This tool will be useful in scenarios akin to RAG, where someone wants to ask questions or request the production of a summary, for instance, about a bunch of documents related to a particular topic. Currently, to fulfill such requests, the LLM needs to first `list_documents`, then `get_document_by_id` for each document. We also implement a utility functions to return documents in Markdown and HTML, since the Drive API JSON is verbose and would waste too many tokens unnecessarily. Limitations: the Markdown/HTML utilities do not handle table of contents (which I think aren't really useful here), headers, footers, or footnotes. --- This PR deprecates `list_documents` and implements `search_documents`, apart from `search_and_retrieve_documents`). This configuration makes it easier for LLMs to understand when to call each tool. Both tools had their interfaces refactored to remove Google API-specific arguments that were confusing LLMs sometimes, such as "corpora" and "support_all_drives". It now accepts arguments that better relate to expected user requests. --------- Co-authored-by: Eric Gustin <eric@arcade.dev>
664 lines
22 KiB
Python
664 lines
22 KiB
Python
import base64
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from email.mime.text import MIMEText
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from typing import Annotated, Any, Optional
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from arcade.sdk import ToolContext, tool
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from arcade.sdk.auth import Google
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from arcade.sdk.errors import RetryableToolError
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from googleapiclient.errors import HttpError
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from arcade_google.constants import GMAIL_DEFAULT_REPLY_TO
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from arcade_google.exceptions import GmailToolError
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from arcade_google.models import GmailAction, GmailReplyToWhom
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from arcade_google.utils import (
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DateRange,
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_build_gmail_service,
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build_email_message,
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build_gmail_query_string,
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build_reply_recipients,
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fetch_messages,
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get_draft_url,
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get_email_details,
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get_email_in_trash_url,
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get_label_ids,
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get_sent_email_url,
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parse_draft_email,
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parse_multipart_email,
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parse_plain_text_email,
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remove_none_values,
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)
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# Email sending tools
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.send"],
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)
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)
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async def send_email(
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context: ToolContext,
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subject: Annotated[str, "The subject of the email"],
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body: Annotated[str, "The body of the email"],
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recipient: Annotated[str, "The recipient of the email"],
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cc: Annotated[Optional[list[str]], "CC recipients of the email"] = None,
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bcc: Annotated[Optional[list[str]], "BCC recipients of the email"] = None,
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) -> Annotated[dict, "A dictionary containing the sent email details"]:
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"""
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Send an email using the Gmail API.
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"""
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service = _build_gmail_service(context)
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email = build_email_message(recipient, subject, body, cc, bcc)
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sent_message = service.users().messages().send(userId="me", body=email).execute()
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email = parse_plain_text_email(sent_message)
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email["url"] = get_sent_email_url(sent_message["id"])
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return email
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.send"],
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)
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)
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async def send_draft_email(
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context: ToolContext, email_id: Annotated[str, "The ID of the draft to send"]
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) -> Annotated[dict, "A dictionary containing the sent email details"]:
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"""
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Send a draft email using the Gmail API.
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"""
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service = _build_gmail_service(context)
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# Send the draft email
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sent_message = service.users().drafts().send(userId="me", body={"id": email_id}).execute()
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email = parse_plain_text_email(sent_message)
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email["url"] = get_sent_email_url(sent_message["id"])
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return email
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# Note: in the Gmail UI, a user can customize the recipient and cc fields before replying.
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# We decided not to support this feature, since we'd need a way for LLMs to tell apart between
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# adding or removing recipients/cc, or replacing with an entirely new list of addresses,
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# which would make the tool more complex to call.
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.send"],
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)
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)
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async def reply_to_email(
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context: ToolContext,
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body: Annotated[str, "The body of the email"],
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reply_to_message_id: Annotated[str, "The ID of the message to reply to"],
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reply_to_whom: Annotated[
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GmailReplyToWhom,
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"Whether to reply to every recipient (including cc) or only to the original sender. "
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f"Defaults to '{GMAIL_DEFAULT_REPLY_TO}'.",
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] = GMAIL_DEFAULT_REPLY_TO,
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bcc: Annotated[Optional[list[str]], "BCC recipients of the email"] = None,
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) -> Annotated[dict, "A dictionary containing the sent email details"]:
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"""
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Send a reply to an email message.
