diff --git a/ai-assistants-samples/.env.example b/ai-assistants-samples/.env.example new file mode 100644 index 00000000..66186f32 --- /dev/null +++ b/ai-assistants-samples/.env.example @@ -0,0 +1,46 @@ +# description: SID of your Twilio Account or Subaccount +# format: sid +# link: https://www.twilio.com/console +# required: true +ACCOUNT_SID= + +# description: Auth Token of your Twilio Account or Subaacount +# format: text +# link: https://www.twilio.com/console +# required: true +AUTH_TOKEN= + +# description: The ID of your AI Assistant (starts with ai_asst_) +# format: text +# required: true +# configurable: false +ASSISTANT_SID= + +# description: API key for Google Maps service +# format: text +# required: true +# configurable: false +GOOGLE_MAPS_API_KEY= + +# description: API key for OpenAI used in Internet Search tool +# format: secret +# required: false +OPENAI_API_KEY= + +# description: API key for Exa used in Internet Search tool +# format: text +# required: true +# configurable: false +EXA_API_KEY= + +# description: Flex Workflow SID used for Flex Handoffs +# format: text +# required: true +# configurable: false +FLEX_WORKFLOW_SID= + +# description: Flex Workspace SID used for Flex Handoffs +# format: text +# required: true +# configurable: false +FLEX_WORKSPACE_SID= \ No newline at end of file diff --git a/ai-assistants-samples/.owners b/ai-assistants-samples/.owners new file mode 100644 index 00000000..91c38c21 --- /dev/null +++ b/ai-assistants-samples/.owners @@ -0,0 +1,2 @@ +dkundel +eshenfield diff --git a/ai-assistants-samples/CHANGELOG.md b/ai-assistants-samples/CHANGELOG.md new file mode 100644 index 00000000..3982d461 --- /dev/null +++ b/ai-assistants-samples/CHANGELOG.md @@ -0,0 +1,8 @@ +# Changelog + +## [Unreleased] + +## [1.0.0] +### Added +- Initial release. + diff --git a/ai-assistants-samples/README.md b/ai-assistants-samples/README.md new file mode 100644 index 00000000..303b9a23 --- /dev/null +++ b/ai-assistants-samples/README.md @@ -0,0 +1,53 @@ +# ai-assistants-samples + +Functions to connect AI Assistants to various Channels and Tools + +If you want to use this template standalone please visit [github.com/twilio-labs/ai-assistants-samples](https://github.com/twilio-labs/ai-assistants-samples). + +## Pre-requisites + +### Environment variables + +This project requires some environment variables to be set. A file named `.env` is used to store the values for those environment variables. To keep your tokens and secrets secure, make sure to not commit the `.env` file in git. When setting up the project with `twilio serverless:init ...` the Twilio CLI will create a `.gitignore` file that excludes `.env` from the version history. + +In your `.env` file, set the following values: + +| Variable | Description | Required | +| :------- | :---------- | :------- | + + + +## Create a new project with the template + +1. Install the [Twilio CLI](https://www.twilio.com/docs/twilio-cli/quickstart#install-twilio-cli) +2. Install the [serverless toolkit](https://www.twilio.com/docs/labs/serverless-toolkit/getting-started) + +```shell +twilio plugins:install @twilio-labs/plugin-serverless +``` + +3. Initiate a new project + +``` +twilio serverless:init example --template=ai-assistants-samples && cd example +``` + +4. Start the server with the [Twilio CLI](https://www.twilio.com/docs/twilio-cli/quickstart): + +``` +twilio serverless:start +``` + +5. Open the web page at https://localhost:3000/index.html and enter your phone number to test + +ℹ️ Check the developer console and terminal for any errors, make sure you've set your environment variables. + +## Deploying + +Deploy your functions and assets with either of the following commands. Note: you must run these commands from inside your project folder. [More details in the docs.](https://www.twilio.com/docs/labs/serverless-toolkit) + +With the [Twilio CLI](https://www.twilio.com/docs/twilio-cli/quickstart): + +``` +twilio serverless:deploy +``` diff --git a/ai-assistants-samples/assets/index.html b/ai-assistants-samples/assets/index.html new file mode 100644 index 00000000..14f4606f --- /dev/null +++ b/ai-assistants-samples/assets/index.html @@ -0,0 +1,88 @@ + + + + + + + Get started with your Twilio Functions! + + + + + + + +
+
+ + +
+
+
+
+

+ +
+

Welcome!

+

Your live application with Twilio is ready to use!

