Clippy2.ipynb

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   "cell_type": "code",
   "execution_count": 4,
   "id": "51139436-d2af-44ca-8d0d-4d3c9848cd96",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello! I am your personal companion, Clippy!. Ask me about your meetings. Or the weather. I can answer most things about the world! \n",
      "\n",
      "---------------------------------------------------------------------------------------------------------\n",
      "User prompt:  Hey Clippy! I am Sai. I need to go to Paris, France for a work trip. Can you help me plan that?\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mOf course, Sai! I'd be happy to help you plan your work trip to Paris, France. Here are a few things we can start with:\n",
      "\n",
      "1. **Check the Weather**: Knowing the current weather in Paris can help you pack appropriately.\n",
      "2. **Travel Itinerary**: Do you have specific dates for your travel? I can help you with your flight and accommodation options.\n",
      "3. **Events & Meetings**: I can check your calendar for any scheduled events and help you manage your work commitments while you're away.\n",
      "4. **Contacts in Paris**: If you need to meet anyone in Paris, I can search for contacts in that location.\n",
      "5. **Travel Policies**: I can provide information on your company's travel policies and any necessary approvals.\n",
      "6. **Local Information**: If you're interested in any specific places or activities in Paris, I can look them up for you.\n",
      "\n",
      "Let me know which of these you'd like to start with, or if there's anything else you need!\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "---------------------------------------------------------------------------------------------------------\n",
      "User prompt:  Cool! I want to see if I have any important meetings on 11th and 12th of February?\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3m\n",
      "Invoking: `getevents` with `{}`\n",
      "\n",
      "\n",
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white-space:nowrap\">________________________________________________________________________________</div>\\r\\n<div style=\"margin-bottom:12px\"><span class=\"me-email-text\" style=\"font-size:24px; font-weight:700; margin-right:12px\">Microsoft Teams</span>\\r\\n<a href=\"https://aka.ms/JoinTeamsMeeting?omkt=en-US\" id=\"meet_invite_block.action.help\" class=\"me-email-link\" style=\"font-size:14px; text-decoration:underline; color:#5B5FC7\">\\r\\nNeed help?</a> </div>\\r\\n<div style=\"margin-bottom:6px\"><a href=\"https://teams.microsoft.com/l/meetup-join/19%3ameeting_OTM0MDVmMTEtNTZlNy00YTJiLWJlZDktNzY5ZDIwYWRkNDEz%40thread.v2/0?context=%7b%22Tid%22%3a%2295e4fdc7-aaab-48b7-a4a2-4b219b877a6d%22%2c%22Oid%22%3a%222be45935-77e0-45e6-a816-42e5966c0b1c%22%7d\" id=\"meet_invite_block.action.join_link\" title=\"Meeting join link\" class=\"me-email-headline\" style=\"font-size:20px; font-weight:600; text-decoration:underline; color:#5B5FC7\">Join\\r\\n the meeting now</a> </div>\\r\\n<div style=\"margin-bottom:6px\"><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">Meeting ID:\\r\\n</span><span class=\"me-email-text\" style=\"font-size:14px; color:#242424\">214 526 079 36</span>\\r\\n</div>\\r\\n<div style=\"margin-bottom:24px\"><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">Passcode:\\r\\n</span><span class=\"me-email-text\" style=\"font-size:14px; color:#242424\">KZ95Ty7e</span>\\r\\n</div>\\r\\n<div style=\"margin-bottom:24px; max-width:532px\">\\r\\n<hr style=\"border:0; background:#D1D1D1; height:1px\">\\r\\n</div>\\r\\n<div><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">For organizers:\\r\\n</span><a href=\"https://teams.microsoft.com/meetingOptions/?organizerId=2be45935-77e0-45e6-a816-42e5966c0b1c&amp;tenantId=95e4fdc7-aaab-48b7-a4a2-4b219b877a6d&amp;threadId=19_meeting_OTM0MDVmMTEtNTZlNy00YTJiLWJlZDktNzY5ZDIwYWRkNDEz@thread.v2&amp;messageId=0&amp;language=en-US\" id=\"meet_invite_block.action.organizer_meet_options\" class=\"me-email-link\" style=\"font-size:14px; text-decoration:underline; color:#5B5FC7\">Meeting\\r\\n options</a> </div>\\r\\n<div style=\"margin-top:24px; margin-bottom:6px\"></div>\\r\\n<div style=\"margin-bottom:24px\"></div>\\r\\n<div style=\"margin-bottom:24px; overflow:hidden; white-space:nowrap\">________________________________________________________________________________</div>\\r\\n</div>\\r\\n</body>\\r\\n</html>\\r\\n'}, 'start': {'dateTime': '2025-01-15T21:30:00.0000000', 'timeZone': 'UTC'}, 'end': {'dateTime': '2025-01-15T22:00:00.0000000', 'timeZone': 'UTC'}, 'location': {'displayName': 'Microsoft Teams Meeting', 'locationType': 'default', 'uniqueId': 'Microsoft Teams Meeting', 'uniqueIdType': 'private'}, 'locations': [{'displayName': 'Microsoft Teams Meeting', 'locationType': 'default', 'uniqueId': 'Microsoft Teams Meeting', 'uniqueIdType': 'private'}], 'recurrence': None, 'attendees': [{'type': 'required', 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None, 'isOnlineMeeting': True, 'onlineMeetingProvider': 'teamsForBusiness', 'allowNewTimeProposals': True, 'occurrenceId': None, 'isDraft': False, 'hideAttendees': False, 'responseStatus': {'response': 'organizer', 'time': '0001-01-01T00:00:00Z'}, 'body': {'contentType': 'html', 'content': '<html>\\r\\n<head>\\r\\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\">\\r\\n</head>\\r\\n<body>\\r\\n<br>\\r\\n<div class=\"me-email-text\" style=\"max-width:520px; color:#242424; font-family:\\'Segoe UI\\',\\'Helvetica Neue\\',Helvetica,Arial,sans-serif\">\\r\\n<div style=\"margin-bottom:24px; overflow:hidden; white-space:nowrap\">________________________________________________________________________________</div>\\r\\n<div style=\"margin-bottom:12px\"><span class=\"me-email-text\" style=\"font-size:24px; font-weight:700; margin-right:12px\">Microsoft Teams</span>\\r\\n<a href=\"https://aka.ms/JoinTeamsMeeting?omkt=en-US\" id=\"meet_invite_block.action.help\" class=\"me-email-link\" style=\"font-size:14px; text-decoration:underline; color:#5B5FC7\">\\r\\nNeed help?