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"""
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if isinstance(reply_to_whom, str):
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reply_to_whom = GmailReplyToWhom(reply_to_whom)
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service = _build_gmail_service(context)
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current_user = service.users().getProfile(userId="me").execute()
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try:
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replying_to_email = (
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service.users().messages().get(userId="me", id=reply_to_message_id).execute()
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)
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except HttpError as e:
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raise RetryableToolError(
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message=f"Could not retrieve the message with id {reply_to_message_id}.",
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developer_message=(
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f"Could not retrieve the message with id {reply_to_message_id}. "
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f"Reason: '{e.reason}'. Error details: '{e.error_details}'"
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),
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) from e
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replying_to_email = parse_multipart_email(replying_to_email)
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recipients = build_reply_recipients(
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replying_to_email, current_user["emailAddress"], reply_to_whom
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)
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email = build_email_message(
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recipient=recipients,
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subject=f"Re: {replying_to_email['subject']}",
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body=body,
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cc=None
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if reply_to_whom == GmailReplyToWhom.ONLY_THE_SENDER
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else replying_to_email["cc"].split(","),
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bcc=bcc,
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replying_to=replying_to_email,
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)
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sent_message = service.users().messages().send(userId="me", body=email).execute()
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email = parse_plain_text_email(sent_message)
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email["url"] = get_sent_email_url(sent_message["id"])
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return email
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# Draft Management Tools
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.compose"],
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)
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)
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async def write_draft_email(
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context: ToolContext,
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subject: Annotated[str, "The subject of the draft email"],
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body: Annotated[str, "The body of the draft email"],
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recipient: Annotated[str, "The recipient of the draft email"],
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cc: Annotated[Optional[list[str]], "CC recipients of the draft email"] = None,
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bcc: Annotated[Optional[list[str]], "BCC recipients of the draft email"] = None,
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) -> Annotated[dict, "A dictionary containing the created draft email details"]:
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"""
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Compose a new email draft using the Gmail API.
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"""
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# Set up the Gmail API client
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service = _build_gmail_service(context)
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draft = {
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"message": build_email_message(recipient, subject, body, cc, bcc, action=GmailAction.DRAFT)
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}
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draft_message = service.users().drafts().create(userId="me", body=draft).execute()
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email = parse_draft_email(draft_message)
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email["url"] = get_draft_url(draft_message["id"])
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return email
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# Note: in the Gmail UI, a user can customize the recipient and cc fields before replying.
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# We decided not to support this feature, since we'd need a way for LLMs to tell apart between
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# adding or removing recipients/cc, or replacing with an entirely new list of addresses,
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# which would make the tool more complex to call.
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.compose"],
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)
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)
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async def write_draft_reply_email(
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context: ToolContext,
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body: Annotated[str, "The body of the draft reply email"],
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reply_to_message_id: Annotated[str, "The Gmail message ID of the message to draft a reply to"],
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reply_to_whom: Annotated[
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GmailReplyToWhom,
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"Whether to reply to every recipient (including cc) or only to the original sender. "
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f"Defaults to '{GMAIL_DEFAULT_REPLY_TO}'.",
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] = GMAIL_DEFAULT_REPLY_TO,
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bcc: Annotated[Optional[list[str]], "BCC recipients of the draft reply email"] = None,
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) -> Annotated[dict, "A dictionary containing the created draft reply email details"]:
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"""
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Compose a draft reply to an email message.