+
+

+
+

Get started with your application

+

+ Follow these steps to try out your new app: +

+

+ This app will return the + TwiML + required to respond "Hello World" to incoming SMS messages. +

+
    +
  1. Text any message to your Twilio phone number
    2. +
  2. You should receive a response saying "Hello World"
    3. +
+
+
+ +
+
+

Troubleshooting

+
    +
  • + Check the + + phone number configuration + + and make sure the Twilio phone number you want for your app has a SMS webhook + configured to point at the following URL +
    + + +
    +
    • +
+
+
+
+ + + diff --git a/ai-assistants-samples/assets/utils.private.js b/ai-assistants-samples/assets/utils.private.js new file mode 100644 index 00000000..afcdf166 --- /dev/null +++ b/ai-assistants-samples/assets/utils.private.js @@ -0,0 +1,142 @@ +/* eslint-disable no-nested-ternary, sonarjs/no-nested-template-literals */ + +const { sign, decode } = require('jsonwebtoken'); + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {string} assistantSid + * @param {*} body + */ +async function sendMessageToAssistant(context, assistantSid, body) { + const environmentPrefix = context.TWILIO_REGION?.startsWith('stage') + ? '.stage' + : context.TWILIO_REGION?.startsWith('dev') + ? '.dev' + : ''; + const url = `https://assistants${environmentPrefix}.twilio.com/v1/${assistantSid}/Messages`; + + // Attention! There's explicitly no "await" since we want to do a "fire & forget" + const response = await fetch(url, { + method: 'POST', + body: JSON.stringify(body), + headers: { + Authorization: `Basic ${Buffer.from( + `${context.ACCOUNT_SID}:${context.AUTH_TOKEN}`, + 'utf-8' + ).toString('base64')}`, + 'Content-Type': 'application/json', + Accept: 'application/json', + }, + }); + if (response.ok) { + console.log('Sent message to AI Assistant'); + } else { + throw new Error( + `Failed to send request to AI Assistants. ${await response.text()}` + ); + } +} + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {string} chatServiceSid + * @param {string} conversationSid + */ +async function readConversationAttributes( + context, + chatServiceSid, + conversationSid +) { + try { + const client = context.getTwilioClient(); + const data = await client.conversations.v1 + .services(chatServiceSid) + .conversations(conversationSid) + .fetch(); + return JSON.parse(data.attributes); + } catch (err) { + console.error(err); + return {}; + } +} + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {*} event + */ +async function getAssistantSid(context, event) { + if (event.EventType === 'onMessageAdded') { + try { + const { ConversationSid, ChatServiceSid } = event; + const parsed = await readConversationAttributes( + context, + ChatServiceSid, + ConversationSid + ); + if (typeof parsed.assistantSid === 'string' && parsed.assistantSid) { + return parsed.assistantSid; + } + } catch (err) { + console.log('Invalid attribute structure', err); + } + } + const assistantSid = + event.AssistantId || + context.ASSISTANT_ID || + event.AssistantSid || + context.ASSISTANT_SID; + + if (!assistantSid) { + throw new Error('Missing Assistant ID configuration'); + } + + return assistantSid; +} + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {*} event + */ +async function signRequest(context, event) { + const assistantSid = await getAssistantSid(context, event); + const authToken = context.AUTH_TOKEN; + if (!authToken) { + throw new Error('No auth token found'); + } + return sign({ assistantSid }, authToken, { expiresIn: '5m' }); +} + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {*} event + */ +function verifyRequest(context, event) { + const token = event._token; + if (!token) { + throw new Error('Missing token'); + } + + const authToken = context.AUTH_TOKEN; + if (!authToken) { + throw new Error('No auth token found'); + } + + try { + const decoded = decode(token, authToken, { json: true }); + if (decoded.assistantSid) { + return true; + } + } catch (err) { + console.error('Failed to verify token', err); + return false; + } + return false; +} + +module.exports = { + getAssistantSid, + signRequest, + verifyRequest, + sendMessageToAssistant, + readConversationAttributes, +}; diff --git a/ai-assistants-samples/functions/channels/conversations/flex-webchat.protected.js b/ai-assistants-samples/functions/channels/conversations/flex-webchat.protected.js new file mode 100644 index 00000000..9ef72e6a --- /dev/null +++ b/ai-assistants-samples/functions/channels/conversations/flex-webchat.protected.js @@ -0,0 +1,101 @@ +const { + signRequest, + getAssistantSid, + sendMessageToAssistant, + readConversationAttributes, +} = require(Runtime.getAssets()['/utils.js'].path); + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{ + * Data?: string; + * Body?: string; + * }} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + const assistantSid = await getAssistantSid(context, event); + + const data = typeof event.Data === 'string' ? JSON.parse(event.Data) : {}; + const { + ChannelSid: ConversationSid, + InstanceSid: ChatServiceSid, + From: Author, + } = data; + + const Body = typeof event.Body === 'string' ? event.Body : data.Body; + const AssistantIdentity = + typeof event.AssistantIdentity === 'string' + ? event.AssistantIdentity + : undefined; + + if ( + typeof ConversationSid !