Input: {"body":{"messages":[{"content":"You need to tag the input with the following labels based on the question asked:\nABSOLUTELY_NOT: You are absolutely sure that the answer is \"NO\" to the question.\nPROBABLY_NOT: You are leaning towards \"NO\" to the question.\nAMBIGUOUS: You are unsure about the answer to the question.\nPROBABLY_YES: You are leaning towards \"YES\" to the question.\nABSOLUTELY_YES: You are absolutely sure that the answer is \"YES\" to the question.\n\nYou need to return a mapping of the labels, an explanation and the answer for each label following the format below:\n```\n■is_about_animals:【explanation (where \"explanation\" is answering the question \"is the text about animals?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_lua_code:【explanation (where \"explanation\" is answering the question \"does the text contain Lua code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_python_code:【explanation (where \"explanation\" is answering the question \"does the text contain Python code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_js_code:【explanation (where \"explanation\" is answering the question \"does the text contain JavaScript code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_botpress:【explanation (where \"explanation\" is answering the question \"is the text about Botpress?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_rasa:【explanation (where \"explanation\" is answering the question \"is the text about Rasa?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_flows:【explanation (where \"explanation\" is answering the question \"does the text mention flows?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_api:【explanation (where \"explanation\" is answering the question \"does the text mention the Botpress API?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_enterprise:【explanation (where \"explanation\" is answering the question \"does the text mention Botpress Enterprise?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_workspaces:【explanation (where \"explanation\" is answering the question \"does the text mention workspaces?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_webchat:【explanation (where \"explanation\" is answering the question \"does the text mention the Webchat?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_hitl:【explanation (where \"explanation\" is answering the question \"does the text mention HITL (human in the loop)?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n■END■\n```\n\nundefined\n\n===\nYou should consider the Expert Examples below to help you make your decision.\nIn your \"Analysis\", please refer to the Expert Examples # to justify your decision.","role":"system"},{"content":"Input to tag:\n<|start_input|>\n)\n* [Building](/docs/building-integrations)  \n   * [Getting Started](/docs/getting-started-1)  \n         * [Getting Started](/docs/getting-started-1)  \n         * [Adding Messaging Channel Capabilities](/docs/adding-messaging-channel-capabilities)  \n         * [Adding Actions & Triggers to Botpress Studio](/docs/adding-actions-triggers-to-botpress-studio)  \n         * [Publish your integration on Botpress Hub](/docs/publish-your-integration-on-botpress-hub)  \n   * [Use Your Own LLM](/docs/llm-interfaces)  \n   * [Connect a live agent platform with Botpress](/docs/hitl)  \n   * [Moving Parts](/docs/moving-parts)  \n   * [CLI](/docs/cli)  \n   * [SDK](/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)\n/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)  \n         * [Tags](/docs/tags)  \n         * [Channels](/docs/channels)  \n         * [Configuration](/docs/configuration)  \n         * [User](/docs/user)  \n         * [Conversations](/docs/conversations-1)  \n         * [Messages](/docs/messages)  \n         * [Event](/docs/event)  \n         * [States](/docs/states-1)  \n         * [Actions](/docs/actions)  \n         * [Definitions](/docs/definitions)  \n         * [Secrets](/docs/secrets)  \n         * [ZUI - Zod schema UI components in Botpress \\[BETA\\]](/docs/zui-zod-schema-ui-components-in-botpress)  \n   * [How to](/docs/states)  \n         * [States](/docs/states)  \n         * [Register & Unregister](/docs/register-unregister)  \n         * [Integrations Actions](/docs/integrations)  \n         * [Integration Events](/docs/integration-events)  \n         * [Handler](/docs/handler)  \n         * [Logging](/docs/logging)  \n         * [Building a Custom Integration](/docs/building-a-custom-integration)\n## Webchat\n* [Webchat](/docs/webchat)  \n   * [Webflow](/docs/webflow)  \n   * [Wix](/docs/wix)  \n   * [Wordpress](/docs/wordpress)\n* [Webchat v1 (deprecated)](/docs/web-chat-v1old)  \n   * [Controlling Web Chat using JavaScript](/docs/controlling-web-chat-using-javascript)  \n   * [Styling your webchat](/docs/chatbot-button)  \n         * [Chatbot Button](/docs/chatbot-button)  \n         * [Chat Header](/docs/chat-header)  \n         * [User Input Area](/docs/user-input-area)  \n         * [Show Bot Info](/docs/show-bot-info)  \n   * [Embedding Webchat](/docs/react-app)  \n         * [React App](/docs/react-app)  \n         * [React Native App](/docs/react-native-app)  \n         * [Web Chat Iframe](/docs/web-chat-iframe)  \n         * [Full Screen Chatbot](/docs/full-screen-chatbot)\n* [Webchat v2](/docs/embedded-webchat)  \n   * [Embedded Webchat](/docs/embedded-webchat)  \n         * [Custom CSS Reference](/docs/custom-css-reference)  \n   * [React Components](/docs/react-js)  \n   * [Webchat Client](/docs/webchat-client)\n## Botpress APIs\n* [Files API](/docs/files-api)\n* [Chat API](/docs/chat-api)\n## Appendix\n* [Safety](/docs/safety)  \n   * [Preventing Abuse](/docs/preventing-abuse)  \n   * [Brand Safety Framework](/docs/brand-safety-framework)\n* [Exporting Data](/docs/exporting-data)  \n   * [Raw Conversations](/docs/exporting-raw-conversations-with-the-botpress-api)  \n   * [Conversation History](/docs/getting-the-conversation-history-from-within-your-bot)  \n   * [Streaming Analytics](/docs/streaming-analytics-from-within-your-bot-with-hooks)  \n   * [Compiled Bot Analytics](/docs/exporting-compiled-bot-analytics-with-the-botpress-api)\nPowered by\n# Keyboard Shortcuts\nStudio Keyboard Shortcuts\n[ Suggest Edits](/edit/keyboard-shortcuts)\nYou can use these studio shortcuts for saving your time and focusing on building better bots.\n| Shortcut                                       | Windows      | Mac          |\n| ---------------------------------------------- | ------------ | ------------ |\n| Copy Node                                      | ctrl+c       | cmd+c        |\n| Paste Node                                     | ctrl+v       | cmd+v        |\n| Delete Node                                    | del          | del          |\n| Search                                         | ctrl+f       | cmd+f        |\n| Toggle Left Panel  (Explorer, Library, Hooks)  | ctrl+b       | cmd+b        |\n| Toggle Right Panel  (Inspector & Emulator)     | ctrl+e       | cmd+e        |\n| Toggle Bottom Panel  (Debugger & logs)         | ctrl+j       | cmd+j        |\n| Message History  (Emulator, previous messages) | Arrow �� or �� | Arrow �� or �� |\n| Create New Session  (Emulator)                 | ctrl+Enter   | ctrl+Enter   |\nAdmin Dashboard Keyboard Shortcuts\n[](#admin-dashboard-keyboard-shortcuts)\n| Shortcut                                               | Windows | Mac   |\n| ------------------------------------------------------ | ------- | ----- |\n| Access specific bots and workspaces in Admin Dashboard | ctrl+k  | cmd+k |\nTables Keyboard Shortcuts\n[](#tables-keyboard-shortcuts)\n| Shortcut        | Windows                | Mac                    |\n| --------------- | ---------------------- | ---------------------- |\n| Cell Navigation | Arrow �� or �� or �� or → | Arrow �� or �� or �� or → |\n| Edit Cell       | Enter                  | Enter                  |\n| Exit Edit Cell  | Esc                    | Esc                    |\nUpdated about 1 month ago\n---\n* [Table of Contents](#)\n* * [Admin Dashboard Keyboard Shortcuts](#admin-dashboard-keyboard-shortcuts)  \n   * [Tables Keyboard Shortcuts](#tables-keyboard-shortcuts)[Jump to Content](#content)\n[![Botpress](https://files.readme.io/c8cb63b6d586cd66085b4c960570959a424c7050c5ffeb0aeaf31711e2e1b2ac-small-BPLOGO_new_dark_1.png)](https://botpress.com)\n[Guides](/docs)[API Reference](/reference)[Changelog](/changelog)\n---\n[![Botpress](https://files.readme.io/c8cb63b6d586cd66085b4c960570959a424c7050c5ffeb0aeaf31711e2e1b2ac-small-BPLOGO_new_dark_1.png)](https://botpress.com)\nGuides\nMoon (Dark Mode)Sun (Light Mode)\n[Guides](/docs)[API Reference](/reference)[Changelog](/changelog)\nIntegrations\nSearch\n## Home\n* [Botpress Documentation](/docs/home)\n## Getting Started\n* [Build](/docs/build)\n* [Deploy](/docs/deploy)\n* [Monitor](/docs/monitor)\n## DASHBOARD\n* [Workspace](/docs/workspace)  \n   * [Home](/docs/home-1)  \n   * [Members](/docs/members)  \n   * [Audits](/docs/audits)  \n   * [Your integrations](/docs/your-integrations)  \n   * [Usage](/docs/usage-2)  \n   * [Settings](/docs/settings)  \n   * [Profile Setting](/docs/user-profile)\n* [Bot](/docs/bot)  \n   * [Overview](/docs/overview-1)  \n   * [Integrations](/docs/integrations-1)  \n   * [Webchat](/docs/webchat-1)  \n   * [Logs](/docs/logs)  \n   * [Conversations](/docs/conversations)  \n   * [Analytics](/docs/analytics-1)  \n   * [Events](/docs/events-2)  \n   * [Issues](/docs/issues)  \n   * [Configuration variables](/docs/configuration-variables-1)\n## STUDIO\n* [Interface](/docs/interface)  \n   * [Nodes](/docs/nodes)  \n   * [Home](/docs/home-2)  \n   * [Flows](/docs/studio-interface-flows)  \n   * [Knowledge Base](/docs/knowledge-base)  \n   * [Tables](/docs/tables)  \n   * [Agents](/docs/agents)  \n         * [Summary Agent](/docs/summary-agent)  \n         * [Personality Agent](/docs/personality-agent)  \n         * [Policy Agent](/docs/policy-agent)  \n         * [Translator Agent](/docs/translator-agent)  \n         * [Knowledge Agent](/docs/knowledge-agent)  \n         * [HITL Agent](/docs/hitl-agent)  \n         * [Vision Agent](/docs/vision-agent)  \n         * [Analytics Agent](/docs/analytics-agent)  \n   * [Library](/docs/library)  \n   * [Hooks](/docs/hooks)  \n   * [Integrations](/docs/integrations-3)  \n   * [Schemas](/docs/schemas)  \n   * [Card Hub](/docs/card-hub)  \n   * [Versions](/docs/versions-1)  \n   * [Chatbot Settings](/docs/chatbot-settings-1)  \n   * [Find](/docs/find)  \n   * [Variables](/docs/variables)  \n   * [Card Tray](/docs/card-tray)  \n   * [Debugger, Logs & JSON](/docs/debugger-logs-json)  \n   * [Emulator](/docs/emulator)  \n   * [Keyboard Shortcuts](/docs/keyboard-shortcuts)  \n   * [Commands](/docs/studio-commands)  \n   * [Studio Preferences](/docs/studio-preferences)  \n   * [Import & Export](/docs/import-export-bots)\n* [Cards](/docs/cards)  \n   * [Send Messages](/docs/send-messages)  \n   * [Execute](/docs/execute)  \n   * [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n        \n* [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n         * [AI Task](/docs/ai-task-1)  \n         * [AI Transition](/docs/ai-transition)  \n         * [AI Generate Text](/docs/ai-generate-text)  \n   * [Capture Information](/docs/capture-information)  \n   * [Events](/docs/events-3)  \n   * [Agents](/docs/agents-2)  \n   * [Utilities](/docs/utilities)\n## integrations\n* [Usage](/docs/using-integrations)  \n   * [Asana](/docs/asana-integration)  \n   * [HITL](/docs/hitl-1)  \n   * [Instagram](/docs/instagram)  \n   * [Intercom](/docs/intercom)  \n   * [Line](/docs/line)  \n   * [Messenger](/docs/messenger)  \n   * [Microsoft Teams](/docs/microsoft-teams)  \n   * [Notion](/docs/notion)  \n   * [Slack](/docs/slack)  \n   * [Sunshine Conversations](/docs/sunshine-conversations)  \n   * [Telegram](/docs/telegram)  \n   * [Trello](/docs/trello)  \n   * [Twilio](/docs/twilio)  \n   * [Viber](/docs/viber)  \n   * [Vonage](/docs/vonage)  \n   * [Webhook](/docs/webhook)  \n   * [WhatsApp](/docs/whatsapp)  \n         * [Manual Configuration](/docs/manual-configuration)  \n   * [Zapier](/docs/zapier)  \n   * [Zendesk](/docs/zendesk)\n* [Building](/docs/building-integrations)  \n   * [Getting Started](/docs/getting-started-1)  \n         * [Getting Started](/docs/getting-started-1)  \n         * [Adding Messaging Channel Capabilities](/docs/adding-messaging-channel-capabilities)  \n         * [Adding Actions & Triggers to Botpress Studio](/docs/adding-actions-triggers-to-botpress-studio)  \n         * [Publish your integration on Botpress Hub](/docs/publish-your-integration-on-botpress-hub)  \n   * [Use Your Own LLM](/docs/llm-interfaces)  \n   * [Connect a live agent platform with Botpress](/docs/hitl)  \n   * [Moving Parts](/docs/moving-parts)  \n   * [CLI](/docs/cli)  \n   * [SDK](/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)\n/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)  \n         * [Tags](/docs/tags)  \n         * [Channels](/docs/channels)  \n         * [Configuration](/docs/configuration)  \n         * [User](/docs/user)  \n         * [Conversations](/docs/conversations-1)  \n         * [Messages](/docs/messages)  \n         * [Event](/docs/event)  \n         * [States](/docs/states-1)  \n         * [Actions](/docs/actions)  \n         * [Definitions](/docs/definitions)  \n         * [Secrets](/docs/secrets)  \n         * [ZUI - Zod schema UI components in Botpress \\[BETA\\]](/docs/zui-zod-schema-ui-components-in-botpress)  \n   * [How to](/docs/states)  \n         * [States](/docs/states)  \n         * [Register & Unregister](/docs/register-unregister)  \n         * [Integrations Actions](/docs/integrations)  \n         * [Integration Events](/docs/integration-events)  \n         * [Handler](/docs/handler)  \n         * [Logging](/docs/logging)  \n         * [Building a Custom Integration](/docs/building-a-custom-integration)\n## Webchat\n* [Webchat](/docs/webchat)  \n   * [Webflow](/docs/webflow)  \n   * [Wix](/docs/wix)  \n   * [Wordpress](/docs/wordpress)\n* [Webchat v1 (deprecated)](/docs/web-chat-v1old)  \n   * [Controlling Web Chat using JavaScript](/docs/controlling-web-chat-using-javascript)  \n   * [Styling your webchat](/docs/chatbot-button)  \n         * [Chatbot Button](/docs/chatbot-button)  \n         * [Chat Header](/docs/chat-header)  \n         * [User Input Area](/docs/user-input-area)  \n         * [Show Bot Info](/docs/show-bot-info)  \n   * [Embedding Webchat](/docs/react-app)  \n         * [React App](/docs/react-app)  \n         * [React Native App](/docs/react-native-app)  \n         * [Web Chat Iframe](/docs/web-chat-iframe)  \n         * [Full Screen Chatbot](/docs/full-screen-chatbot)\n* [Webchat v2](/docs/embedded-webchat)  \n   * [Embedded Webchat](/docs/embedded-webchat)  \n         * [Custom CSS Reference](/docs/custom-css-reference)  \n   * [React Components](/docs/react-js)  \n   * [Webchat Client](/docs/webchat-client)\n## Botpress APIs\n* [Files API](/docs/files-api)\n* [Chat API](/docs/chat-api)\n## Appendix\n* [Safety](/docs/safety)  \n   * [Preventing Abuse](/docs/preventing-abuse)  \n   * [Brand Safety Framework](/docs/brand-safety-framework)\n* [Exporting Data](/docs/exporting-data)  \n   * [Raw Conversations](/docs/exporting-raw-conversations-with-the-botpress-api)  \n   * [Conversation History](/docs/getting-the-conversation-history-from-within-your-bot)  \n   * [Streaming Analytics](/docs/streaming-analytics-from-within-your-bot-with-hooks)  \n   * [Compiled Bot Analytics](/docs/exporting-compiled-bot-analytics-with-the-botpress-api)\nPowered by\n# Integrations\nAllow your bot to connect to external services, APIs, and tools.