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"""
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if isinstance(reply_to_whom, str):
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reply_to_whom = GmailReplyToWhom(reply_to_whom)
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service = _build_gmail_service(context)
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current_user = service.users().getProfile(userId="me").execute()
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try:
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replying_to_email = (
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service.users().messages().get(userId="me", id=reply_to_message_id).execute()
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)
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except HttpError as e:
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raise RetryableToolError(
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message="Could not retrieve the message to respond to.",
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developer_message=(
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"Could not retrieve the message to respond to. "
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f"Reason: '{e.reason}'. Error details: '{e.error_details}'"
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),
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)
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replying_to_email = parse_multipart_email(replying_to_email)
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recipients = build_reply_recipients(
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replying_to_email, current_user["emailAddress"], reply_to_whom
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)
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draft_message = {
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"message": build_email_message(
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recipient=recipients,
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subject=f"Re: {replying_to_email['subject']}",
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body=body,
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cc=None
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if reply_to_whom == GmailReplyToWhom.ONLY_THE_SENDER
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else replying_to_email["cc"].split(","),
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bcc=bcc,
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replying_to=replying_to_email,
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action=GmailAction.DRAFT,
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),
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}
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draft = service.users().drafts().create(userId="me", body=draft_message).execute()
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email = parse_draft_email(draft)
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email["url"] = get_draft_url(draft["id"])
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return email
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.compose"],
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)
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)
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async def update_draft_email(
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context: ToolContext,
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draft_email_id: Annotated[str, "The ID of the draft email to update."],
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subject: Annotated[str, "The subject of the draft email"],
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body: Annotated[str, "The body of the draft email"],
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recipient: Annotated[str, "The recipient of the draft email"],
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cc: Annotated[Optional[list[str]], "CC recipients of the draft email"] = None,
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bcc: Annotated[Optional[list[str]], "BCC recipients of the draft email"] = None,
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) -> Annotated[dict, "A dictionary containing the updated draft email details"]:
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"""
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Update an existing email draft using the Gmail API.
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"""
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service = _build_gmail_service(context)
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message = MIMEText(body)
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message["to"] = recipient
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message["subject"] = subject
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if cc:
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message["Cc"] = ", ".join(cc)
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if bcc:
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message["Bcc"] = ", ".join(bcc)
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# Encode the message in base64
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raw_message = base64.urlsafe_b64encode(message.as_bytes()).decode()
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# Update the draft
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draft = {"id": draft_email_id, "message": {"raw": raw_message}}
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updated_draft_message = (
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service.users().drafts().update(userId="me", id=draft_email_id, body=draft).execute()
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)
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email = parse_draft_email(updated_draft_message)
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email["url"] = get_draft_url(updated_draft_message["id"])
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return email
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|
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.compose"],
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)
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)
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async def delete_draft_email(
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context: ToolContext,
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draft_email_id: Annotated[str, "The ID of the draft email to delete"],
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) -> Annotated[str, "A confirmation message indicating successful deletion"]:
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"""
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Delete a draft email using the Gmail API.
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"""
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service = _build_gmail_service(context)
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# Delete the draft
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service.users().drafts().delete(userId="me", id=draft_email_id).execute()
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return f"Draft email with ID {draft_email_id} deleted successfully."
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|
|
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|
# Email Management Tools
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.modify"],
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)
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)
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async def trash_email(
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context: ToolContext, email_id: Annotated[str, "The ID of the email to trash"]
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) -> Annotated[dict, "A dictionary containing the trashed email details"]:
|
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"""
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Move an email to the trash folder using the Gmail API.
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"""
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service = _build_gmail_service(context)
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# Trash the email
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trashed_email = service.users().messages().trash(userId="me", id=email_id).execute()
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email = parse_plain_text_email(trashed_email)
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email["url"] = get_email_in_trash_url(trashed_email["id"])
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return email
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# Draft Search Tools
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.readonly"],
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)
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)
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async def list_draft_emails(
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context: ToolContext,
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n_drafts: Annotated[int, "Number of draft emails to read"] = 5,
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) -> Annotated[dict, "A dictionary containing a list of draft email details"]:
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"""
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Lists draft emails in the user's draft mailbox using the Gmail API.