== 'string' || + typeof ChatServiceSid !== 'string' || + typeof Author !== 'string' + ) { + return callback( + new Error( + 'Failed request. Make sure to configure your Studio widget to pass "Data" with the value "{{trigger.conversation | to_json}}. This only works for "Incoming Conversation" flows.' + ) + ); + } + + let identity = Author.includes(':') ? Author : `user_id:${Author}`; + if (Author.startsWith('FX')) { + // User is a Flex Web Chat Conversation Participant + identity = `flex_participant:${Author}`; + } + + const client = context.getTwilioClient(); + + const participants = await client.conversations.v1 + .services(ChatServiceSid) + .conversations(ConversationSid) + .participants.list(); + + if (participants.length > 1) { + // Ignoring the conversation because there is more than one human + return callback(null, ''); + } + + const token = await signRequest(context, event); + const params = new URLSearchParams(); + params.append('_token', token); + if (typeof AssistantIdentity === 'string') { + params.append('_assistantIdentity', AssistantIdentity); + } + const body = { + Body, + Identity: identity, + SessionId: `conversations__${ChatServiceSid}/${ConversationSid}`, + // using a callback to handle AI Assistant responding + Webhook: `https://${ + context.DOMAIN_NAME + }/channels/conversations/response?${params.toString()}`, + }; + + const response = new Twilio.Response(); + response.appendHeader('content-type', 'text/plain'); + response.setBody(''); + + const attributes = await readConversationAttributes( + context, + ChatServiceSid, + ConversationSid + ); + await client.conversations.v1 + .services(ChatServiceSid) + .conversations(ConversationSid) + .update({ + attributes: JSON.stringify({ ...attributes, assistantIsTyping: true }), + }); + + try { + await sendMessageToAssistant(context, assistantSid, body); + } catch (err) { + console.error(err); + } + + return callback(null, response); +}; diff --git a/ai-assistants-samples/functions/channels/conversations/messageAdded.protected.js b/ai-assistants-samples/functions/channels/conversations/messageAdded.protected.js new file mode 100644 index 00000000..969ad3ce --- /dev/null +++ b/ai-assistants-samples/functions/channels/conversations/messageAdded.protected.js @@ -0,0 +1,87 @@ +const { + signRequest, + getAssistantSid, + sendMessageToAssistant, + readConversationAttributes, +} = require(Runtime.getAssets()['/utils.js'].path); + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + const assistantSid = await getAssistantSid(context, event); + + const { ConversationSid, ChatServiceSid, Author } = event; + const AssistantIdentity = + typeof event.AssistantIdentity === 'string' + ? event.AssistantIdentity + : undefined; + + const identity = Author.includes(':') ? Author : `user_id:${Author}`; + + const client = context.getTwilioClient(); + + const webhooks = ( + await client.conversations.v1 + .services(ChatServiceSid) + .conversations(ConversationSid) + .webhooks.list() + ).filter((entry) => entry.target === 'studio'); + + if (webhooks.length > 0) { + // ignoring if the conversation has a studio webhook set (assuming it was handed over) + return callback(null, ''); + } + + const participants = await client.conversations.v1 + .services(ChatServiceSid) + .conversations(ConversationSid) + .participants.list(); + + if (participants.length > 1) { + // Ignoring the conversation because there is more than one human + return callback(null, ''); + } + + const token = await signRequest(context, event); + const params = new URLSearchParams(); + params.append('_token', token); + if (typeof AssistantIdentity === 'string') { + params.append('_assistantIdentity', AssistantIdentity); + } + const body = { + Body: event.Body, + Identity: identity, + SessionId: `conversations__${ChatServiceSid}/${ConversationSid}`, + // using a callback to handle AI Assistant responding + Webhook: `https://${ + context.DOMAIN_NAME + }/channels/conversations/response?