Gmail Tool
The Gmail Tool allows your agent to create and view messages from a linked email account.
Setup
You will need to get an API key from Google here
and enable the new Gmail API.
Then, set the environment variables for GMAIL_CLIENT_EMAIL
, and either GMAIL_PRIVATE_KEY
, or GMAIL_KEYFILE
.
To use the Gmail Tool you need to install the following official peer dependency:
- npm
- Yarn
- pnpm
npm install @langchain/openai googleapis @langchain/community
yarn add @langchain/openai googleapis @langchain/community
pnpm add @langchain/openai googleapis @langchain/community
Usage
import { initializeAgentExecutorWithOptions } from "langchain/agents";
import { OpenAI } from "@langchain/openai";
import {
GmailCreateDraft,
GmailGetMessage,
GmailGetThread,
GmailSearch,
GmailSendMessage,
} from "@langchain/community/tools/gmail";
import { StructuredTool } from "@langchain/core/tools";
export async function run() {
const model = new OpenAI({
temperature: 0,
apiKey: process.env.OPENAI_API_KEY,
});
// These are the default parameters for the Gmail tools
// const gmailParams = {
// credentials: {
// clientEmail: process.env.GMAIL_CLIENT_EMAIL,
// privateKey: process.env.GMAIL_PRIVATE_KEY,
// },
// scopes: ["https://mail.google.com/"],
// };
// For custom parameters, uncomment the code above, replace the values with your own, and pass it to the tools below
const tools: StructuredTool[] = [
new GmailCreateDraft(),
new GmailGetMessage(),
new GmailGetThread(),
new GmailSearch(),
new GmailSendMessage(),
];
const gmailAgent = await initializeAgentExecutorWithOptions(tools, model, {
agentType: "structured-chat-zero-shot-react-description",
verbose: true,
});
const createInput = `Create a gmail draft for me to edit of a letter from the perspective of a sentient parrot who is looking to collaborate on some research with her estranged friend, a cat. Under no circumstances may you send the message, however.`;
const createResult = await gmailAgent.invoke({ input: createInput });
// Create Result {
// output: 'I have created a draft email for you to edit. The draft Id is r5681294731961864018.'
// }
console.log("Create Result", createResult);
const viewInput = `Could you search in my drafts for the latest email?`;
const viewResult = await gmailAgent.invoke({ input: viewInput });
// View Result {
// output: "The latest email in your drafts is from hopefulparrot@gmail.com with the subject 'Collaboration Opportunity'. The body of the email reads: 'Dear [Friend], I hope this letter finds you well. I am writing to you in the hopes of rekindling our friendship and to discuss the possibility of collaborating on some research together. I know that we have had our differences in the past, but I believe that we can put them aside and work together for the greater good. I look forward to hearing from you. Sincerely, [Parrot]'"
// }
console.log("View Result", viewResult);
}
API Reference:
- initializeAgentExecutorWithOptions from
langchain/agents
- OpenAI from
@langchain/openai
- GmailCreateDraft from
@langchain/community/tools/gmail
- GmailGetMessage from
@langchain/community/tools/gmail
- GmailGetThread from
@langchain/community/tools/gmail
- GmailSearch from
@langchain/community/tools/gmail
- GmailSendMessage from
@langchain/community/tools/gmail
- StructuredTool from
@langchain/core/tools
Related
- Tool conceptual guide
- Tool how-to guides