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"""
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service = _build_gmail_service(context)
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listed_drafts = service.users().drafts().list(userId="me").execute()
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if not listed_drafts:
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return {"emails": []}
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draft_ids = [draft["id"] for draft in listed_drafts.get("drafts", [])][:n_drafts]
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emails = []
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for draft_id in draft_ids:
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try:
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draft_data = service.users().drafts().get(userId="me", id=draft_id).execute()
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draft_details = parse_draft_email(draft_data)
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if draft_details:
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emails.append(draft_details)
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except Exception as e:
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raise GmailToolError(
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message=f"Error reading draft email {draft_id}.", developer_message=str(e)
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)
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return {"emails": emails}
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|
|
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@tool(
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requires_auth=Google(
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scopes=["https://www.googleapis.com/auth/gmail.readonly"],
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)
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)
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async def list_emails_by_header(
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context: ToolContext,
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sender: Annotated[Optional[str], "The name or email address of the sender of the email"] = None,
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recipient: Annotated[Optional[str], "The name or email address of the recipient"] = None,
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subject: Annotated[Optional[str], "Words to find in the subject of the email"] = None,
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body: Annotated[Optional[str], "Words to find in the body of the email"] = None,
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date_range: Annotated[Optional[DateRange], "The date range of the email"] = None,
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label: Annotated[Optional[str], "The label name to filter by"] = None,
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max_results: Annotated[int, "The maximum number of emails to return"] = 25,
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) -> Annotated[
|
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dict, "A dictionary containing a list of email details matching the search criteria"
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]:
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"""
|
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Search for emails by header using the Gmail API.
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|
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At least one of the following parameters MUST be provided: sender, recipient,
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subject, date_range, label, or body.
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"""
|
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service = _build_gmail_service(context)
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# Ensure at least one search parameter is provided
|
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if not any([sender, recipient, subject, body, label, date_range]):
|
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raise RetryableToolError(
|
|
message=(
|
|
"At least one of sender, recipient, subject, body, label, query, "
|
|
"or date_range must be provided."
|
|
),
|
|
developer_message=(
|
|
"At least one of sender, recipient, subject, body, label, query, "
|
|
"or date_range must be provided."
|
|
),
|
|
)
|
|
|
|
# Check if label is valid
|
|
if label:
|
|
label_ids = get_label_ids(service, [label])
|
|
|
|
if not label_ids:
|
|
labels = service.users().labels().list(userId="me").execute().get("labels", [])
|
|
label_names = [label["name"] for label in labels]
|
|
raise RetryableToolError(
|
|
message=f"Invalid label: {label}",
|
|
developer_message=f"Invalid label: {label}",
|
|
additional_prompt_content=f"List of valid labels: {label_names}",
|
|
)
|
|
|
|
# Build a Gmail-style query string based on the filters
|
|
query = build_gmail_query_string(sender, recipient, subject, body, date_range, label)
|
|
|
|
# Fetch matching messages. This fetches message metadata from Gmail
|
|
messages = fetch_messages(service, query, max_results)
|
|
|
|
# If no messages found, return an empty list
|
|
if not messages:
|
|
return {"emails": []}
|
|
|
|
# Process each message into a structured email object
|
|
emails = get_email_details(service, messages)
|
|
|
|
# Return the list of emails in a dictionary with key "emails"
|
|
return {"emails": emails}
|
|
|
|
|
|
@tool(
|
|
requires_auth=Google(
|
|
scopes=["https://www.googleapis.com/auth/gmail.readonly"],
|
|
)
|
|
)
|
|
async def list_emails(
|
|
context: ToolContext,
|
|
n_emails: Annotated[int, "Number of emails to read"] = 5,
|
|
) -> Annotated[dict, "A dictionary containing a list of email details"]:
|
|
"""
|
|
Read emails from a Gmail account and extract plain text content.