</a> </div>\\r\\n<div style=\"margin-bottom:6px\"><a href=\"https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTA4ZjFhZGMtODg3Ny00YmUwLWJlNWQtMjFjMTI4NDM4MTI5%40thread.v2/0?context=%7b%22Tid%22%3a%2295e4fdc7-aaab-48b7-a4a2-4b219b877a6d%22%2c%22Oid%22%3a%222be45935-77e0-45e6-a816-42e5966c0b1c%22%7d\" id=\"meet_invite_block.action.join_link\" title=\"Meeting join link\" class=\"me-email-headline\" style=\"font-size:20px; font-weight:600; text-decoration:underline; color:#5B5FC7\">Join\\r\\n the meeting now</a> </div>\\r\\n<div style=\"margin-bottom:6px\"><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">Meeting ID:\\r\\n</span><span class=\"me-email-text\" style=\"font-size:14px; color:#242424\">216 567 765 744</span>\\r\\n</div>\\r\\n<div style=\"margin-bottom:24px\"><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">Passcode:\\r\\n</span><span class=\"me-email-text\" style=\"font-size:14px; color:#242424\">k7Z82L5w</span>\\r\\n</div>\\r\\n<div style=\"margin-bottom:24px; max-width:532px\">\\r\\n<hr style=\"border:0; background:#D1D1D1; height:1px\">\\r\\n</div>\\r\\n<div><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">For organizers:\\r\\n</span><a href=\"https://teams.microsoft.com/meetingOptions/?organizerId=2be45935-77e0-45e6-a816-42e5966c0b1c&amp;tenantId=95e4fdc7-aaab-48b7-a4a2-4b219b877a6d&amp;threadId=19_meeting_YTA4ZjFhZGMtODg3Ny00YmUwLWJlNWQtMjFjMTI4NDM4MTI5@thread.v2&amp;messageId=0&amp;language=en-US\" id=\"meet_invite_block.action.organizer_meet_options\" class=\"me-email-link\" style=\"font-size:14px; text-decoration:underline; color:#5B5FC7\">Meeting\\r\\n options</a> </div>\\r\\n<div style=\"margin-top:24px; margin-bottom:6px\"></div>\\r\\n<div style=\"margin-bottom:24px\"></div>\\r\\n<div style=\"margin-bottom:24px; overflow:hidden; white-space:nowrap\">________________________________________________________________________________</div>\\r\\n</div>\\r\\n</body>\\r\\n</html>\\r\\n'}, 'start': {'dateTime': '2025-01-15T16:30:00.0000000', 'timeZone': 'UTC'}, 'end': {'dateTime': '2025-01-15T18:00:00.0000000', 'timeZone': 'UTC'}, 'location': {'displayName': 'Microsoft Teams Meeting', 'locationType': 'default', 'uniqueId': 'Microsoft Teams Meeting', 'uniqueIdType': 'private'}, 'locations': [{'displayName': 'Microsoft Teams Meeting', 'locationType': 'default', 'uniqueId': 'Microsoft Teams Meeting', 'uniqueIdType': 'private'}], 'recurrence': None, 'attendees': [{'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Adam Grotesque', 'address': 'adamg@montoso.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Terry Gordo', 'address': 'terryg@montoso.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Lynne Robbins', 'address': 'LynneR@tfdgr.onmicrosoft.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Lee Gu', 'address': 'LeeG@tfdgr.onmicrosoft.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Patti Fernandez', 'address': 'PattiF@tfdgr.onmicrosoft.com'}}], 'organizer': {'emailAddress': {'name': 'Sai Deepthi Kovvuru', 'address': 'iamadmin8390@tfdgr.onmicrosoft.com'}}, 'onlineMeeting': {'joinUrl': 'https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTA4ZjFhZGMtODg3Ny00YmUwLWJlNWQtMjFjMTI4NDM4MTI5%40thread.v2/0?context=%7b%22Tid%22%3a%2295e4fdc7-aaab-48b7-a4a2-4b219b877a6d%22%2c%22Oid%22%3a%222be45935-77e0-45e6-a816-42e5966c0b1c%22%7d'}, 'calendar@odata.associationLink': 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'originalStartTimeZone': 'Pacific Standard Time', 'originalEndTimeZone': 'Pacific Standard Time', 'iCalUId': '040000008200E00074C5B7101A82E008000000004B8DDF158963DB010000000000000000100000008D19D744D4AFD84BA42C28458C1CB5A7', 'uid': '040000008200E00074C5B7101A82E008000000004B8DDF158963DB010000000000000000100000008D19D744D4AFD84BA42C28458C1CB5A7', 'reminderMinutesBeforeStart': 15, 'isReminderOn': True, 'hasAttachments': False, 'subject': 'Pitch Deck Review', 'bodyPreview': '________________________________________________________________________________\\r\\nMicrosoft Teams Need help?\\r\\nJoin the meeting now\\r\\nMeeting ID: 263 681 324 69\\r\\nPasscode: Xo9XY798\\r\\n________________________________\\r\\nFor organizers: Meeting options\\r\\n______', 'importance': 'normal', 'sensitivity': 'normal', 'isAllDay': False, 'isCancelled': False, 'isOrganizer': True, 'responseRequested': True, 'seriesMasterId': None, 'showAs': 'busy', 'type': 'singleInstance', 'webLink': 'https://outlook.office365.com/owa/?itemid=AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAENAADziDctRrooQrnIA0tW4cK1AAEeW9V0AAA%3D&exvsurl=1&path=/calendar/item', 'onlineMeetingUrl': None, 'isOnlineMeeting': True, 'onlineMeetingProvider': 'teamsForBusiness', 'allowNewTimeProposals': True, 'occurrenceId': None, 'isDraft': False, 'hideAttendees': False, 'responseStatus': {'response': 'organizer', 'time': '0001-01-01T00:00:00Z'}, 'body': {'contentType': 'html', 'content': '<html>\\r\\n<head>\\r\\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\">\\r\\n</head>\\r\\n<body>\\r\\n<br>\\r\\n<div class=\"me-email-text\" style=\"max-width:520px; color:#242424; font-family:\\'Segoe UI\\',\\'Helvetica Neue\\',Helvetica,Arial,sans-serif\">\\r\\n<div style=\"margin-bottom:24px; overflow:hidden; white-space:nowrap\">________________________________________________________________________________</div>\\r\\n<div style=\"margin-bottom:12px\"><span class=\"me-email-text\" style=\"font-size:24px; font-weight:700; margin-right:12px\">Microsoft Teams</span>\\r\\n<a href=\"https://aka.ms/JoinTeamsMeeting?omkt=en-US\" id=\"meet_invite_block.action.help\" class=\"me-email-link\" style=\"font-size:14px; text-decoration:underline; color:#5B5FC7\">\\r\\nNeed help?