${params.toString()}`, + }; + + const response = new Twilio.Response(); + response.appendHeader('content-type', 'text/plain'); + response.setBody(''); + + const attributes = await readConversationAttributes( + context, + ChatServiceSid, + ConversationSid + ); + await client.conversations.v1 + .services(ChatServiceSid) + .conversations(ConversationSid) + .update({ + attributes: JSON.stringify({ ...attributes, assistantIsTyping: true }), + }); + + try { + await sendMessageToAssistant(context, assistantSid, body); + } catch (err) { + console.error(err); + } + + return callback(null, response); +}; diff --git a/ai-assistants-samples/functions/channels/conversations/response.js b/ai-assistants-samples/functions/channels/conversations/response.js new file mode 100644 index 00000000..294adb5b --- /dev/null +++ b/ai-assistants-samples/functions/channels/conversations/response.js @@ -0,0 +1,63 @@ +const { verifyRequest, readConversationAttributes } = require( + Runtime.getAssets()['/utils.js'].path +); + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + try { + if (!verifyRequest(context, event)) { + return callback(new Error('Invalid token')); + } + console.log('response', event); + const assistantIdentity = + typeof event._assistantIdentity === 'string' + ? event._assistantIdentity + : undefined; + + if (event.Status === 'Failed') { + console.error(event); + return callback( + new Error('Failed to generate response. Check error logs.') + ); + } + + const client = context.getTwilioClient(); + + const [serviceSid, conversationsSid] = event.SessionId.replace( + 'webhook:conversations__', + '' + ).split('/'); + const body = event.Body; + + const attributes = await readConversationAttributes( + context, + serviceSid, + conversationsSid + ); + await client.conversations.v1 + .services(serviceSid) + .conversations(conversationsSid) + .update({ + attributes: JSON.stringify({ ...attributes, assistantIsTyping: false }), + }); + + const message = await client.conversations.v1 + .services(serviceSid) + .conversations(conversationsSid) + .messages.create({ + body, + author: assistantIdentity, + }); + + console.log(`conversation message sent ${message.sid}`); + + return callback(null, {}); + } catch (err) { + console.error(err); + return callback(null, {}); + } +}; diff --git a/ai-assistants-samples/functions/channels/messaging/incoming.protected.js b/ai-assistants-samples/functions/channels/messaging/incoming.protected.js new file mode 100644 index 00000000..3f06ffd3 --- /dev/null +++ b/ai-assistants-samples/functions/channels/messaging/incoming.protected.js @@ -0,0 +1,43 @@ +const { signRequest, getAssistantSid, sendMessageToAssistant } = require( + Runtime.getAssets()['/utils.js'].path +); +const crypto = require('crypto'); + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + const twiml = new Twilio.twiml.MessagingResponse(); + + const assistantSid = await getAssistantSid(context, event); + + // using cookies for sessions so that a session persists for 4h (lifetime of cookie) + const sessionId = + event.request.cookies.SESSION_ID || + `messaging__${event.To}/${crypto.randomUUID()}`; + + const token = await signRequest(context, event); + const body = { + Body: event.Body, + Identity: event.From.startsWith('whatsapp:') + ? event.From + : `phone:${event.From}`, + SessionId: sessionId, + Webhook: `https://${context.DOMAIN_NAME}/channels/messaging/response?_token=${token}`, + }; + + const response = new Twilio.Response(); + response.setCookie('SESSION_ID', sessionId); + response.appendHeader('content-type', 'text/xml'); + response.setBody(twiml.toString()); + + try { + await sendMessageToAssistant(context, assistantSid, body); + } catch (err) { + console.error(err); + } + + return callback(null, response); +}; diff --git a/ai-assistants-samples/functions/channels/messaging/response.js b/ai-assistants-samples/functions/channels/messaging/response.js new file mode 100644 index 00000000..ede8b518 --- /dev/null +++ b/ai-assistants-samples/functions/channels/messaging/response.js @@ -0,0 +1,37 @@ +const { verifyRequest } = require(Runtime.getAssets()['/utils.js'].path); + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + try { + if (!verifyRequest(context, event)) { + console.error('Invalid token', event._token); + return callback(new Error('Invalid token')); + } + + const client = context.getTwilioClient(); + let from = event.Identity; + if (from.startsWith('phone:')) { + from = from.replace('phone:', ''); + } + + const [to] = event.SessionId.replace('webhook:messaging__', '').split('/'); + const body = event.Body; + + const message = await