|
|
"""
|
|
service = _build_gmail_service(context)
|
|
|
|
messages = service.users().messages().list(userId="me").execute().get("messages", [])
|
|
|
|
if not messages:
|
|
return {"emails": []}
|
|
|
|
emails = []
|
|
for msg in messages[:n_emails]:
|
|
try:
|
|
email_data = service.users().messages().get(userId="me", id=msg["id"]).execute()
|
|
email_details = parse_plain_text_email(email_data)
|
|
if email_details:
|
|
emails.append(email_details)
|
|
except Exception as e:
|
|
raise GmailToolError(
|
|
message=f"Error reading email {msg['id']}.", developer_message=str(e)
|
|
)
|
|
return {"emails": emails}
|
|
|
|
|
|
@tool(
|
|
requires_auth=Google(
|
|
scopes=["https://www.googleapis.com/auth/gmail.readonly"],
|
|
)
|
|
)
|
|
async def search_threads(
|
|
context: ToolContext,
|
|
page_token: Annotated[
|
|
Optional[str], "Page token to retrieve a specific page of results in the list"
|
|
] = None,
|
|
max_results: Annotated[int, "The maximum number of threads to return"] = 10,
|
|
include_spam_trash: Annotated[bool, "Whether to include spam and trash in the results"] = False,
|
|
label_ids: Annotated[Optional[list[str]], "The IDs of labels to filter by"] = None,
|
|
sender: Annotated[Optional[str], "The name or email address of the sender of the email"] = None,
|
|
recipient: Annotated[Optional[str], "The name or email address of the recipient"] = None,
|
|
subject: Annotated[Optional[str], "Words to find in the subject of the email"] = None,
|
|
body: Annotated[Optional[str], "Words to find in the body of the email"] = None,
|
|
date_range: Annotated[Optional[DateRange], "The date range of the email"] = None,
|
|
) -> Annotated[dict, "A dictionary containing a list of thread details"]:
|
|
"""Search for threads in the user's mailbox"""
|
|
service = _build_gmail_service(context)
|
|
|
|
query = (
|
|
build_gmail_query_string(sender, recipient, subject, body, date_range)
|
|
if any([sender, recipient, subject, body, date_range])
|
|
else None
|
|
)
|
|
|
|
params = {
|
|
"userId": "me",
|
|
"maxResults": min(max_results, 500),
|
|
"pageToken": page_token,
|
|
"includeSpamTrash": include_spam_trash,
|
|
"labelIds": label_ids,
|
|
"q": query,
|
|
}
|
|
params = remove_none_values(params)
|
|
|
|
threads: list[dict[str, Any]] = []
|
|
next_page_token = None
|
|
# Paginate through thread pages until we have the desired number of threads
|
|
while len(threads) < max_results:
|
|
response = service.users().threads().list(**params).execute()
|
|
|
|
threads.extend(response.get("threads", []))
|
|
next_page_token = response.get("nextPageToken")
|
|
|
|
if not next_page_token:
|
|
break
|
|
|
|
params["pageToken"] = next_page_token
|
|
params["maxResults"] = min(max_results - len(threads), 500)
|
|
|
|
return {
|
|
"threads": threads,
|
|
"num_threads": len(threads),
|
|
"next_page_token": next_page_token,
|
|
}
|
|
|
|
|
|
@tool(
|
|
requires_auth=Google(
|
|
scopes=["https://www.googleapis.com/auth/gmail.readonly"],
|
|
)
|
|
)
|
|
async def list_threads(
|
|
context: ToolContext,
|
|
page_token: Annotated[
|
|
Optional[str], "Page token to retrieve a specific page of results in the list"
|
|
] = None,
|
|
max_results: Annotated[int, "The maximum number of threads to return"] = 10,
|
|
include_spam_trash: Annotated[bool, "Whether to include spam and trash in the results"] = False,
|
|
) -> Annotated[dict, "A dictionary containing a list of thread details"]:
|
|
"""List threads in the user's mailbox."""
|
|
threads: dict[str, Any] = await search_threads(
|
|
context, page_token, max_results, include_spam_trash
|
|
)
|
|
return threads
|
|
|
|
|
|
@tool(
|
|
requires_auth=Google(
|
|
scopes=["https://www.googleapis.com/auth/gmail.readonly"],
|
|
)
|
|
)
|
|
async def get_thread(
|
|
context: ToolContext,
|
|
thread_id: Annotated[str, "The ID of the thread to retrieve"],
|
|
) -> Annotated[dict, "A dictionary containing the thread details"]:
|
|
"""Get the specified thread by ID."""