</a> </div>\\r\\n<div style=\"margin-bottom:6px\"><a href=\"https://teams.microsoft.com/l/meetup-join/19%3ameeting_MDgxNDBhZDgtMThhMy00ZGIxLTk1MjktYjU1YTJiYjZhYmZj%40thread.v2/0?context=%7b%22Tid%22%3a%2295e4fdc7-aaab-48b7-a4a2-4b219b877a6d%22%2c%22Oid%22%3a%222be45935-77e0-45e6-a816-42e5966c0b1c%22%7d\" id=\"meet_invite_block.action.join_link\" title=\"Meeting join link\" class=\"me-email-headline\" style=\"font-size:20px; font-weight:600; text-decoration:underline; color:#5B5FC7\">Join\\r\\n the meeting now</a> </div>\\r\\n<div style=\"margin-bottom:6px\"><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">Meeting ID:\\r\\n</span><span class=\"me-email-text\" style=\"font-size:14px; color:#242424\">263 681 324 69</span>\\r\\n</div>\\r\\n<div style=\"margin-bottom:24px\"><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">Passcode:\\r\\n</span><span class=\"me-email-text\" style=\"font-size:14px; color:#242424\">Xo9XY798</span>\\r\\n</div>\\r\\n<div style=\"margin-bottom:24px; max-width:532px\">\\r\\n<hr style=\"border:0; background:#D1D1D1; height:1px\">\\r\\n</div>\\r\\n<div><span class=\"me-email-text-secondary\" style=\"font-size:14px; color:#616161\">For organizers:\\r\\n</span><a href=\"https://teams.microsoft.com/meetingOptions/?organizerId=2be45935-77e0-45e6-a816-42e5966c0b1c&amp;tenantId=95e4fdc7-aaab-48b7-a4a2-4b219b877a6d&amp;threadId=19_meeting_MDgxNDBhZDgtMThhMy00ZGIxLTk1MjktYjU1YTJiYjZhYmZj@thread.v2&amp;messageId=0&amp;language=en-US\" id=\"meet_invite_block.action.organizer_meet_options\" class=\"me-email-link\" style=\"font-size:14px; text-decoration:underline; color:#5B5FC7\">Meeting\\r\\n options</a> </div>\\r\\n<div style=\"margin-top:24px; margin-bottom:6px\"></div>\\r\\n<div style=\"margin-bottom:24px\"></div>\\r\\n<div style=\"margin-bottom:24px; overflow:hidden; white-space:nowrap\">________________________________________________________________________________</div>\\r\\n</div>\\r\\n</body>\\r\\n</html>\\r\\n'}, 'start': {'dateTime': '2025-01-10T19:00:00.0000000', 'timeZone': 'UTC'}, 'end': {'dateTime': '2025-01-10T20:00:00.0000000', 'timeZone': 'UTC'}, 'location': {'displayName': 'Microsoft Teams Meeting', 'locationType': 'default', 'uniqueId': 'Microsoft Teams Meeting', 'uniqueIdType': 'private'}, 'locations': [{'displayName': 'Microsoft Teams Meeting', 'locationType': 'default', 'uniqueId': 'Microsoft Teams Meeting', 'uniqueIdType': 'private'}], 'recurrence': None, 'attendees': [{'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Grady Archie', 'address': 'GradyA@tfdgr.onmicrosoft.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Adam Grotesque', 'address': 'adamg@montoso.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Adele Vance', 'address': 'AdeleV@tfdgr.onmicrosoft.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Lidia Holloway', 'address': 'LidiaH@tfdgr.onmicrosoft.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Johanna Lorenz', 'address': 'JohannaL@tfdgr.onmicrosoft.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': {'name': 'Miriam Graham', 'address': 'MiriamG@tfdgr.onmicrosoft.com'}}, {'type': 'required', 'status': {'response': 'none', 'time': '0001-01-01T00:00:00Z'}, 'emailAddress': 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'040000008200E00074C5B7101A82E0080000000019EFD7008963DB010000000000000000100000007384F48105644F43BBAF1DA7D314C553', 'reminderMinutesBeforeStart': 15, 'isReminderOn': True, 'hasAttachments': False, 'subject': 'Pitch Deck Review', 'bodyPreview': '', 'importance': 'normal', 'sensitivity': 'normal', 'isAllDay': False, 'isCancelled': False, 'isOrganizer': True, 'responseRequested': True, 'seriesMasterId': None, 'showAs': 'busy', 'type': 'singleInstance', 'webLink': 'https://outlook.office365.com/owa/?itemid=AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAENAADziDctRrooQrnIA0tW4cK1AAEeW9VyAAA%3D&exvsurl=1&path=/calendar/item', 'onlineMeetingUrl': None, 'isOnlineMeeting': False, 'onlineMeetingProvider': 'unknown', 'allowNewTimeProposals': True, 'occurrenceId': None, 'isDraft': False, 'hideAttendees': False, 'responseStatus': {'response': 'organizer', 'time': '0001-01-01T00:00:00Z'}, 'body': {'contentType': 'html', 'content': ''}, 'start': {'dateTime': '2025-01-08T19:30:00.0000000', 'timeZone': 'UTC'}, 'end': {'dateTime': '2025-01-08T20:30:00.0000000', 'timeZone': 'UTC'}, 'location': {'displayName': '', 'locationType': 'default', 'uniqueIdType': 'unknown', 'address': {}, 'coordinates': {}}, 'locations': [], 'recurrence': None, 'attendees': [], 'organizer': {'emailAddress': {'name': 'Sai Deepthi Kovvuru', 'address': 'iamadmin8390@tfdgr.onmicrosoft.com'}}, 'onlineMeeting': None, 'calendar@odata.associationLink': \"https://graph.microsoft.com/v1.0/users('2be45935-77e0-45e6-a816-42e5966c0b1c')/calendars('AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEGAADziDctRrooQrnIA0tW4cK1AAADAVO9AAA=')/$ref\", 'calendar@odata.navigationLink': \"https://graph.microsoft.com/v1.0/users('2be45935-77e0-45e6-a816-42e5966c0b1c')/calendars('AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEGAADziDctRrooQrnIA0tW4cK1AAADAVO9AAA=')\"}]}\u001b[0m\u001b[32;1m\u001b[1;3mIt looks like you don't have any meetings scheduled on the 11th and 12th of February, 2025. You're free on those dates! If you need any further assistance, feel free to let me know.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "---------------------------------------------------------------------------------------------- \n",
      "\n",
      "User prompt:  Okay. Is there anyone in my contacts in the France office location of Montoso, that I can meet?\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3m\n",
      "Invoking: `getcontacts` with `{}`\n",
      "\n",
      "\n",
