### Install Agora Protocol and Agent Frameworks

Source: https://github.com/agora-protocol/python/blob/main/docs/getting-started.md

Commands to install the Agora Protocol library along with necessary dependencies for LangChain and Camel AI agent frameworks.

```bash
pip install agora-protocol
```

```bash
pip install langchain_openai
pip install Pillow requests_oauthlib # Dependencies for camel-ai
pip install camel-ai
```

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

### Install Agora Protocol Python Library

Source: https://github.com/agora-protocol/python/blob/main/README.md

Installs the Agora Protocol Python library using pip, the Python package installer. This command adds the necessary dependencies to your environment.

```bash
pip install agora-protocol
```

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

### Start Agora Receiver HTTP Server

Source: https://github.com/agora-protocol/python/blob/main/docs/getting-started.md

Code to instantiate and run an HTTP server for the Agora Receiver agent, making it accessible on a specified port for incoming requests from sender agents.

```python
server = agora.ReceiverServer(receiver)
server.run(port=5000)
```

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

### Receive Data with Agora Protocol Python Receiver

Source: https://github.com/agora-protocol/python/blob/main/README.md

This example illustrates how to set up an Agora receiver agent using a Camel toolformer. It defines a local tool function `weather_db` to handle incoming requests by providing temperature and precipitation data, and then starts a `ReceiverServer` to listen for connections on port 5000.

```python
import agora
import camel.types # Needs to be installed separately

toolformer = agora.toolformers.CamelToolformer(
  camel.types.ModelPlatformType.OPENAI,
  camel.types.ModelType.GPT_4O
)

def weather_db(city: str) -> dict:
  """Gets the temperature and precipitation in a city.
  
  Args:
    city: The name of the city for which to retrieve the weather
  
  Returns:
    A dictionary containing the temperature and precipitation in the city (both ints)

  """
  # Put your tool logic here
  return {
    'temperature': 25,
    'precipitation': 12
  }


receiver = agora.Receiver.make_default(toolformer, tools=[weather_db])

server = agora.ReceiverServer(receiver)
server.run(port=5000)
```

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

### Send Data with Agora Protocol Python Sender

Source: https://github.com/agora-protocol/python/blob/main/README.md

This example demonstrates how to configure an Agora sender agent using a LangChain toolformer. It defines a remote task `get_temperature` with parameters and return types, and shows how to invoke it, targeting a receiver at `http://localhost:5000` to retrieve weather data.

```python
import agora
from langchain_openai import ChatOpenAI # Needs to be installed separately

model = ChatOpenAI(model="gpt-4o-mini")
toolformer = agora.toolformers.LangChainToolformer(model)

sender = agora.Sender.make_default(toolformer)

@sender.task()
def get_temperature(city : str) -> int:
  """
  Get the temperature for a given city.

  Parameters:
    city: The name of the city for which to retrieve the weather

  Returns:
    The temperature in °C for the given city.
  """
  pass


response = get_temperature('New York', target='http://localhost:5000')
print(response) # Output: 25
```

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

### API: weather_db Tool Function

Source: https://github.com/agora-protocol/python/blob/main/docs/getting-started.md

Documentation for the `weather_db` tool function, detailing its arguments and the structure of its dictionary return value. This tool provides weather data for a city.

```APIDOC
weather_db(city: str) -> dict
  Args:
    city: The name of the city for which to retrieve the weather
  Returns: A dictionary containing the temperature and precipitation in the city (both ints)
```

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

### Invoke Agora Sender Task

Source: https://github.com/agora-protocol/python/blob/main/docs/getting-started.md

Demonstrates how to call the `get_temperature` task, specifying the target receiver agent's URL. The Agora protocol handles the communication and returns the result.

```python
response = get_temperature('New York', target='http://localhost:5000')
print(response) # Output: 25
```

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

### Define Agora Receiver Agent with Local Tool

Source: https://github.com/agora-protocol/python/blob/main/docs/getting-started.md

Sets up an Agora Receiver agent, integrating with Camel AI and defining a local Python function `weather_db` that acts as a tool. This tool can be invoked by sender agents.

```python
import agora
import camel.types # Needs to be installed separately

toolformer = agora.toolformers.CamelToolformer(
  camel.types.ModelPlatformType.OPENAI,
  camel.types.ModelType.GPT_4O
)

def weather_db(city: str) -> dict:
  """Gets the temperature and precipitation in a city.
  
  Args:
    city: The name of the city for which to retrieve the weather
  
  Returns:
    A dictionary containing the temperature and precipitation in the city (both ints)

  """
  # Put your tool logic here
  return {
    'temperature': 25,
    'precipitation': 12
  }
```

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

### API: get_temperature Task

Source: https://github.com/agora-protocol/python/blob/main/docs/getting-started.md

Documentation for the `get_temperature` task, outlining its parameters and return type. This task retrieves temperature data for a specified city.

```APIDOC
get_temperature(city: str) -> int
  city: The name of the city for which to retrieve the weather
  Returns: The temperature in °C for the given city.
```

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

### Define Agora Sender Agent Task

Source: https://github.com/agora-protocol/python/blob/main/docs/getting-started.md

Initializes an Agora Sender agent with a LangChainToolformer and defines a remote task `get_temperature` using the `@sender.task` decorator. This function is automatically exposed for remote calls.

```python
import agora
from langchain_openai import ChatOpenAI

model = ChatOpenAI(model="gpt-4o-mini")
toolformer = agora.toolformers.LangChainToolformer(model)

sender = agora.Sender.make_default(toolformer)

@sender.task()
def get_temperature(city : str) -> int:
  """
  Get the temperature for a given city.

  Parameters:
    city: The name of the city for which to retrieve the weather

  Returns:
    The temperature in °C for the given city.
  """
  pass
```

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