|
|
params = {
|
|
"userId": "me",
|
|
"id": thread_id,
|
|
"format": "full",
|
|
}
|
|
params = remove_none_values(params)
|
|
|
|
service = _build_gmail_service(context)
|
|
|
|
thread = service.users().threads().get(**params).execute()
|
|
thread["messages"] = [parse_plain_text_email(message) for message in thread.get("messages", [])]
|
|
|
|
return dict(thread)
|
|
|
|
|
|
@tool(
|
|
requires_auth=Google(
|
|
scopes=["https://www.googleapis.com/auth/gmail.modify"],
|
|
)
|
|
)
|
|
async def change_email_labels(
|
|
context: ToolContext,
|
|
email_id: Annotated[str, "The ID of the email to modify labels for"],
|
|
labels_to_add: Annotated[list[str], "List of label names to add"],
|
|
labels_to_remove: Annotated[list[str], "List of label names to remove"],
|
|
) -> Annotated[dict, "List of labels that were added, removed, and not found"]:
|
|
"""
|
|
Add and remove labels from an email using the Gmail API.
|
|
"""
|
|
service = _build_gmail_service(context)
|
|
|
|
add_labels = get_label_ids(service, labels_to_add)
|
|
remove_labels = get_label_ids(service, labels_to_remove)
|
|
|
|
invalid_labels = (
|
|
set(labels_to_add + labels_to_remove) - set(add_labels.keys()) - set(remove_labels.keys())
|
|
)
|
|
|
|
if invalid_labels:
|
|
# prepare the list of valid labels
|
|
labels = service.users().labels().list(userId="me").execute().get("labels", [])
|
|
label_names = [label["name"] for label in labels]
|
|
|
|
# raise a retryable error with the list of valid labels
|
|
raise RetryableToolError(
|
|
message=f"Invalid labels: {invalid_labels}",
|
|
developer_message=f"Invalid labels: {invalid_labels}",
|
|
additional_prompt_content=f"List of valid labels: {label_names}",
|
|
)
|
|
|
|
# Prepare the modification body with label IDs.
|
|
body = {
|
|
"addLabelIds": list(add_labels.values()),
|
|
"removeLabelIds": list(remove_labels.values()),
|
|
}
|
|
|
|
try: # Modify the email labels.
|
|
service.users().messages().modify(userId="me", id=email_id, body=body).execute()
|
|
|
|
except Exception as e:
|
|
raise GmailToolError(
|
|
message=f"Error modifying labels for email {email_id}", developer_message=str(e)
|
|
)
|
|
|
|
# Confirmation JSON with lists for added and removed labels.
|
|
confirmation = {
|
|
"addedLabels": list(add_labels.keys()),
|
|
"removedLabels": list(remove_labels.keys()),
|
|
}
|
|
|
|
return {"confirmation": dict(confirmation)}
|
|
|
|
|
|
@tool(
|
|
requires_auth=Google(
|
|
scopes=["https://www.googleapis.com/auth/gmail.readonly"],
|
|
)
|
|
)
|
|
async def list_labels(
|
|
context: ToolContext,
|
|
) -> Annotated[dict, "A dictionary containing a list of label details"]:
|
|
"""List all the labels in the user's mailbox."""
|
|
|
|
service = _build_gmail_service(context)
|
|
|
|
labels = service.users().labels().list(userId="me").execute().get("labels", [])
|
|
|
|
return {"labels": labels}
|
|
|
|
|
|
@tool(
|
|
requires_auth=Google(
|
|
scopes=["https://www.googleapis.com/auth/gmail.labels"],
|
|
)
|
|
)
|
|
async def create_label(
|
|
context: ToolContext,
|
|
label_name: Annotated[str, "The name of the label to create"],
|
|
) -> Annotated[dict, "The details of the created label"]:
|
|
"""Create a new label in the user's mailbox."""
|
|
|
|
service = _build_gmail_service(context)
|
|
label = service.users().labels().create(userId="me", body={"name": label_name}).execute()
|
|
|
|
return {"label": label}
|