      "\u001b[0m\u001b[36;1m\u001b[1;3m{'@odata.context': \"https://graph.microsoft.com/v1.0/$metadata#users('2be45935-77e0-45e6-a816-42e5966c0b1c')/contacts\", 'value': [{'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEvcFZW\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEvopeCAAA=', 'createdDateTime': '2025-02-07T21:08:46Z', 'lastModifiedDateTime': '2025-02-07T21:08:47Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEvcFZW', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Chin Bansky', 'givenName': 'Chin', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Bansky', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Sales', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'France', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 732 555 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Chin Bansky', 'address': 'chinb@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq21\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sUAAA=', 'createdDateTime': '2025-01-09T05:10:32Z', 'lastModifiedDateTime': '2025-01-09T05:10:34Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq21', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Lipta Swell', 'givenName': 'Lipta', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Swell', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Accounts', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'USA', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Lipta Swell', 'address': 'liptas@contoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2s\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sTAAA=', 'createdDateTime': '2025-01-09T05:10:00Z', 'lastModifiedDateTime': '2025-01-09T05:10:01Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2s', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Banos Angler', 'givenName': 'Banos', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Angler', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Accounts', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'USA', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Banos Angler', 'address': 'banosa@contoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2g\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sSAAA=', 'createdDateTime': '2025-01-09T05:02:17Z', 'lastModifiedDateTime': '2025-01-09T05:02:19Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2g', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Keira Noko', 'givenName': 'Keira', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Noko', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Accounts', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Keira Noko', 'address': 'keiran@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2X\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sRAAA=', 'createdDateTime': '2025-01-09T05:01:46Z', 'lastModifiedDateTime': '2025-01-09T05:01:47Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2X', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Terry Gordo', 'givenName': 'Terry', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Gordo', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'VP of Sales', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Terry Gordo', 'address': 'terryg@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2O\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sQAAA=', 'createdDateTime': '2025-01-09T05:01:13Z', 'lastModifiedDateTime': '2025-01-09T05:01:14Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2O', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Molly Moon', 'givenName': 'Molly', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Moon', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'HR', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Molly Moon', 'address': 'mollym@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2F\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sPAAA=', 'createdDateTime': '2025-01-09T05:00:28Z', 'lastModifiedDateTime': '2025-01-09T05:00:30Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2F', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Bina Bella', 'givenName': 'Bina', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Bella', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Product Head', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Bina Bella', 'address': 'binab@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmu\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sOAAA=', 'createdDateTime': '2025-01-09T04:59:44Z', 'lastModifiedDateTime': '2025-01-09T04:59:46Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmu', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Adam Grotesque', 'givenName': 'Adam', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Grotesque', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Sales Head', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 732 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Adam Grotesque', 'address': 'adamg@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmc\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sNAAA=', 'createdDateTime': '2025-01-09T04:52:26Z', 'lastModifiedDateTime': '2025-01-09T04:52:28Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmc', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Pavel Bansky', 'givenName': 'Pavel', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Bansky', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': '', 'generation': None, 'imAddresses': [], 'jobTitle': '', 'companyName': None, 'department': '', 'officeLocation': '', 'profession': None, 'businessHomePage': '', 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 732 555 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Pavel Bansky', 'address': 'pavelb@contoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}]}\u001b[0m\u001b[32;1m\u001b[1;3mYou have one contact in the France office location of Montoso:\n",
      "\n",
      "- **Name:** Chin Bansky\n",
      "- **Job Title:** Sales\n",
      "- **Company:** Montoso\n",
      "- **Office Location:** France\n",
      "- **Email:** chinb@montoso.com\n",
      "- **Phone:** +1 732 555 0102\n",
      "\n",
      "You can reach out to Chin Bansky for a meeting.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "---------------------------------------------------------------------------------------------- \n",
      "\n",
      "User prompt:  Okay. Can you send Chin a mail with the subject: Can we meet for Lunch? and with body: I am in Paris on 11th and 12th of Feb and can meet you for lunch. Let me know.\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3m\n",
      "Invoking: `getcontacts` with `{}`\n",
      "\n",
      "\n",
