Use Composio to get an array of tools with your LlamaIndex agent.
Project description
🦙 Using Composio With LlamaIndex
Integrate Composio with llamaindex agents to allow them to interact seamlessly with external apps & data sources, enhancing their functionality and reach.
Goal
- Star a repository on GitHub using natural language commands through a llamaindex Agent.
Installation and Setup
Ensure you have the necessary packages installed and connect your GitHub account to allow your agents to utilize GitHub functionalities.
# Install Composio llamaindex package
pip install composio-llamaindex
# Connect your GitHub account
composio-cli add github
# View available applications you can connect with
composio-cli show-apps
Usage Steps
1. Import Base Packages
Prepare your environment by initializing necessary imports from llamaindex and setting up your agent.
from llama_index.llms.openai import OpenAI
from llama_index.core.llms import ChatMessage
from llama_index.core.agent import FunctionCallingAgentWorker
import dotenv
from llama_index.core.tools import FunctionTool
# Load environment variables from .env
dotenv.load_dotenv()
llm = OpenAI(model="gpt-4o")
2. Fetch GitHub llamaindex Tools via Composio
Access GitHub tools provided by Composio for llamaindex.
from composio_llamaindex import App, Action, ComposioToolSet
# Get All the tools
composio_toolset = ComposioToolSet()
tools = composio_toolset.get_actions(
actions=[Action.GITHUB_ACTIVITY_STAR_REPO_FOR_AUTHENTICATED_USER]
)
print(tools)
3. Prepare the Agent
Configure the agent to perform tasks such as starring a repository on GitHub.
prefix_messages = [
ChatMessage(
role="system",
content=(
"You are now a integration agent, and what ever you are requested, you will try to execute utilizing your toools."
),
)
]
agent = FunctionCallingAgentWorker(
tools=tools,
llm=llm,
prefix_messages=prefix_messages,
max_function_calls=10,
allow_parallel_tool_calls=False,
verbose=True,
).as_agent()
4. Check Response
Validate the execution and response from the agent to ensure the task was completed successfully.
response = agent.chat("Hello! I would like to star a repo SamparkAI/docs on GitHub")
print("Response:", response)
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