### Setup and Run Quickstart Example

Source: https://github.com/agno-agi/docs/blob/main/examples/basics/sequential-workflow.mdx

Follow these steps to clone the repository, set up a virtual environment, and run the sequential workflow example.

```bash
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/00_quickstart

./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python sequential_workflow.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/workflows/conditional-branching/router-with-loop.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/04_workflows/05_conditional_branching

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python router_with_loop.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/google/gemini/audio-input-local-file-upload.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script. This is necessary to execute the audio input example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/google/gemini

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python audio_input_local_file_upload.py

```

--------------------------------

### Setup and Run Agno Quickstart Example

Source: https://github.com/agno-agi/docs/blob/main/examples/basics/multi-agent-team.mdx

Provides bash commands to clone the Agno repository, navigate to the quickstart directory, set up a virtual environment, and run the multi-agent team example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/00_quickstart

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python multi_agent_team.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/agents/input-output/response-as-variable.mdx

These bash commands guide you through cloning the repository, setting up the virtual environment, and running the Python example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/02_agents/02_input_output

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python response_as_variable.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/xai/image-agent-bytes.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/xai

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python image_agent_bytes.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/reasoning/tools/memory-tools.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the Python example script for Memory Tools.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/10_reasoning/tools

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python memory_tools.py
```

--------------------------------

### Setup and Run Agno Quickstart Example

Source: https://github.com/agno-agi/docs/blob/main/examples/knowledge/quickstart.mdx

These bash commands outline the steps to clone the Agno repository, navigate to the quickstart directory, set up a virtual environment, and execute the Python quickstart script. This is necessary to run the provided Python code.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/07_knowledge

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python quickstart.py
```

--------------------------------

### Run Example Setup and Execution

Source: https://github.com/agno-agi/docs/blob/main/examples/models/openai/responses/agent-flex-tier.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/openai/responses

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python agent_flex_tier.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/agent-os/advanced-demo/reasoning-model.mdx

Clone the repository, navigate to the example directory, set up a virtual environment, and run the Python script to start the AgentOS server.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/advanced_demo

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python reasoning_model.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/cohere/image-agent-local-file.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script. Activate the virtual environment before execution.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/cohere

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python image_agent_local_file.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/agent-os/background-tasks/background-output-evaluation.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the Python script for the background task evaluation example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/background_tasks

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python background_output_evaluation.py
```

--------------------------------

### Setup and Run Redis Workflow Example

Source: https://github.com/agno-agi/docs/blob/main/examples/storage/redis/redis-for-workflow.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script. Ensure you have Git and Python installed.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/06_storage/redis

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python redis_for_workflow.py
```

--------------------------------

### Setup and Run Nexus Basic Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/nexus/basic.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script. Ensure you have Git and Python installed.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/nexus

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python basic.py
```

--------------------------------

### Run Example Setup Instructions

Source: https://github.com/agno-agi/docs/blob/main/examples/models/openai/chat/basic-stream-metrics.mdx

Instructions for setting up the repository and running the Python example. This includes cloning the repository, navigating to the directory, and setting up a virtual environment.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/openai/chat

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python basic_stream_metrics.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/agent-os/rbac/asymmetric/custom-scope-mappings.mdx

Provides instructions for setting up the project, including cloning the repository, creating a virtual environment, activating it, and exporting necessary API keys before running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/rbac/asymmetric

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

# Export relevant API keys
export JWT_SIGNING_KEY="***"
export JWT_VERIFICATION_KEY="***"

python custom_scope_mappings.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/agent-os/middleware/agent-os-with-jwt-middleware-cookies.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the Python script to start the AgentOS server.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/middleware

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python agent_os_with_jwt_middleware_cookies.py
```

--------------------------------

### Bash Commands for Setup and Run

Source: https://github.com/agno-agi/docs/blob/main/examples/agent-os/customize/update-from-lifespan.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the Python example. Ensure you have Git and Python installed.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/customize

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python update_from_lifespan.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/teams/basics/history-of-members.mdx

Clone the repository, navigate to the example directory, set up a virtual environment, and run the Python script to execute the demonstration.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/01_quickstart

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 06_history_of_members.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/workflows/basic-workflows/sequence-of-steps/workflow-using-steps.mdx

Instructions for setting up the environment by cloning the repository, navigating to the example directory, creating a virtual environment, and running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/04_workflows/01_basic_workflows/01_sequence_of_steps