\n[ Suggest Edits](/edit/integrations-3)\nIntegrations extend the capabilities of your bots by connecting them with external services, APIs, and tools. They allow your bots to fetch data, trigger actions, interact with third-party platforms, and provide more dynamic and powerful user experiences. They can send and receive data from other tools, or they can be used to deploy your bot on alternative messaging channels.\nUsing Integrations\n[](#using-integrations)\nSearch\n[](#search)\nTo find integrations, navigate to the integrations icon in the left-hand menu of the Studio, indicated by a puzzle icon.\nYou can search for integrations to third-party services by name here, like WhatsApp or Messenger.\nInstall\n[](#install)\nClicking on an integration from a search result will open a menu that allows you to install that integration to your bot. From this menu, you can also see information like prerequisites, installation instructions, and the Botpress user responsible for contributing the integration to the hub.\n> ## ���\n>\n> Verification\n>\n> Integrations with a checkmark icon next to the name have been verified and confirmed as trusted integrations for safety and function by the Botpress team.\nConfigure\n[](#configure)\nOnce you've installed an integration to your bot, you can proceed with any necessary configuration steps. This can include providing API keys, inputting data, or completing third-party setup wizards.\nUsage\n[](#usage)\nOnce you've installed and configured an integration to your bot, you can start using it.\nFor integrations that deploy your bot to a messaging channel like WhatsApp or Telegram, after you've configured the integration and published your bot, it will start sending and receiving messages on those channels.\nFor integrations that enhance your bot's functionalities, like connecting to a third-party tool, you will find additional cards in the Card Tray that enable certain integration actions. Refer to the documentation for the integration you are using for detailed instructions.\nUpdated about 1 month ago\n---\n* [Table of Contents](#)\n* * [Using Integrations](#using-integrations)  \n         * [Search](#search)  \n         * [Install](#install)  \n         * [Configure](#configure)  \n         * [Usage](#usage)[Jump to Content](#content)\n[![Botpress](https://files.readme.io/c8cb63b6d586cd66085b4c960570959a424c7050c5ffeb0aeaf31711e2e1b2ac-small-BPLOGO_new_dark_1.png)](https://botpress.com)\n[Guides](/docs)[API Reference](/reference)[Changelog](/changelog)\n---\n[![Botpress](https://files.readme.io/c8cb63b6d586cd66085b4c960570959a424c7050c5ffeb0aeaf31711e2e1b2ac-small-BPLOGO_new_dark_1.png)](https://botpress.com)\nGuides\nMoon (Dark Mode)Sun (Light Mode)\n[Guides](/docs)[API Reference](/reference)[Changelog](/changelog)\nKey Concepts\nSearch\n## Home\n* [Botpress Documentation](/docs/home)\n## Getting Started\n* [Build](/docs/build)\n* [Deploy](/docs/deploy)\n* [Monitor](/docs/monitor)\n## DASHBOARD\n* [Workspace](/docs/workspace)  \n   * [Home](/docs/home-1)  \n   * [Members](/docs/members)  \n   * [Audits](/docs/audits)  \n   * [Your integrations](/docs/your-integrations)  \n   * [Usage](/docs/usage-2)  \n   * [Settings](/docs/settings)  \n   * [Profile Setting](/docs/user-profile)\n* [Bot](/docs/bot)  \n   * [Overview](/docs/overview-1)  \n   * [Integrations](/docs/integrations-1)  \n   * [Webchat](/docs/webchat-1)  \n   * [Logs](/docs/logs)  \n   * [Conversations](/docs/conversations)  \n   * [Analytics](/docs/analytics-1)  \n   * [Events](/docs/events-2)  \n   * [Issues](/docs/issues)  \n   * [Configuration variables](/docs/configuration-variables-1)\n## STUDIO\n* [Interface](/docs/interface)  \n   * [Nodes](/docs/nodes)  \n   * [Home](/docs/home-2)  \n   * [Flows](/docs/studio-interface-flows)  \n   * [Knowledge Base](/docs/knowledge-base)  \n   * [Tables](/docs/tables)  \n   * [Agents](/docs/agents)  \n         * [Summary Agent](/docs/summary-agent)  \n         * [Personality Agent](/docs/personality-agent)  \n         * [Policy Agent](/docs/policy-agent)  \n         * [Translator Agent](/docs/translator-agent)  \n         * [Knowledge Agent](/docs/knowledge-agent)  \n         * [HITL Agent](/docs/hitl-agent)  \n         * [Vision Agent](/docs/vision-agent)  \n         * [Analytics Agent](/docs/analytics-agent)  \n   * [Library](/docs/library)  \n   * [Hooks](/docs/hooks)  \n   * [Integrations](/docs/integrations-3)  \n   * [Schemas](/docs/schemas)  \n   * [Card Hub](/docs/card-hub)  \n   * [Versions](/docs/versions-1)  \n   * [Chatbot Settings](/docs/chatbot-settings-1)  \n   * [Find](/docs/find)  \n   * [Variables](/docs/variables)  \n   * [Card Tray](/docs/card-tray)  \n   * [Debugger, Logs & JSON](/docs/debugger-logs-json)  \n   * [Emulator](/docs/emulator)  \n   * [Keyboard Shortcuts](/docs/keyboard-shortcuts)  \n   * [Commands](/docs/studio-commands)  \n   * [Studio Preferences](/docs/studio-preferences)  \n   * [Import & Export](/docs/import-export-bots)\n* [Cards](/docs/cards)  \n   * [Send Messages](/docs/send-messages)  \n   * [Execute](/docs/execute)  \n   * [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n        \n* [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n         * [AI Task](/docs/ai-task-1)  \n         * [AI Transition](/docs/ai-transition)  \n         * [AI Generate Text](/docs/ai-generate-text)  \n   * [Capture Information](/docs/capture-information)  \n   * [Events](/docs/events-3)  \n   * [Agents](/docs/agents-2)  \n   * [Utilities](/docs/utilities)\n## integrations\n* [Usage](/docs/using-integrations)  \n   * [Asana](/docs/asana-integration)  \n   * [HITL](/docs/hitl-1)  \n   * [Instagram](/docs/instagram)  \n   * [Intercom](/docs/intercom)  \n   * [Line](/docs/line)  \n   * [Messenger](/docs/messenger)  \n   * [Microsoft Teams](/docs/microsoft-teams)  \n   * [Notion](/docs/notion)  \n   * [Slack](/docs/slack)  \n   * [Sunshine Conversations](/docs/sunshine-conversations)  \n   * [Telegram](/docs/telegram)  \n   * [Trello](/docs/trello)  \n   * [Twilio](/docs/twilio)  \n   * [Viber](/docs/viber)  \n   * [Vonage](/docs/vonage)  \n   * [Webhook](/docs/webhook)  \n   * [WhatsApp](/docs/whatsapp)  \n         * [Manual Configuration](/docs/manual-configuration)  \n   * [Zapier](/docs/zapier)  \n   * [Zendesk](/docs/zendesk)\n* [Building](/docs/building-integrations)  \n   * [Getting Started](/docs/getting-started-1)  \n         * [Getting Started](/docs/getting-started-1)  \n         * [Adding Messaging Channel Capabilities](/docs/adding-messaging-channel-capabilities)  \n         * [Adding Actions & Triggers to Botpress Studio](/docs/adding-actions-triggers-to-botpress-studio)  \n         * [Publish your integration on Botpress Hub](/docs/publish-your-integration-on-botpress-hub)  \n   * [Use Your Own LLM](/docs/llm-interfaces)  \n   * [Connect a live agent platform with Botpress](/docs/hitl)  \n   * [Moving Parts](/docs/moving-parts)  \n   * [CLI](/docs/cli)  \n   * [SDK](/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)\n/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)  \n         * [Tags](/docs/tags)  \n         * [Channels](/docs/channels)  \n         * [Configuration](/docs/configuration)  \n         * [User](/docs/user)  \n         * [Conversations](/docs/conversations-1)  \n         * [Messages](/docs/messages)  \n         * [Event](/docs/event)  \n         * [States](/docs/states-1)  \n         * [Actions](/docs/actions)  \n         * [Definitions](/docs/definitions)  \n         * [Secrets](/docs/secrets)  \n         * [ZUI - Zod schema UI components in Botpress \\[BETA\\]](/docs/zui-zod-schema-ui-components-in-botpress)  \n   * [How to](/docs/states)  \n         * [States](/docs/states)  \n         * [Register & Unregister](/docs/register-unregister)  \n         * [Integrations Actions](/docs/integrations)  \n         * [Integration Events](/docs/integration-events)  \n         * [Handler](/docs/handler)  \n         * [Logging](/docs/logging)  \n         * [Building a Custom Integration](/docs/building-a-custom-integration)\n## Webchat\n* [Webchat](/docs/webchat)  \n   * [Webflow](/docs/webflow)  \n   * [Wix](/docs/wix)  \n   * [Wordpress](/docs/wordpress)\n* [Webchat v1 (deprecated)](/docs/web-chat-v1old)  \n   * [Controlling Web Chat using JavaScript](/docs/controlling-web-chat-using-javascript)  \n   * [Styling your webchat](/docs/chatbot-button)  \n         * [Chatbot Button](/docs/chatbot-button)  \n         * [Chat Header](/docs/chat-header)  \n         * [User Input Area](/docs/user-input-area)  \n         * [Show Bot Info](/docs/show-bot-info)  \n   * [Embedding Webchat](/docs/react-app)  \n         * [React App](/docs/react-app)  \n         * [React Native App](/docs/react-native-app)  \n         * [Web Chat Iframe](/docs/web-chat-iframe)  \n         * [Full Screen Chatbot](/docs/full-screen-chatbot)\n* [Webchat v2](/docs/embedded-webchat)  \n   * [Embedded Webchat](/docs/embedded-webchat)  \n         * [Custom CSS Reference](/docs/custom-css-reference)  \n   * [React Components](/docs/react-js)  \n   * [Webchat Client](/docs/webchat-client)\n## Botpress APIs\n* [Files API](/docs/files-api)\n* [Chat API](/docs/chat-api)\n## Appendix\n* [Safety](/docs/safety)  \n   * [Preventing Abuse](/docs/preventing-abuse)  \n   * [Brand Safety Framework](/docs/brand-safety-framework)\n* [Exporting Data](/docs/exporting-data)  \n   * [Raw Conversations](/docs/exporting-raw-conversations-with-the-botpress-api)  \n   * [Conversation History](/docs/getting-the-conversation-history-from-within-your-bot)  \n   * [Streaming Analytics](/docs/streaming-analytics-from-within-your-bot-with-hooks)  \n   * [Compiled Bot Analytics](/docs/exporting-compiled-bot-analytics-with-the-botpress-api)\nPowered by\n# Key Concepts\nOverview\n[ Suggest Edits](/edit/key-concepts)\nBotpress Integration Documentation\n[](#botpress-integration-documentation)\nThe Botpress SDK provides a structured way for developers to create new integrations for their chatbots. In this documentation, we're using the [Slack integration class](https://github.com/botpress/botpress/blob/master/integrations/slack/src/index.ts) as a reference to illustrate the process.\nKey Concepts\n[](#key-concepts)\n1\\. [Tags](./tags.md)\n[](#1-tags)\nThese identify users, conversations, and messages in the external system (e.g., Slack). Each tag is assigned a unique identifier.