      "\u001b[0m\u001b[36;1m\u001b[1;3m{'@odata.context': \"https://graph.microsoft.com/v1.0/$metadata#users('2be45935-77e0-45e6-a816-42e5966c0b1c')/contacts\", 'value': [{'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEvcFZW\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEvopeCAAA=', 'createdDateTime': '2025-02-07T21:08:46Z', 'lastModifiedDateTime': '2025-02-07T21:08:47Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEvcFZW', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Chin Bansky', 'givenName': 'Chin', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Bansky', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Sales', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'France', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 732 555 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Chin Bansky', 'address': 'chinb@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq21\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sUAAA=', 'createdDateTime': '2025-01-09T05:10:32Z', 'lastModifiedDateTime': '2025-01-09T05:10:34Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq21', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Lipta Swell', 'givenName': 'Lipta', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Swell', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Accounts', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'USA', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Lipta Swell', 'address': 'liptas@contoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2s\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sTAAA=', 'createdDateTime': '2025-01-09T05:10:00Z', 'lastModifiedDateTime': '2025-01-09T05:10:01Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2s', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Banos Angler', 'givenName': 'Banos', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Angler', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Accounts', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'USA', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Banos Angler', 'address': 'banosa@contoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2g\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sSAAA=', 'createdDateTime': '2025-01-09T05:02:17Z', 'lastModifiedDateTime': '2025-01-09T05:02:19Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2g', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Keira Noko', 'givenName': 'Keira', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Noko', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Accounts', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Keira Noko', 'address': 'keiran@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2X\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sRAAA=', 'createdDateTime': '2025-01-09T05:01:46Z', 'lastModifiedDateTime': '2025-01-09T05:01:47Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2X', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Terry Gordo', 'givenName': 'Terry', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Gordo', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'VP of Sales', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Terry Gordo', 'address': 'terryg@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2O\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sQAAA=', 'createdDateTime': '2025-01-09T05:01:13Z', 'lastModifiedDateTime': '2025-01-09T05:01:14Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2O', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Molly Moon', 'givenName': 'Molly', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Moon', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'HR', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Molly Moon', 'address': 'mollym@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2F\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sPAAA=', 'createdDateTime': '2025-01-09T05:00:28Z', 'lastModifiedDateTime': '2025-01-09T05:00:30Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLq2F', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Bina Bella', 'givenName': 'Bina', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Bella', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Product Head', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 731 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Bina Bella', 'address': 'binab@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmu\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sOAAA=', 'createdDateTime': '2025-01-09T04:59:44Z', 'lastModifiedDateTime': '2025-01-09T04:59:46Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmu', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Adam Grotesque', 'givenName': 'Adam', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Grotesque', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': None, 'generation': None, 'imAddresses': [], 'jobTitle': 'Sales Head', 'companyName': 'Montoso', 'department': None, 'officeLocation': 'Canada', 'profession': None, 'businessHomePage': None, 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 732 575 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Adam Grotesque', 'address': 'adamg@montoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}, {'@odata.etag': 'W/\"EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmc\"', 'id': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQBGAAAAAADKTYktQPcOQahMFVLnvXJEBwDziDctRrooQrnIA0tW4cK1AAAAAAEOAADziDctRrooQrnIA0tW4cK1AAEeW3sNAAA=', 'createdDateTime': '2025-01-09T04:52:26Z', 'lastModifiedDateTime': '2025-01-09T04:52:28Z', 'changeKey': 'EQAAABYAAADziDctRrooQrnIA0tW4cK1AAEeLqmc', 'categories': [], 'parentFolderId': 'AAMkADVlMDNkMDMzLTQ0NWMtNGFjMi1hODVkLWE0YjM0OGE1ZTc0OQAuAAAAAADKTYktQPcOQahMFVLnvXJEAQDziDctRrooQrnIA0tW4cK1AAAAAAEOAAA=', 'birthday': None, 'fileAs': '', 'displayName': 'Pavel Bansky', 'givenName': 'Pavel', 'initials': None, 'middleName': None, 'nickName': None, 'surname': 'Bansky', 'title': None, 'yomiGivenName': None, 'yomiSurname': None, 'yomiCompanyName': '', 'generation': None, 'imAddresses': [], 'jobTitle': '', 'companyName': None, 'department': '', 'officeLocation': '', 'profession': None, 'businessHomePage': '', 'assistantName': '', 'manager': '', 'homePhones': [], 'mobilePhone': '', 'businessPhones': ['+1 732 555 0102'], 'spouseName': '', 'personalNotes': '', 'children': [], 'emailAddresses': [{'name': 'Pavel Bansky', 'address': 'pavelb@contoso.com'}], 'homeAddress': {}, 'businessAddress': {}, 'otherAddress': {}}]}\u001b[0m\u001b[32;1m\u001b[1;3m\n",