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python workflow_using_steps.py
```

--------------------------------

### Run AgentOS Example Setup and Execution

Source: https://github.com/agno-agi/docs/blob/main/examples/agent-os/customize/custom-health-endpoint.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the Python script. Ensure you have Git and Python installed.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/customize

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python custom_health_endpoint.py
```

--------------------------------

### Setup and Run Tool Use Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/nebius/tool-use.mdx

Instructions for cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/nebius

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python tool_use.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/components/save-workflow.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and executing the Python script to save a workflow. Ensure you have Git and Python installed.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/93_components

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python save_workflow.py
```

--------------------------------

### Setup and Run Culture Metrics Example

Source: https://github.com/agno-agi/docs/blob/main/examples/agents/advanced/culture-metrics.mdx

These bash commands guide you through cloning the Agno repository, setting up the necessary environment, and running the culture metrics Python script. Ensure you have Git and Python installed.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/02_agents/14_advanced

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python culture_metrics.py
```

--------------------------------

### Setup and Run AgentQL Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/agentql-tools.mdx

Commands to clone the repository, set up a virtual environment, and execute the AgentQL example script. Ensure Playwright is installed by running 'playwright install'.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python agentql_tools.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/teams/structured-input-output/response-as-variable.mdx

Instructions for setting up the project environment, including cloning the repository, creating a virtual environment, and activating it before running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/structured_input_output

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python response_as_variable.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/evals/reliability/reliability-async.mdx

These bash commands demonstrate how to clone the repository, navigate to the example directory, set up a virtual environment, and run the asynchronous reliability evaluation script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/09_evals/reliability

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python reliability_async.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/mcp/mcp-toolbox-for-db.mdx

This bash script demonstrates how to clone the repository, navigate to the cookbook directory, set up a virtual environment, activate it, and run the Python example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools/mcp

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python mcp_toolbox_for_db.py
```

--------------------------------

### Setup and Run Client Example

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/mcp/local-server/client.mdx

Instructions to clone the repository, set up the virtual environment, and run the Python client script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools/mcp/local_server

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python client.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/other/include-exclude-tools.mdx

Instructions for setting up the repository and running the Python script to demonstrate the include/exclude tools functionality.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools/other

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python include_exclude_tools.py
```

--------------------------------

### Bash Commands for Example Setup

Source: https://github.com/agno-agi/docs/blob/main/examples/teams/human-in-the-loop/external-tool-execution-stream.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, and setting up a Python virtual environment for running the external tool execution example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/human_in_the_loop

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python external_tool_execution_stream.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/other/complex-input-types.mdx

Instructions for setting up the repository, activating the virtual environment, and running the Python script that demonstrates the complex input types with tools.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools/other

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python complex_input_types.py
```

--------------------------------

### Setup and Run Docling Example

Source: https://github.com/agno-agi/docs/blob/main/examples/knowledge/readers/docling-multi-formats.mdx

Clone the repository, navigate to the cookbook directory, and set up a virtual environment. Install additional dependencies for audio/video processing and optionally run PgVector. Execute the Python script to run the example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/07_knowledge/05_integrations/readers

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

# Install additional dependencies for audio/video processing
uv pip install -U openai-whisper

# Optional: Run PgVector (needs docker)
./cookbook/scripts/run_pgvector.sh

python docling_reader_multi_format.py
```

--------------------------------

### Setup and Run Agno Example

Source: https://github.com/agno-agi/docs/blob/main/examples/memory/multi-user-multi-session-chat-concurrent.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the concurrent multi-user chat example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/11_memory

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 06_multi_user_multi_session_chat_concurrent.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/learning/basics/a-session-context-summary.mdx

Provides bash commands to clone the repository, navigate to the example directory, set up a virtual environment, and run the Python script for the session context summary mode demo.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/08_learning/01_basics

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 3a_session_context_summary.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/models/aws/bedrock/structured-output.mdx

Instructions for setting up the repository, activating a virtual environment, and running the Python script to execute the structured output example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/aws/bedrock

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python structured_output.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/youtube-tools.mdx

Instructions for setting up the Agno repository, including cloning, installing dependencies, and activating a virtual environment, to run the YouTube tools example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python youtube_tools.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/knowledge/chunking/code-chunking-custom-tokenizer.mdx

Instructions for setting up the repository, activating the virtual environment, and running the Python script. Optional steps for running PgVector are also included.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/07_knowledge/chunking

