider
+pip install -q --upgrade pip
+pip install -q "pydantic-ai-slim[mcp]"
+pip install -q "pydantic-ai-slim[anthropic]" # replace with the appropriate package if using a different LLM provider
 ```
 
 ## Setup credentials {#setup-credentials}