      "Invoking: `sendmail` with `{'subject': 'Can we meet for Lunch?', 'body': 'I am in Paris on 11th and 12th of Feb and can meet you for lunch. Let me know.', 'email': 'chinb@montoso.com'}`\n",
      "\n",
      "\n",
      "\u001b[0mStatus Code 202\n",
      "\u001b[31;1m\u001b[1;3m<Response [202]>\u001b[0m\u001b[32;1m\u001b[1;3mI've successfully sent the email to Chin with the subject \"Can we meet for Lunch?\" and the message body you provided. Let me know if there's anything else you need!\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'input': 'Okay. Can you send Chin a mail with the subject: Can we meet for Lunch? and with body: I am in Paris on 11th and 12th of Feb and can meet you for lunch. Let me know.',\n",
       " 'chat_history': [HumanMessage(content='Hey Clippy! I am Sai. I need to go to Paris, France for a work trip. Can you help me plan that?', additional_kwargs={}, response_metadata={}),\n",
       "  AIMessage(content=\"Of course, Sai! I'd be happy to help you plan your work trip to Paris, France. Here are a few things we can start with:\\n\\n1. **Check the Weather**: Knowing the current weather in Paris can help you pack appropriately.\\n2. **Travel Itinerary**: Do you have specific dates for your travel? I can help you with your flight and accommodation options.\\n3. **Events & Meetings**: I can check your calendar for any scheduled events and help you manage your work commitments while you're away.\\n4. **Contacts in Paris**: If you need to meet anyone in Paris, I can search for contacts in that location.\\n5. **Travel Policies**: I can provide information on your company's travel policies and any necessary approvals.\\n6. **Local Information**: If you're interested in any specific places or activities in Paris, I can look them up for you.\\n\\nLet me know which of these you'd like to start with, or if there's anything else you need!\", additional_kwargs={}, response_metadata={}),\n",
       "  HumanMessage(content='Cool! I want to see if I have any important meetings on 11th and 12th of February?', additional_kwargs={}, response_metadata={}),\n",
       "  AIMessage(content=\"It looks like you don't have any meetings scheduled on the 11th and 12th of February, 2025. You're free on those dates! If you need any further assistance, feel free to let me know.\", additional_kwargs={}, response_metadata={}),\n",
       "  HumanMessage(content='Okay. Is there anyone in my contacts in the France office location of Montoso, that I can meet?', additional_kwargs={}, response_metadata={}),\n",
       "  AIMessage(content='You have one contact in the France office location of Montoso:\\n\\n- **Name:** Chin Bansky\\n- **Job Title:** Sales\\n- **Company:** Montoso\\n- **Office Location:** France\\n- **Email:** chinb@montoso.com\\n- **Phone:** +1 732 555 0102\\n\\nYou can reach out to Chin Bansky for a meeting.', additional_kwargs={}, response_metadata={})],\n",
       " 'output': 'I\\'ve successfully sent the email to Chin with the subject \"Can we meet for Lunch?\" and the message body you provided. Let me know if there\\'s anything else you need!'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import relevant functionality\n",
    "import os\n",
    "import asyncio\n",
    "import requests\n",
    "import urllib.parse\n",
    "import json\n",
    "import configparser\n",
    "from datetime import date\n",
    "from dotenv import load_dotenv\n",
    "from langchain_community.tools.tavily_search import TavilySearchResults\n",
    "from msgraph.generated.models.o_data_errors.o_data_error import ODataError\n",
    "from configparser import SectionProxy\n",
    "from langchain_core.messages import HumanMessage\n",
    "from langgraph.checkpoint.memory import MemorySaver\n",
    "from langgraph.prebuilt import create_react_agent\n",
    "from langchain_openai import ChatOpenAI\n",
    "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n",
    "from langgraph.graph import START, MessagesState, StateGraph\n",
    "from langchain.agents import AgentType, initialize_agent, load_tools\n",
    "from langchain.tools import BaseTool, StructuredTool, tool\n",
    "from langchain_openai import OpenAI\n",
    "from langchain_core.runnables import ConfigurableField\n",
    "from langchain.agents import create_tool_calling_agent, AgentExecutor\n",
    "from langchain_core.runnables.history import RunnableWithMessageHistory\n",
    "from langchain.agents import AgentExecutor, create_react_agent\n",
    "from langchain.memory import ChatMessageHistory\n",
    "from dotenv import load_dotenv, find_dotenv\n",
    "from configparser import SectionProxy\n",
    "from azure.identity import DeviceCodeCredential\n",
    "from msgraph import GraphServiceClient\n",
    "from langgraph.types import interrupt\n",
    "from msgraph.generated.users.users_request_builder import UsersRequestBuilder\n",
    "from kiota_abstractions.base_request_configuration import RequestConfiguration\n",
    "#MSAL Auth\n",
    "import msal\n",
    "import jwt\n",
    "import json\n",
    "import sys\n",
    "import requests\n",
    "from datetime import datetime as dt\n",
    "from msal_extensions import *\n",
    "\n",
    "# Graph permissions scopes\n",
    "# For multiple scopes, separate with a space\n",
    "scopes = 'user.read Calendars.Read Calendars.ReadBasic Calendars.Read Calendars.ReadWrite Contacts.Read Mail.Send'\n",
    "\n",
    "#load the environment\n",
    "load_dotenv(override=True)\n",
    "\n",
    "os.environ[\"OPENAI_API_KEY\"] = os.getenv(\"OPENAI_API_KEY\")\n",
    "os.environ[\"TAVILY_API_KEY\"] = os.getenv(\"TAVILY_API_KEY\")\n",
    "OPENWEATHERMAP_API_KEY = os.getenv(\"OPENWEATHERMAP_API_KEY\")\n",
    "TENANT_GRAPH_ACCESS_TOKEN = os.getenv(\"TENANT_GRAPH_ACCESS_TOKEN\")\n",
    "GRAPH_ACCESS_TOKEN = os.getenv(\"GRAPH_ACCESS_TOKEN\")\n",
    "TENANT_GRAPH_ACCESS_TOKEN = GRAPH_ACCESS_TOKEN\n",
    "CLIENT_ID = os.getenv(\"CLIENT_ID\")\n",
    "TENANT_ID = os.getenv(\"TENANT_ID\")\n",
    "USERNAME = os.getenv(\"USERNAME\")\n",
    "\n",
    "#MSAL Auth\n",
    "graphURI = 'https://graph.microsoft.com'\n",