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

# Optiona: Run PgVector (needs docker)
./cookbook/scripts/run_pgvector.sh

python code_chunking_custom_tokenizer.py
```

--------------------------------

### Run Example Setup Script

Source: https://github.com/agno-agi/docs/blob/main/examples/teams/learning/team-configured-learning.mdx

Execute the provided bash script to clone the repository, set up a virtual environment, and install dependencies for running the Python example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/learning

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 02_team_configured_learning.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/teams/basics/concurrent-member-agents.mdx

Provides shell commands to clone the repository, navigate to the example directory, set up a virtual environment, and execute the Python script for the concurrent member agents.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/01_quickstart

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 08_concurrent_member_agents.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/google-bigquery-tools.mdx

These bash commands guide you through cloning the Agno repository, setting up a virtual environment, and executing the BigQuery tools example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python google_bigquery_tools.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/models/nebius/basic.mdx

Instructions for cloning the repository, setting up the virtual environment, and running the Python example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/nebius

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python basic.py
```

--------------------------------

### Setup and Run Remote Team Example

Source: https://github.com/agno-agi/docs/blob/main/examples/teams/run-control/remote-team.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, and running the Python example for the Remote Team.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/run_control

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python remote_team.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/reasoning/models/gemini/async-reasoning-stream.mdx

Provides shell commands to clone the repository, navigate to the example directory, set up a virtual environment, and execute the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/10_reasoning/models/gemini

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python async_reasoning_stream.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/agents/state-and-session/session-state-events.mdx

This bash script demonstrates how to clone the repository, set up the virtual environment, and run the Python example script for session state events.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/02_agents/05_state_and_session

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python session_state_events.py
```

--------------------------------

### Setup and Run Agno Example

Source: https://github.com/agno-agi/docs/blob/main/examples/reasoning/models/azure-openai/o3-mini-with-tools.mdx

These bash commands guide you through cloning the Agno repository, setting up a virtual environment, and running the O3 Mini Python example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/10_reasoning/models/azure_openai

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python o3_mini_with_tools.py
```

--------------------------------

### Clone and Setup Repository for Tracing Example

Source: https://github.com/agno-agi/docs/blob/main/examples/agent-os/tracing/basic-team-tracing.mdx

These bash commands guide you through cloning the repository, navigating to the correct directory, and setting up a virtual environment for the tracing example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/tracing

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 02_basic_team_tracing.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/teams/human-in-the-loop/confirmation-required-async.mdx

Provides bash commands to clone the repository, set up a virtual environment, and run the asynchronous confirmation example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/human_in_the_loop

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python confirmation_required_async.py
```

--------------------------------

### Setup and Run Together Reasoning Agent Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/together/reasoning-agent.mdx

Clones the repository, sets up a virtual environment, and runs the Python example script. Ensure you have git and Python installed.

```bash
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/together
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python reasoning_agent.py
```

--------------------------------

### Run Example Setup Script

Source: https://github.com/agno-agi/docs/blob/main/examples/models/meta/llama-openai/memory.mdx

Provides commands to clone the repository, set up a virtual environment, and optionally start a PostgreSQL container with pgvector for running the agent example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/meta/llama_openai

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

# Optiona: Run PgVector (needs docker)
./cookbook/scripts/run_pgvector.sh

python memory.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/learning/session-context/planning-mode.mdx

Provides instructions for setting up the development environment and running the Python example script. This includes cloning the repository, navigating to the correct directory, and activating a virtual environment.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/08_learning/03_session_context

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 02_planning_mode.py
```

--------------------------------

### Setup and Run Xai Basic Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/xai/basic.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/xai

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python basic.py
```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/models/lmstudio/structured-output.mdx

Instructions to clone the repository, navigate to the example directory, set up a virtual environment, and run the Python script to execute the structured output example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/lmstudio

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python structured_output.py
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/knowledge/readers/doc-kb-async.mdx

These bash commands guide you through cloning the repository, setting up the environment, optionally running a PostgreSQL database with pgvector, and executing the Python example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/07_knowledge/readers

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

# Optiona: Run PgVector (needs docker)
./cookbook/scripts/run_pgvector.sh

python doc_kb_async.py
```

--------------------------------

### Setup and Run Learning Examples

Source: https://github.com/agno-agi/docs/blob/main/cookbook/learning/overview.mdx

Clone the Agno repository, navigate to the learning cookbook examples, set up the virtual environment, and run the provided Python scripts.

```bash
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/08_learning

# Setup
./setup_venv.sh

# Run examples
python 01_basics/1a_user_profile_always.py
python 07_patterns/personal_assistant.py
```