client.messages.create({ + from: to, + to: from, + body, + }); + + console.log(`message sent ${message.sid}`); + + return callback(null, {}); + } catch (err) { + console.error(err); + return callback(null, {}); + } +}; diff --git a/ai-assistants-samples/functions/tools/flex-handover.js b/ai-assistants-samples/functions/tools/flex-handover.js new file mode 100644 index 00000000..944b4660 --- /dev/null +++ b/ai-assistants-samples/functions/tools/flex-handover.js @@ -0,0 +1,86 @@ +/* eslint-disable camelcase */ + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + const client = context.getTwilioClient(); + + const FLEX_WORKFLOW_SID = event.FlexWorkflowSid || context.FLEX_WORKFLOW_SID; + const FLEX_WORKSPACE_SID = + event.FlexWorkspaceSid || context.FLEX_WORKSPACE_SID; + + if (!FLEX_WORKFLOW_SID || !FLEX_WORKSPACE_SID) { + return callback( + new Error( + 'Missing configuration for FLEX_WORKSPACE_SID OR FLEX_WORKFLOW_SID' + ) + ); + } + + const [serviceSid, conversationsSid] = event.request.headers['x-session-id'] + ?.replace('conversations__', '') + .split('/'); + const [traitName, identity] = event.request.headers['x-identity']?.split(':'); + + if (!identity || !conversationsSid) { + return callback(new Error('Invalid request')); + } + + try { + let from = identity; + let customerName = identity; + let customerAddress = identity; + let channelType = 'chat'; + if (traitName === 'whatsapp') { + channelType = 'whatsapp'; + from = `whatsapp:${identity}`; + customerName = from; + customerAddress = from; + } else if (identity.startsWith('+')) { + channelType = 'sms'; + customerName = from; + customerAddress = from; + } else if (identity.startsWith('FX')) { + // Flex webchat + channelType = 'web'; + customerName = from; + customerAddress = from; + try { + const user = await client.conversations.users(identity).fetch(); + from = user.friendlyName; + } catch (err) { + console.error(err); + } + } + const result = await client.flexApi.v1.interaction.create({ + channel: { + type: channelType, + initiated_by: 'customer', + properties: { + media_channel_sid: conversationsSid, + }, + }, + routing: { + properties: { + workspace_sid: FLEX_WORKSPACE_SID, + workflow_sid: FLEX_WORKFLOW_SID, + task_channel_unique_name: 'chat', + attributes: { + from, + customerName, + customerAddress, + }, + }, + }, + }); + console.log(result.sid); + } catch (err) { + console.error(err); + return callback(new Error('Failed to hand over to a human agent')); + } + + return callback(null, 'Transferred to human agent'); +}; diff --git a/ai-assistants-samples/functions/tools/google-maps.js b/ai-assistants-samples/functions/tools/google-maps.js new file mode 100644 index 00000000..bbf83d63 --- /dev/null +++ b/ai-assistants-samples/functions/tools/google-maps.js @@ -0,0 +1,53 @@ +/* eslint-disable camelcase */ + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + if (!context.GOOGLE_MAPS_API_KEY) { + return callback(new Error('Missing API Key')); + } + + const { location, name } = event; + + if (!location || !name) { + return callback(new Error('Invalid request. Missing location or name')); + } + + const searchResponse = await fetch( + `https://maps.googleapis.com/maps/api/place/findplacefromtext/json?fields=place_id&input=${location} ${name}&inputtype=textquery&key=${context.GOOGLE_MAPS_API_KEY}` + ); + + if (!searchResponse.ok) { + console.error(await searchResponse.text()); + return callback(new Error('Failed to get response from Google Maps')); + } + + const searchData = await searchResponse.json(); + + if (searchData.candidates.length === 0) { + return callback(null, 'No Results Found'); + } + + const placeId = searchData.candidates[0].place_id; + + const detailsResponse = await fetch( + `https://maps.googleapis.com/maps/api/place/details/json?fields=name%2Ccurrent_opening_hours%2Cformatted_address%2Cformatted_phone_number&place_id=${placeId}&key=${context.GOOGLE_MAPS_API_KEY}` + ); + + if (!detailsResponse.ok) { + console.error(await detailsResponse.text()); + return callback(new Error('Failed to get details from Google Maps')); + } + + const detailsData = await detailsResponse.json(); + + return callback(null, { + name: detailsData.result?.name, + address: detailsData.result?.formatted_address, + phone_number: detailsData.result?.formatted_phone_number, + opening_hours: detailsData.result?.current_opening_hours?.weekday_text, + }); +}; diff --git a/ai-assistants-samples/functions/tools/internet-search.js b/ai-assistants-samples/functions/tools/internet-search.js new file mode 100644 index 00000000..11f74b0c --- /dev/null +++ b/ai-assistants-samples/functions/tools/internet-search.js @@ -0,0 +1,86 @@ +/* eslint-disable no-nested-ternary */ + +const { ChatOpenAI } = require('@langchain/openai'); +const { ChatPromptTemplate } = require('@langchain/core/prompts'); +const { formatDocumentsAsString } = require('langchain/util/document'); +const { + RunnableSequence, + RunnablePassthrough, +} = require('@langchain/core/runnables'); +const { StringOutputParser } = require('@langchain/core/output_parsers'); +const { default: Exa } = require('exa-js'); + +const PROMPT = ` +You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Use a 8 sentences maximum and keep the answer concise. + +Question: {question} + +Context: {context} + +Answer: +`.trim(); + +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + if (!context.EXA_API_KEY) { + return callback(new Error('Invalid configuration')); + } + + if (!event.query) { + return callback(new Error('Missing query')); + } + + const exa = new Exa(context.EXA_API_KEY); + + const domains = Array.isArray(event.limitToDomains) + ? event.limitToDomains + : event.limitToDomains + ? [event.limitToDomains] + : undefined; + const numResults = event.n ? parseInt(event.n, 10) : 5; + const searchAndTextResults = await exa.searchAndContents(event.query, { + numResults, + text: { + maxCharacters: 1000, + }, + highlights: { + highlightsPerUrl: 1, + numSentences: 7, + }, + useAutoprompt: true, + includeDomains: domains, + }); + + if (!event.summarize) { + return callback(null, searchAndTextResults.results); + } + + if (!context.OPENAI_API_KEY) { + console.error('No OpenAI key, skipping summarization'); + return callback(null, searchAndTextResults.results); + } + + const data = searchAndTextResults.results.flatMap( + (result) => result.highlights + ); + + const prompt = ChatPromptTemplate.fromMessages([['human', PROMPT]]); + const llm = new ChatOpenAI({ modelName: 'gpt-3.5-turbo', temperature: 0 }); + + const ragChain = RunnableSequence.from([ + { + context: () => data.join('\n\n'), + question: new RunnablePassthrough(), + }, + prompt, + llm, + new StringOutputParser(), + ]); + + const result = await ragChain.invoke(event.query); + return callback(null, result); +}; diff --git a/ai-assistants-samples/functions/tools/studio-handover.js b/ai-assistants-samples/functions/tools/studio-handover.js new file mode 100644 index 00000000..e44b5219 --- /dev/null +++ b/ai-assistants-samples/functions/tools/studio-handover.js @@ -0,0 +1,48 @@ +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + try { + if ( + !event.request.headers['x-session-id']?.startsWith( + 'webhook:conversations__' + ) + ) { + return callback(null, 'Unable to perform action. Ignore this output'); + } + + const client = context.getTwilioClient(); + const [serviceSid, conversationsSid] = event.request.headers['x-session-id'] + ?.replace('webhook:conversations__', '') + .split('/'); + + console.log('attempting handover'); + const flowSid = event.FlowSid || event.flowSid || context.STUDIO_FLOW_SID; + if (!flowSid) { + console.error('Missing flow sid'); + return callback(new Error('Unable to hand over conversation')); + } + + await client.conversations.v1 + .services(serviceSid) + .conversations(conversationsSid) + .webhooks.create({ + target: 'studio', + configuration: { + flowSid, + }, + }); + + console.log('handed over'); + const successMessage = + event.SuccessMessage ?? + event.successMessage ?? + 'Conversation handed over'; + return callback(null, successMessage); + } catch (err) { + console.error(err); + return callback(null, 'Could not handover'); + } +}; diff --git a/ai-assistants-samples/functions/tools/ui-tools.js b/ai-assistants-samples/functions/tools/ui-tools.js new file mode 100644 index 00000000..903e775e --- /dev/null +++ b/ai-assistants-samples/functions/tools/ui-tools.js @@ -0,0 +1,43 @@ +/** + * @param {import('@twilio-labs/serverless-runtime-types/types').Context} context + * @param {{}} event + * @param {import('@twilio-labs/serverless-runtime-types/types').ServerlessCallback} callback + */ +exports.handler = async function (context, event, callback) { + try { + if ( + !event.request.headers['x-session-id']?.startsWith( + 'webhook:conversations__' + ) + ) { + return callback(null, 'Unable to perform action. Ignore this output'); + } + + const client = context.getTwilioClient(); + const [serviceSid, conversationsSid] = event.request.headers['x-session-id'] + ?.replace('webhook:conversations__', '') + .split('/'); + + const data = { ...event }; + delete data.request; + delete data.toolName; + delete data.successMessage; + const payload = { + name: event.toolName, + data, + }; + + await client.conversations.v1 + .services(serviceSid) + .conversations(conversationsSid) + .messages.create({ + attributes: JSON.stringify({ assistantMessageType: 'ui-tool' }), + body: JSON.stringify(payload), + }); + + return callback(null, event.successMessage ?? 