Composio是一款开源的AI代理工具包,为AI代理和大语言模型(LLM)提供超过250+高质量集成的生产就绪工具,涵盖GitHub、Notion等软件集成,以及文件操作、Shell执行和搜索引擎调用等多种功能。该项目兼容OpenAI、Claude、Langchain等主流框架,内置OAuth、API Key、JWT等多协议认证,支持插件化扩展,并通过优化设计将工具调用准确率提升约40%。
源码:https://github.com/ComposioHQ/composio
文档:https://docs.composio.dev/getting-started/welcome
首先安装软件包
pip install composio-core
如果您想安装“composio”包及其 openai 插件:pip install composio-openai
。
让我们使用 OpenAI 创建一个 AI 代理,并使用 Composio 的 GitHub 工具来为 GitHub 存储库加注星标
笔记
在您的环境变量中设置您的 COMPOSIO_API_KEY 和 OPENAI_API_KEY。
将您的 GitHub 帐户连接到 Composio
composio add github # Run this in terminal
from openai import OpenAI
from composio_openai import ComposioToolSet, App, Action
# Initialize OpenAI client
openai_client = OpenAI(
api_key="{{OPENAIKEY}}"
)
# Initialize the Composio Tool Set
composio_tool_set = ComposioToolSet()
# Get GitHub tools that are pre-configured
actions = composio_tool_set.get_actions(
actions=[Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_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()
# Add user message to thread
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)
要开始使用 JavaScript 中的 Composio SDK,请按照以下步骤操作:
npm install composio-core
让我们使用 OpenAI 创建一个 AI 代理,并使用 Composio 的 GitHub 工具来为 GitHub 存储库加注星标
笔记
在您的环境变量中设置您的 COMPOSIO_API_KEY 和 OPENAI_API_KEY。
将您的 GitHub 帐户连接到 Composio
composio add github # Run this in terminal
import { OpenAIToolSet } from "composio-core";
import OpenAI from "openai";
const toolset = new OpenAIToolSet({ apiKey: process.env.COMPOSIO_API_KEY });
const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });
const tools = await toolset.getTools({
actions: ["GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER"]
});
async function createGithubAssistant(openai, tools) {
return await openai.beta.assistants.create({
name: "Github Assistant",
instructions: "You're a GitHub Assistant, you can do operations on GitHub",
tools: tools,
model: "gpt-4o"
});
}
async function executeAssistantTask(openai, toolset, assistant, task) {
const thread = await openai.beta.threads.create();
const run = await openai.beta.threads.runs.create(thread.id, {
assistant_id: assistant.id,
instructions: task,
tools: tools,
model: "gpt-4o",
stream: false
});
const call = await toolset.waitAndHandleAssistantToolCalls(openai, run, thread);
console.log(call);
}
(async () => {
const githubAssistant = await createGithubAssistant(openai, tools);
await executeAssistantTask(
openai,
toolset,
githubAssistant,
"Star the repository 'composiohq/composio'"
);
})();
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