--------------------------------

### Setup and Run Portkey Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/portkey/basic.mdx

Instructions for cloning the repository, setting up a virtual environment, and running the Portkey basic Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/portkey

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python basic.py
```

--------------------------------

### Setup and Run IBM WatsonX Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/ibm/watsonx/basic.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script. Follow these steps to execute the `basic.py` example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/ibm/watsonx

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python basic.py
```

--------------------------------

### Setup and Run Llama Cpp Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/llama-cpp/tool-use.mdx

Commands to clone the repository, set up a virtual environment, and run the Python example script. This includes installing dependencies and activating the environment.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/llama_cpp

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python tool_use.py

```

--------------------------------

### Setup and Run Zendesk Tools Example

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/zendesk-tools.mdx

Instructions for setting up the Agno repository, activating a virtual environment, and running the Zendesk tools Python script. This is a command-line setup guide.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python zendesk_tools.py
```

--------------------------------

### Setup and Run Local Server Example

Source: https://github.com/agno-agi/docs/blob/main/examples/tools/mcp/local-server/server.mdx

Provides instructions to clone the repository, navigate to the example directory, set up a virtual environment, and run the Python server script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools/mcp/local_server

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python server.py
```

--------------------------------

### Setup and Run Tool Choice Example

Source: https://github.com/agno-agi/docs/blob/main/examples/agents/tools/tool-choice.mdx

Provides bash commands to clone the repository, navigate to the example directory, set up a virtual environment, and run the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/02_agents/04_tools

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python tool_choice.py
```

--------------------------------

### Setup and Run Persistent Session Storage Example

Source: https://github.com/agno-agi/docs/blob/main/examples/storage/persistent-session-storage.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, setting up a virtual environment, and running the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/06_storage

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python 01_persistent_session_storage.py

```

--------------------------------

### Setup and Run Basic Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/meta/llama-openai/basic.mdx

Provides shell commands to clone the repository, set up a virtual environment, and run the Python example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/meta/llama_openai

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python basic.py
```

--------------------------------

### Setup and Run Agno Example

Source: https://github.com/agno-agi/docs/blob/main/examples/integrations/observability/arize-phoenix-via-openinference.mdx

These bash commands guide you through cloning the repository, setting up a virtual environment, exporting necessary API keys, and running the Python example script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/92_integrations/observability

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

# Export relevant API keys
export PHOENIX_API_KEY="***"
export PHOENIX_COLLECTOR_ENDPOINT="***"

python arize_phoenix_via_openinference.py
```

--------------------------------

### Setup Infinity Server

Source: https://github.com/agno-agi/docs/blob/main/knowledge/teams/distributed-infinity-search.mdx

Install Infinity embedding dependencies and start the Infinity server with a specified model and port.

```bash
uv pip install "infinity-emb[all]"
infinity_emb v2 --model-id BAAI/bge-reranker-base --port 7997
```

--------------------------------

### Setup and Run Example

Source: https://github.com/agno-agi/docs/blob/main/examples/components/workflows/save-conditional-steps.mdx

Provides instructions for cloning the repository and navigating to the example directory to run the Python script.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/93_components/workflows

```

--------------------------------

### Setup and Run Example Script

Source: https://github.com/agno-agi/docs/blob/main/examples/workflows/advanced-concepts/structured-io/pydantic-input.mdx

Instructions for setting up the repository, creating a virtual environment, and running the Python script to execute the workflow.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/04_workflows/06_advanced_concepts/structured_io

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python pydantic_input.py
```

--------------------------------

### Run the Agno Auto-Wrap Example

Source: https://github.com/agno-agi/docs/blob/main/examples/workflows/advanced-concepts/nested-workflows/nested-workflow-auto-wrap.mdx

These bash commands outline the steps to clone the Agno repository, navigate to the example directory, install dependencies, and run the Python script. This setup is necessary to execute the auto-wrap workflow example.

```bash
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/04_workflows/06_advanced_concepts/workflow_as_a_step

pip install agno openai

python nested_workflow_pass_direct_workflow.py
```

--------------------------------

### Setup and Run CometAPI Image Analysis Example

Source: https://github.com/agno-agi/docs/blob/main/examples/models/cometapi/image-agent-with-memory.mdx

These bash commands guide you through cloning the repository, navigating to the example directory, and setting up a virtual environment to run the Python script. Execute these commands in your terminal to run the example.

```bash
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/90_models/cometapi

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python image_agent_with_memory.py
```