\n2\\. [Channels](./channels.md)\n[](#2-channels)\nDefine which channels the integration supports. Channels can be group conversations, direct messages, or others, depending on the external system.\n3\\. [Configuration](./configuration.md)\n[](#3-configuration)\nThis is where sensitive information, such as API keys and tokens, is stored. The configuration is used to validate the integration setup.\n4\\. [User](./user.md)\n[](#4-user)\nThis refers to the mapping between the external system and Botpress. It defines how users are identified and created in the bot system.\n5\\. [Conversation](./conversation.md)\n[](#5-conversation)\nThis refers to the dialogue happening between the external system, the user, and the bot. It holds the mapping between the conversation ID in the external system and the conversation ID in Botpress.\n6\\. [Messages](./messages.md)\n[](#6-messages)\nThese are payloads exchanged between the external system, the user, and the bot within a conversation. Messages contain information essential to map interactions between the systems and hold valuable data for the conversation designer.\n7\\. [States](./states.md)\n[](#7-states)\nThe state is responsible for associating data with a user, a conversation, or in a global context to store important information that needs to be tracked.\n8\\. [Actions](./actions.md)\n[](#8-actions)\nActions are tasks that the integration can perform. These could be sending a message, adding a reaction, or any other function that the external system supports.\n9\\. [Events](./events.md)\n[](#9-events)\nThese are non-conversational incidents that are triggered and captured by the system. For example, in Linear, an event could be when a new issue is created; in WhatsApp, it could be when someone opens the chat.\n10\\. [Definition](./definition.md)\n[](#10-definition)\nEverything within the integration needs to be defined before use. This is done in the IntegrationDefinition class.\n11\\. [Secrets](./secrets.md)\n[](#11-secrets)\nFinally, Botpress securely handles sensitive information like API keys or tokens in the **Secrets** field of the **IntegrationDefinition** class. This field defines and manages the secrets needed by the integration, keeping them\n<|end_input|>\n\nAnswer with this following format:\n```\n■is_about_animals:【explanation (where \"explanation\" is answering the question \"is the text about animals?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_lua_code:【explanation (where \"explanation\" is answering the question \"does the text contain Lua code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_python_code:【explanation (where \"explanation\" is answering the question \"does the text contain Python code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_js_code:【explanation (where \"explanation\" is answering the question \"does the text contain JavaScript code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_botpress:【explanation (where \"explanation\" is answering the question \"is the text about Botpress?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_rasa:【explanation (where \"explanation\" is answering the question \"is the text about Rasa?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_flows:【explanation (where \"explanation\" is answering the question \"does the text mention flows?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_api:【explanation (where \"explanation\" is answering the question \"does the text mention the Botpress API?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_enterprise:【explanation (where \"explanation\" is answering the question \"does the text mention Botpress Enterprise?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_workspaces:【explanation (where \"explanation\" is answering the question \"does the text mention workspaces?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_webchat:【explanation (where \"explanation\" is answering the question \"does the text mention the Webchat?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_hitl:【explanation (where \"explanation\" is answering the question \"does the text mention HITL (human in the loop)?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n■END■\n```\n\nFormat cheatsheet:\n```\n■label:【explanation】:x■\n```\n\nWhere `x` is one of the following: ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES\n\nRemember: In your `explanation`, please refer to the Expert Examples # (and quote them) that are relevant to ground your decision-making process.\nThe Expert Examples are there to help you make your decision. They have been provided by experts in the field and their answers (and reasoning) are considered the ground truth and should be used as a reference to make your decision when applicable.\nFor example, you can say: \"According to Expert Example #1, ...\"","role":"user","type":"text"}],"meta":{"integrationName":"zai","promptCategory":"zai:zai.label","promptSource":"zai:zai.label:default"},"model":"fast","signal":{},"stopSequences":["■END■"]},"method":"POST","url":"https://api.botpress.cloud/v2/cognitive/generate-text"}

Output:
■is_about_animals:【The text is a Botpress documentation navigation listing; it contains no references to animals, animal‑related terms, or zoological concepts.】:ABSOLUTELY_NOT■

■contains_lua_code:【The content consists of headings, links, and description text. No Lua syntax (e.g., `function`, `end`, `local`) appears, so there is no Lua code present.】:ABSOLUTELY_NOT■

■contains_python_code:【Similarly, there is no Python code – no `def`, indentation blocks, or typical Python imports. The text is purely documentation links.】:ABSOLUTELY_NOT■

■contains_js_code:【The phrase “Controlling Web Chat using JavaScript” appears, but only as a link title; no actual JavaScript source code is shown. Therefore the text does not contain JavaScript code.】:ABSOLUTELY_NOT■

■is_botpress:【The entire passage is a Botpress documentation excerpt, repeatedly referencing Botpress features, URLs, and the Botpress brand.】:ABSOLUTELY_YES■

■is_rasa:【There is no mention of Rasa, its components, or related terminology anywhere in the text.】:ABSOLUTELY_NOT■

■has_flows:【The word “Flows” appears in several headings (e.g., “Flows”, “Studio Interface Flows”), indicating that flows are discussed.】:ABSOLUTELY_YES■

■has_api:【The section “## Botpress APIs” lists “Files API” and “Chat API”, directly referencing Botpress APIs.】:ABSOLUTELY_YES■

■has_enterprise:【The text never refers to “Enterprise”, “Botpress Enterprise”, or any enterprise‑specific licensing.】:ABSOLUTELY_NOT■

■has_workspaces:【Multiple headings such as “Workspace”, “Workspaces”, and “Access specific bots and workspaces in Admin Dashboard” show that workspaces are mentioned.】:ABSOLUTELY_YES■

■has_webchat:【Numerous entries under “## Webchat”, “Webchat v1”, “Webchat v2”, and related links confirm the presence of Webchat references.】:ABSOLUTELY_YES■

■has_hitl:【The term “HITL” (Human‑in‑the‑Loop) appears several times, e.g., “Connect a live agent platform with Botpress” linking to `/docs/hitl` and “HITL Agent”.】:ABSOLUTELY_YES■


Input: {"body":{"messages":[{"content":"You need to tag the input with the following labels based on the question asked:\nABSOLUTELY_NOT: You are absolutely sure that the answer is \"NO\" to the question.\nPROBABLY_NOT: You are leaning towards \"NO\" to the question.\nAMBIGUOUS: You are unsure about the answer to the question.\nPROBABLY_YES: You are leaning towards \"YES\" to the question.\nABSOLUTELY_YES: You are absolutely sure that the answer is \"YES\" to the question.\n\nYou need to return a mapping of the labels, an explanation and the answer for each label following the format below:\n```\n■is_about_animals:【explanation (where \"explanation\" is answering the question \"is the text about animals?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_lua_code:【explanation (where \"explanation\" is answering the question \"does the text contain Lua code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_python_code:【explanation (where \"explanation\" is answering the question \"does the text contain Python code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_js_code:【explanation (where \"explanation\" is answering the question \"does the text contain JavaScript code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_botpress:【explanation (where \"explanation\" is answering the question \"is the text about Botpress?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_rasa:【explanation (where \"explanation\" is answering the question \"is the text about Rasa?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_flows:【explanation (where \"explanation\" is answering the question \"does the text mention flows?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_api:【explanation (where \"explanation\" is answering the question \"does the text mention the Botpress API?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_enterprise:【explanation (where \"explanation\" is answering the question \"does the text mention Botpress Enterprise?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_workspaces:【explanation (where \"explanation\" is answering the question \"does the text mention workspaces?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_webchat:【explanation (where \"explanation\" is answering the question \"does the text mention the Webchat?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_hitl:【explanation (where \"explanation\" is answering the question \"does the text mention HITL (human in the loop)?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n■END■\n```\n\nundefined\n\n===\nYou should consider the Expert Examples below to help you make your decision.