'Success'); + } catch (err) { + console.error(err); + return callback(null, 'An error ocurred'); + } +}; diff --git a/ai-assistants-samples/package.json b/ai-assistants-samples/package.json new file mode 100644 index 00000000..2f3cbfda --- /dev/null +++ b/ai-assistants-samples/package.json @@ -0,0 +1,15 @@ +{ + "name": "ai-assistants-samples", + "version": "1.0.0", + "private": true, + "dependencies": { + "@langchain/community": "^0.0.32", + "@langchain/core": "^0.1.32", + "@langchain/openai": "^0.0.14", + "@twilio/runtime-handler": "1.3.0", + "exa-js": "^1.0.12", + "jsonwebtoken": "^9.0.2", + "langchain": "^0.1.21", + "twilio": "^3.56" + } +} diff --git a/ai-assistants-samples/tests/channels/conversations/flex-webchat.test.js b/ai-assistants-samples/tests/channels/conversations/flex-webchat.test.js new file mode 100644 index 00000000..babdcc90 --- /dev/null +++ b/ai-assistants-samples/tests/channels/conversations/flex-webchat.test.js @@ -0,0 +1,5 @@ +describe('channels/conversations/flex-webchat', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/channels/conversations/messageAdded.test.js b/ai-assistants-samples/tests/channels/conversations/messageAdded.test.js new file mode 100644 index 00000000..b9971a18 --- /dev/null +++ b/ai-assistants-samples/tests/channels/conversations/messageAdded.test.js @@ -0,0 +1,5 @@ +describe('channels/conversations/messageAdded', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/channels/conversations/response.test.js b/ai-assistants-samples/tests/channels/conversations/response.test.js new file mode 100644 index 00000000..8584407f --- /dev/null +++ b/ai-assistants-samples/tests/channels/conversations/response.test.js @@ -0,0 +1,5 @@ +describe('channels/conversations/response', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/channels/messaging/incoming.test.js b/ai-assistants-samples/tests/channels/messaging/incoming.test.js new file mode 100644 index 00000000..adc054f7 --- /dev/null +++ b/ai-assistants-samples/tests/channels/messaging/incoming.test.js @@ -0,0 +1,5 @@ +describe('channels/messaging/incoming', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/channels/messaging/response.test.js b/ai-assistants-samples/tests/channels/messaging/response.test.js new file mode 100644 index 00000000..984e2f0b --- /dev/null +++ b/ai-assistants-samples/tests/channels/messaging/response.test.js @@ -0,0 +1,5 @@ +describe('channels/messaging/response', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/tools/flex-handover.test.js b/ai-assistants-samples/tests/tools/flex-handover.test.js new file mode 100644 index 00000000..ee17f1e4 --- /dev/null +++ b/ai-assistants-samples/tests/tools/flex-handover.test.js @@ -0,0 +1,5 @@ +describe('tools/flex-handover', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/tools/google-maps.test.js b/ai-assistants-samples/tests/tools/google-maps.test.js new file mode 100644 index 00000000..51d18cbe --- /dev/null +++ b/ai-assistants-samples/tests/tools/google-maps.test.js @@ -0,0 +1,5 @@ +describe('tools/google-maps', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/tools/studio-handover.test.js b/ai-assistants-samples/tests/tools/studio-handover.test.js new file mode 100644 index 00000000..734818c1 --- /dev/null +++ b/ai-assistants-samples/tests/tools/studio-handover.test.js @@ -0,0 +1,5 @@ +describe('tools/studio-handover', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/ai-assistants-samples/tests/tools/ui-tools.test.js b/ai-assistants-samples/tests/tools/ui-tools.test.js new file mode 100644 index 00000000..0deb9421 --- /dev/null +++ b/ai-assistants-samples/tests/tools/ui-tools.test.js @@ -0,0 +1,5 @@ +describe('tools/ui-tools', () => { + it('TODO', () => { + expect(true).toBe(true); + }); +}); diff --git a/package-lock.json b/package-lock.json index 1e4bc7c1..700597ae 100644 --- a/package-lock.json +++ b/package-lock.json @@ -77,7 +77,8 @@ "flex-dialpad", "verify-prefill", "reminder-message", - "passkeys-backend" + "passkeys-backend", + "ai-assistants-samples" ], "devDependencies": { "@twilio-labs/runtime-helpers": "^0.1.2", @@ -104,6 +105,1722 @@ "validator": "^13.12.0" } }, + "ai-assistants-samples": { + "version": "1.0.0", + "dependencies": { + "@langchain/community": "^0.0.32", + "@langchain/core": "^0.1.32", + "@langchain/openai": "^0.0.14", + "@twilio/runtime-handler": "1.3.0", + "exa-js": "^1.0.12", + "jsonwebtoken": "^9.0.2", + "langchain": "^0.1.21", + "twilio": "^3.56" + } + }, + 