    "tenantID = TENANT_ID\n",
    "authority = 'https://login.microsoftonline.com/' + tenantID\n",
    "clientID = CLIENT_ID\n",
    "scope = [\"User.Read\",\"Calendars.Read\",\"Calendars.ReadBasic\", \"Calendars.Read\", \"Calendars.ReadWrite\"]\n",
    "username = USERNAME\n",
    "result = None\n",
    "tokenExpiry = None\n",
    "\n",
    "\n",
    "def msal_persistence(location, fallback_to_plaintext=False):\n",
    "    \"\"\"Build a suitable persistence instance based your current OS\"\"\"\n",
    "    if sys.platform.startswith('win'):\n",
    "        return FilePersistenceWithDataProtection(location)\n",
    "    if sys.platform.startswith('darwin'):\n",
    "        return KeychainPersistence(location, \"my_service_name\", \"my_account_name\")\n",
    "    return FilePersistence(location)\n",
    "\n",
    "def msal_cache_accounts(clientID, authority):\n",
    "    # Accounts\n",
    "    persistence = msal_persistence(\"token_cache.bin\")\n",
    "    #print(\"Is this MSAL persistence cache encrypted?\", persistence.is_encrypted)\n",
    "    cache = PersistedTokenCache(persistence)\n",
    "    \n",
    "    app = msal.PublicClientApplication(\n",
    "        client_id=clientID, authority=authority, token_cache=cache)\n",
    "    accounts = app.get_accounts()\n",
    "    #print(accounts)\n",
    "    return accounts\n",
    "\n",
    "def msal_delegated_refresh(clientID, scope, authority, account):\n",
    "    persistence = msal_persistence(\"token_cache.bin\")\n",
    "    cache = PersistedTokenCache(persistence)\n",
    "    \n",
    "    app = msal.PublicClientApplication(\n",
    "        client_id=clientID, authority=authority, token_cache=cache)\n",
    "    result = app.acquire_token_silent_with_error(\n",
    "        scopes=scope, account=account)\n",
    "    return result\n",
    "\n",
    "def msal_delegated_refresh_force(clientID, scope, authority, account):\n",
    "    persistence = msal_persistence(\"token_cache.bin\")\n",
    "    cache = PersistedTokenCache(persistence)\n",
    "    \n",
    "    app = msal.PublicClientApplication(\n",
    "        client_id=clientID, authority=authority, token_cache=cache)\n",
    "    result = app.acquire_token_silent_with_error(\n",
    "        scopes=scope, account=account, force_refresh=True)\n",
    "    return result\n",
    "\n",
    "def msal_delegated_device_flow(clientID, scope, authority):\n",
    "    #print(\"Initiate Device Code Flow to get an AAD Access Token.\")\n",
    "    #print(\"Open a browser window and paste in the URL below and then enter the Code. CTRL+C to cancel.\")\n",
    "    persistence = msal_persistence(\"token_cache.bin\")\n",
    "    cache = PersistedTokenCache(persistence)\n",
    "    app = msal.PublicClientApplication(client_id=clientID, authority=authority, token_cache=cache)\n",
    "    flow = app.initiate_device_flow(scopes=scope)\n",
    "    if \"user_code\" not in flow:\n",
    "        raise ValueError(\"Fail to create device flow. Err: %s\" % json.dumps(flow, indent=4))\n",
    "    print(flow[\"message\"])\n",
    "    sys.stdout.flush()\n",
    "    result = app.acquire_token_by_device_flow(flow)\n",
    "    return result\n",
    "\n",
    "def msal_jwt_expiry(accessToken):\n",
    "    decodedAccessToken = jwt.decode(accessToken, verify=False)\n",
    "    accessTokenFormatted = json.dumps(decodedAccessToken, indent=2)\n",
    "    # Token Expiry\n",
    "    tokenExpiry = dt.fromtimestamp(int(decodedAccessToken['exp']))\n",
    "    #print(\"Token Expires at: \" + str(tokenExpiry))\n",
    "    return tokenExpiry\n",
    "\n",
    "def msgraph_request(resource, requestHeaders):\n",
    "    # Request\n",
    "    results = requests.get(resource, headers=requestHeaders).json()\n",
    "    return results\n",
    "\n",
    "accounts = msal_cache_accounts(clientID, authority)\n",
    "if accounts:\n",
    "    for account in accounts:\n",
    "        if account['username'] == username:\n",
    "            myAccount = account\n",
    "            #print(\"Found account in MSAL Cache: \" + account['username'])\n",
    "            #print(\"Obtaining a new Access Token using the Refresh Token\")\n",
    "            result = msal_delegated_refresh(clientID, scope, authority, myAccount)\n",
    "\n",
    "            if result is None:\n",
    "                # Get a new Access Token using the Device Code Flow\n",
    "                result = msal_delegated_device_flow(clientID, scope, authority)\n",
    "            else:\n",
    "                if result[\"access_token\"]:\n",
    "                    msal_jwt_expiry(result[\"access_token\"])                    \n",
    "else:\n",
    "    # Get a new Access Token using the Device Code Flow\n",
    "    result = msal_delegated_device_flow(clientID, scope, authority)\n",
    "\n",
    "    if result[\"access_token\"]:\n",
    "        msal_jwt_expiry(result[\"access_token\"])\n",
    "\n",
    "# End of authentication code\n",
    "\n",
    "@tool\n",
    "async def getevents():\n",
    "    \"\"\"Get a list of my events from my calendar and display them with the meeting name, subject of the meeting, start dateTime, end dateTime, organizers, participants, date and time.\"\"\"\n",
    "    # To initialize your graph_client, see https://learn.microsoft.com/en-us/graph/sdks/create-client?from=snippets&tabs=python\n",
    "    requestHeaders = {'Authorization': 'Bearer ' + result[\"access_token\"],'Content-Type': 'application/json'}\n",
    "    queryResults = msgraph_request(graphURI + \"/v1.0/me/events\",requestHeaders)\n",
    "    #print(json.dumps(queryResults, indent=2))\n",
    "    return queryResults\n",
    "    \n",
    "\n",
    "@tool\n",
    "async def getcontacts():\n",
    "    \"\"\"Get a list of user's contacts and display with their full name, office location, jobTitle, email id, company name\"\"\"\n",
    "    requestHeaders = {'Authorization': 'Bearer ' + result[\"access_token\"],'Content-Type': 'application/json'}\n",
    "    queryResults = msgraph_request(graphURI + \"/v1.0/me/contacts\",requestHeaders)\n",
    "    #print(json.dumps(queryResults, indent=2))\n",
