ComposioHQ / composio
- вторник, 23 июля 2024 г. в 00:00:01
Composio equips agents with well-crafted tools empowering them to tackle complex tasks
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We believe AI Based Agents/Workflows are the future. Composio is the best toolset to integrate AI Agents to best Agentic Tools and use them to accomplish tasks.
100+ Tools: Support for a range of different categories
Frameworks: Use tools with agent frameworks like OpenAI, Claude, LlamaIndex, Langchain, CrewAI, Autogen, Gemini, Julep, Lyzr, and more in a single line of code.
Managed Authorisation: Supports six different auth protocols. Access Token, Refresh token, OAuth, API Keys, JWT, and more abstracted out so you can focus on the building agents.
Accuracy: Get upto 40% better agentic accuracy in your tool calls due to better tool designs.
Embeddable: Whitelabel in the backend of your applications managing Auth & Integrations for all your users & agents and maintain a consistent experience.
Pluggable: Designed to be extended with additional Tools, Frameworks and Authorisation Protocols very easily.
To get started, type the following command in your Terminal.
pip install composio-core
If you want to install the 'composio' package along with its openai plugin: pip install composio-openai
.
Let's use Composio to create an AI Agent that can star a Github Repo.
composio add github # Connect your Github - Run this in terminal
from openai import OpenAI
from composio_openai import ComposioToolSet, App, Action
openai_client = OpenAI(
api_key="{{OPENAIKEY}}"
)
# Initialise the Composio Tool Set
composio_tool_set = ComposioToolSet()
# Get GitHub tools that are pre-configured
actions = composio_tool_set.get_actions(
actions=[Action.GITHUB_ACTIVITY_STAR_REPO_FOR_AUTHENTICATED_USER]
)
my_task = "Star a repo composiodev/composio on GitHub"
# Setup openai assistant
assistant_instruction = "You are a super intelligent personal assistant"
assistant = openai_client.beta.assistants.create(
name="Personal Assistant",
instructions=assistant_instruction,
model="gpt-4-turbo",
tools=actions,
)
# create a thread
thread = openai_client.beta.threads.create()
message = openai_client.beta.threads.messages.create(
thread_id=thread.id,
role="user",
content=my_task
)
# Execute Agent with integrations
run = openai_client.beta.threads.runs.create(
thread_id=thread.id,
assistant_id=assistant.id
)
# Execute Function calls
response_after_tool_calls = composio_tool_set.wait_and_handle_assistant_tool_calls(
client=openai_client,
run=run,
thread=thread,
)
print(response_after_tool_calls)
To get started with the Composio SDK in Javascript, follow these steps:
npm install composio-core
import { OpenAI } from "openai";
import { OpenAIToolSet } from "composio-core";
const toolset = new OpenAIToolSet({
apiKey: process.env.COMPOSIO_API_KEY,
});
async function setupUserConnectionIfNotExists(entityId) {
const entity = await toolset.client.getEntity(entityId);
const connection = await entity.getConnection('github');
if (!connection) {
// If this entity/user hasn't already connected the account
const connection = await entity.initiateConnection(appName);
console.log("Log in via: ", connection.redirectUrl);
return connection.waitUntilActive(60);
}
return connection;
}
async function executeAgent(entityName) {
const entity = await toolset.client.getEntity(entityName)
await setupUserConnectionIfNotExists(entity.id);
const tools = await toolset.get_actions({ actions: ["github_issues_create"] }, entity.id);
const instruction = "Make an issue with sample title in the repo - himanshu-dixit/custom-repo-breaking"
const client = new OpenAI({ apiKey: process.env.OPEN_AI_API_KEY })
const response = await client.chat.completions.create({
model: "gpt-4-turbo",
messages: [{
role: "user",
content: instruction,
}],
tools: tools,
tool_choice: "auto",
})
console.log(response.choices[0].message.tool_calls);
await toolset.handle_tool_call(response, entity.id);
}
executeAgent("your-entity-name");
node your_script.js
This will set up the Composio SDK and execute an agent that creates a GitHub issue using the provided instructions.
For more details, refer to the Composio SDK Documentation.
As part of our open-source community, we hold ourselves and other contributors to a high standard of communication. As a participant and contributor to this project, you agree to abide by our Code of Conduct.
Composio is open-source and we welcome contributions. Please fork the repository, create a new branch for your feature, add your feature or improvement, and send a pull request.
Also go through our Contribution Guidelines and Code of Conduct before you start.
Composio is licensed under the Elastic License - see the LICENSE file for details.