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+ "qs": "^6.9.4", + "scmp": "^2.1.0", + "xmlbuilder": "^13.0.2" + } + } } }, "verify-dashboard": { @@ -28399,7 +32169,7 @@ "version": "5.0.0", "resolved": "https://registry.npmjs.org/w3c-xmlserializer/-/w3c-xmlserializer-5.0.0.tgz", "integrity": "sha512-o8qghlI8NZHU1lLPrpi2+Uq7abh4GGPpYANlalzWxyWteJOCsr/P+oPBA49TOLu5FTZO4d3F9MnWJfiMo4BkmA==", - "dev": true, + "devOptional": true, "requires": { "xml-name-validator": "^5.0.0" } @@ -28436,7 +32206,7 @@ "version": "7.0.0", "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-7.0.0.tgz", "integrity": "sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==", - "dev": true + "devOptional": true }, "webpack-merge": { "version": "5.7.3", @@ -28451,7 +32221,7 @@ "version": "3.1.1", "resolved": "https://registry.npmjs.org/whatwg-encoding/-/whatwg-encoding-3.1.1.tgz", "integrity": "sha512-6qN4hJdMwfYBtE3YBTTHhoeuUrDBPZmbQaxWAqSALV/MeEnR5z1xd8UKud2RAkFoPkmB+hli1TZSnyi84xz1vQ==", - "dev": true, + "devOptional": true, "requires": { "iconv-lite": "0.6.3" }, @@ -28460,7 +32230,7 @@ "version": "0.6.3", "resolved": "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.6.3.tgz", "integrity": "sha512-4fCk79wshMdzMp2rH06qWrJE4iolqLhCUH+OiuIgU++RB0+94NlDL81atO7GX55uUKueo0txHNtvEyI6D7WdMw==", - "dev": true, + "devOptional": true, "requires": { "safer-buffer": ">= 2.1.2 < 3.0.0" } @@ -28471,13 +32241,13 @@ "version": "4.0.0", "resolved": "https://registry.npmjs.org/whatwg-mimetype/-/whatwg-mimetype-4.0.0.tgz", "integrity": "sha512-QaKxh0eNIi2mE9p2vEdzfagOKHCcj1pJ56EEHGQOVxp8r9/iszLUUV7v89x9O1p/T+NlTM5W7jW6+cz4Fq1YVg==", - "dev": true + "devOptional": true }, "whatwg-url": { "version": "14.0.0", "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-14.0.0.tgz", "integrity": "sha512-1lfMEm2IEr7RIV+f4lUNPOqfFL+pO+Xw3fJSqmjX9AbXcXcYOkCe1P6+9VBZB6n94af16NfZf+sSk0JCBZC9aw==", - "dev": true, + "devOptional": true, "requires": { "tr46": "^5.0.0", "webidl-conversions": "^7.0.0" @@ -28596,14 +32366,14 @@ "version": "8.17.0", "resolved": "https://registry.npmjs.org/ws/-/ws-8.17.0.tgz", "integrity": "sha512-uJq6108EgZMAl20KagGkzCKfMEjxmKvZHG7Tlq0Z6nOky7YF7aq4mOx6xK8TJ/i1LeK4Qus7INktacctDgY8Ow==", - "dev": true, + "devOptional": true, "requires": {} }, "xml-name-validator": { "version": "5.0.0", "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-5.0.0.tgz", "integrity": "sha512-EvGK8EJ3DhaHfbRlETOWAS5pO9MZITeauHKJyb8wyajUfQUenkIg2MvLDTZ4T/TgIcm3HU0TFBgWWboAZ30UHg==", - "dev": true + "devOptional": true }, "xml2js": { "version": "0.4.19", @@ -28630,7 +32400,7 @@ "version": "2.2.0", "resolved": "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz", "integrity": "sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==", - "dev": true + "devOptional": true }, "xtend": { "version": "4.0.2", @@ -28648,6 +32418,11 @@ "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz", "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==" }, + "yaml": { + "version": "2.5.0", + "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.5.0.tgz", + "integrity": "sha512-2wWLbGbYDiSqqIKoPjar3MPgB94ErzCtrNE1FdqGuaO0pi2JGjmE8aW8TDZwzU7vuxcGRdL/4gPQwQ7hD5AMSw==" + }, "yargs": { "version": "15.4.1", "resolved": "https://registry.npmjs.org/yargs/-/yargs-15.4.1.tgz", @@ -28707,6 +32482,17 @@ "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz", "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==", "dev": true + }, + "zod": { + "version": "3.23.8", + "resolved": "https://registry.npmjs.org/zod/-/zod-3.23.8.tgz", + "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==" + }, + "zod-to-json-schema": { + "version": "3.23.2", + "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.2.tgz", + "integrity": "sha512-uSt90Gzc/tUfyNqxnjlfBs8W6WSGpNBv0rVsNxP/BVSMHMKGdthPYff4xtCHYloJGM0CFxFsb3NbC0eqPhfImw==", + "requires": {} } } } diff --git a/package.json b/package.json index 9a03e5ea..aff7b881 100644 --- a/package.json +++ b/package.json @@ -142,6 +142,7 @@ "flex-dialpad", "verify-prefill", "reminder-message", - "passkeys-backend" + "passkeys-backend", + "ai-assistants-samples" ] } diff --git a/templates.json b/templates.json index 58d00ba1..5f6a47b1 100644 --- a/templates.json +++ b/templates.json @@ -354,6 +354,11 @@ "id": "passkeys-backend", "name": "Backend for passkeys app", "description": "Connect applications with the passkeys service" + }, + { + "id": "ai-assistants-samples", + "name": "AI Assistants Samples", + "description": "Functions to connect AI Assistants to various Channels and Tools" } ] }