    "    return queryResults\n",
    "\n",
    "\n",
    "GRAPH_ACCESS_TOKEN = result[\"access_token\"]\n",
    "\n",
    "@tool\n",
    "def sendmail(subject: str, body: str, email: str) -> str:\n",
    "    \"\"\"Send a mail to the email address provided with the Subject provided in the subject and Body provided in the body as the user.\"\"\"\n",
    "    url = \"https://graph.microsoft.com/v1.0/me/sendMail\"\n",
    "    headers = {\n",
    "        \"Authorization\": f\"Bearer {GRAPH_ACCESS_TOKEN}\"}\n",
    "    data = {\n",
    "            \"message\": {\n",
    "                \"subject\": f\"{subject}\",\n",
    "                \"body\": {\n",
    "                    \"contentType\": \"Text\",\n",
    "                    \"content\": f\"{body}\"\n",
    "                },\n",
    "                \"toRecipients\": [\n",
    "                    {\n",
    "                        \"emailAddress\": {\n",
    "                            \"address\": f\"{email}\"\n",
    "                        }\n",
    "                    }\n",
    "                ]\n",
    "            }\n",
    "        }\n",
    "    response = requests.post(url, headers=headers, json=data)\n",
    "    #response = requests.post(url, json=data)\n",
    "    print(\"Status Code\", response.status_code)\n",
    "    #print(\"JSON Response \", response.json())\n",
    "    return response\n",
    "\n",
    "\n",
    "prompt = ChatPromptTemplate.from_messages([\n",
    "    (\"system\", \"you're a helpful admin assistant who can talk professionally. Your name is Clippy. Please answer all questions knowing that today's date is \"+ date.today().strftime('%m/%d/%Y') +\". You can send emails. Search the web. Whenever someone wants to see their events, use the tool getevents and identify the right start dateTime from the results you get from getEvents tool and answer the user prompt about their availability correctly. Please format the tool responses you get into much more readable format. You can fetch their contacts. You can search the web for anything else you don't understand. You can get their calendar events. You can also give information to users about the holidays in their regions. Their DTO policies. Their timeoff policies. Anything they want to know about their employee benefits. The access_tokens are available in the tools so don't ask the users again.\"), \n",
    "    (\"human\", \"{input}\"), \n",
    "    (\"placeholder\", \"{agent_scratchpad}\"),\n",
    "])\n",
    "\n",
    "search = TavilySearchResults(max_results=2)\n",
    "\n",
    "# all the tools I have access to\n",
    "tools = [getcontacts, getevents, search, sendmail]\n",
    "\n",
    "llm = ChatOpenAI(model=\"gpt-4o\")\n",
    "\n",
    "# Define a new graph\n",
    "workflow = StateGraph(state_schema=MessagesState)\n",
    "\n",
    "\n",
    "# Define the function that calls the model\n",
    "async def call_model(state: MessagesState):\n",
    "    prompt = prompt.invoke(state)\n",
    "    response = model.ainvoke(prompt)\n",
    "    return {\"messages\": response}\n",
    "\n",
    "# Define the (single) node in the graph\n",
    "workflow.add_edge(START, \"model\")\n",
    "workflow.add_node(\"model\", call_model)\n",
    "\n",
    "# Add memory\n",
    "memory = ChatMessageHistory(session_id=\"test-session\")\n",
    "app = workflow.compile(checkpointer=memory)\n",
    "\n",
    "config = {\"configurable\": {\"thread_id\": \"def234\"}}\n",
    "#config = RunnableConfig(recursion_limit=10)\n",
    "agent = create_tool_calling_agent(llm, tools, prompt)\n",
    "agent_executor = AgentExecutor(agent=agent, tools=tools, verbose=True, trim_intermediate_steps=True)\n",
    "agent_with_chat_history = RunnableWithMessageHistory(\n",
    "    agent_executor,\n",
    "    lambda session_id: memory,\n",
    "    input_messages_key=\"input\",\n",
    "    history_messages_key=\"chat_history\",\n",
    ")\n",
    "\n",
    "print(\"Hello! I am your personal companion, Clippy!. Ask me about your meetings. Or the weather. I can answer most things about the world!\",\"\\n\")\n",
    "\n",
    "\n",
    "query=\"Hey Clippy! I am Sai. I need to go to Paris, France for a work trip. Can you help me plan that?\"\n",
    "print(\"---------------------------------------------------------------------------------------------------------\")\n",
    "print(\"User prompt: \",query)\n",
    "\n",
    "\n",
    "\n",
    "await agent_with_chat_history.ainvoke(\n",
    "    {\"input\": query},\n",
    "    config={\"configurable\": {\"session_id\": \"def234\"}},\n",
    ")\n",
    "\n",
    "\n",
    "query=\"Cool! I want to see if I have any important meetings on 11th and 12th of February?\"\n",
    "print(\"---------------------------------------------------------------------------------------------------------\")\n",
    "print(\"User prompt: \",query)\n",
    "\n",
    "\n",
    "\n",
    "await agent_with_chat_history.ainvoke(\n",
    "    {\"input\": query},\n",
    "    config={\"configurable\": {\"session_id\": \"def234\"}},\n",
    ")\n",
    "\n",
    "\n",
    "query=\"Okay. Is there anyone in my contacts in the France office location of Montoso, that I can meet?\"\n",
    "print(\"----------------------------------------------------------------------------------------------\",\"\\n\")\n",
    "print(\"User prompt: \",query)\n",
    " \n",
    "await agent_with_chat_history.ainvoke(\n",
    "    {\"input\": query},\n",
    "    config={\"configurable\": {\"session_id\": \"def234\"}},\n",
    ")\n",
    "\n",
    "query=\"Okay. Can you send Chin a mail with the subject: Can we meet for Lunch? and with body: I am in Paris on 11th and 12th of Feb and can meet you for lunch. Let me know.\"\n",
    "print(\"----------------------------------------------------------------------------------------------\",\"\\n\")\n",
    "print(\"User prompt: \",query)\n",
    " \n",
    "await agent_with_chat_history.ainvoke(\n",
    "    {\"input\": query},\n",
    "    config={\"configurable\": {\"session_id\": \"def234\"}},\n",
    ")\n"
   ]
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