\nIn your \"Analysis\", please refer to the Expert Examples # to justify your decision.","role":"system"},{"content":"Input to tag:\n<|start_input|>\ndocs/your-integrations)  \n   * [Usage](/docs/usage-2)  \n   * [Settings](/docs/settings)  \n   * [Profile Setting](/docs/user-profile)\n* [Bot](/docs/bot)  \n   * [Overview](/docs/overview-1)  \n   * [Integrations](/docs/integrations-1)  \n   * [Webchat](/docs/webchat-1)  \n   * [Logs](/docs/logs)  \n   * [Conversations](/docs/conversations)  \n   * [Analytics](/docs/analytics-1)  \n   * [Events](/docs/events-2)  \n   * [Issues](/docs/issues)  \n   * [Configuration variables](/docs/configuration-variables-1)\n## STUDIO\n* [Interface](/docs/interface)  \n   * [Nodes](/docs/nodes)  \n   * [Home](/docs/home-2)  \n   * [Flows](/docs/studio-interface-flows)  \n   * [Knowledge Base](/docs/knowledge-base)  \n   * [Tables](/docs/tables)  \n   * [Agents](/docs/agents)  \n         * [Summary Agent](/docs/summary-agent)  \n         * [Personality Agent](/docs/personality-agent)  \n         * [Policy Agent](/docs/policy-agent)  \n         * [Translator Agent](/docs/translator-agent)  \n         * [Knowledge Agent](/docs/knowledge-agent)  \n         * [HITL Agent](/docs/hitl-agent)  \n         * [Vision Agent](/docs/vision-agent)  \n         * [Analytics Agent](/docs/analytics-agent)  \n   * [Library](/docs/library)  \n   * [Hooks](/docs/hooks)  \n   * [Integrations](/docs/integrations-3)  \n   * [Schemas](/docs/schemas)  \n   * [Card Hub](/docs/card-hub)  \n   * [Versions](/docs/versions-1)  \n   * [Chatbot Settings](/docs/chatbot-settings-1)  \n   * [Find](/docs/find)  \n   * [Variables](/docs/variables)  \n   * [Card Tray](/docs/card-tray)  \n   * [Debugger, Logs & JSON](/docs/debugger-logs-json)  \n   * [Emulator](/docs/emulator)  \n   * [Keyboard Shortcuts](/docs/keyboard-shortcuts)  \n   * [Commands](/docs/studio-commands)  \n   * [Studio Preferences](/docs/studio-preferences)  \n   * [Import & Export](/docs/import-export-bots)\n* [Cards](/docs/cards)  \n   * [Send Messages](/docs/send-messages)  \n   * [Execute](/docs/execute)  \n   * [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n        \n* [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n         * [AI Task](/docs/ai-task-1)  \n         * [AI Transition](/docs/ai-transition)  \n         * [AI Generate Text](/docs/ai-generate-text)  \n   * [Capture Information](/docs/capture-information)  \n   * [Events](/docs/events-3)  \n   * [Agents](/docs/agents-2)  \n   * [Utilities](/docs/utilities)\n## integrations\n* [Usage](/docs/using-integrations)  \n   * [Asana](/docs/asana-integration)  \n   * [HITL](/docs/hitl-1)  \n   * [Instagram](/docs/instagram)  \n   * [Intercom](/docs/intercom)  \n   * [Line](/docs/line)  \n   * [Messenger](/docs/messenger)  \n   * [Microsoft Teams](/docs/microsoft-teams)  \n   * [Notion](/docs/notion)  \n   * [Slack](/docs/slack)  \n   * [Sunshine Conversations](/docs/sunshine-conversations)  \n   * [Telegram](/docs/telegram)  \n   * [Trello](/docs/trello)  \n   * [Twilio](/docs/twilio)  \n   * [Viber](/docs/viber)  \n   * [Vonage](/docs/vonage)  \n   * [Webhook](/docs/webhook)  \n   * [WhatsApp](/docs/whatsapp)  \n         * [Manual Configuration](/docs/manual-configuration)  \n   * [Zapier](/docs/zapier)  \n   * [Zendesk](/docs/zendesk)\n* [Building](/docs/building-integrations)  \n   * [Getting Started](/docs/getting-started-1)  \n         * [Getting Started](/docs/getting-started-1)  \n         * [Adding Messaging Channel Capabilities](/docs/adding-messaging-channel-capabilities)  \n         * [Adding Actions & Triggers to Botpress Studio](/docs/adding-actions-triggers-to-botpress-studio)  \n         * [Publish your integration on Botpress Hub](/docs/publish-your-integration-on-botpress-hub)  \n   * [Use Your Own LLM](/docs/llm-interfaces)  \n   * [Connect a live agent platform with Botpress](/docs/hitl)  \n   * [Moving Parts](/docs/moving-parts)  \n   * [CLI](/docs/cli)  \n   * [SDK](/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)\n/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)  \n         * [Tags](/docs/tags)  \n         * [Channels](/docs/channels)  \n         * [Configuration](/docs/configuration)  \n         * [User](/docs/user)  \n         * [Conversations](/docs/conversations-1)  \n         * [Messages](/docs/messages)  \n         * [Event](/docs/event)  \n         * [States](/docs/states-1)  \n         * [Actions](/docs/actions)  \n         * [Definitions](/docs/definitions)  \n         * [Secrets](/docs/secrets)  \n         * [ZUI - Zod schema UI components in Botpress \\[BETA\\]](/docs/zui-zod-schema-ui-components-in-botpress)  \n   * [How to](/docs/states)  \n         * [States](/docs/states)  \n         * [Register & Unregister](/docs/register-unregister)  \n         * [Integrations Actions](/docs/integrations)  \n         * [Integration Events](/docs/integration-events)  \n         * [Handler](/docs/handler)  \n         * [Logging](/docs/logging)  \n         * [Building a Custom Integration](/docs/building-a-custom-integration)\n## Webchat\n* [Webchat](/docs/webchat)  \n   * [Webflow](/docs/webflow)  \n   * [Wix](/docs/wix)  \n   * [Wordpress](/docs/wordpress)\n* [Webchat v1 (deprecated)](/docs/web-chat-v1old)  \n   * [Controlling Web Chat using JavaScript](/docs/controlling-web-chat-using-javascript)  \n   * [Styling your webchat](/docs/chatbot-button)  \n         * [Chatbot Button](/docs/chatbot-button)  \n         * [Chat Header](/docs/chat-header)  \n         * [User Input Area](/docs/user-input-area)  \n         * [Show Bot Info](/docs/show-bot-info)  \n   * [Embedding Webchat](/docs/react-app)  \n         * [React App](/docs/react-app)  \n         * [React Native App](/docs/react-native-app)  \n         * [Web Chat Iframe](/docs/web-chat-iframe)  \n         * [Full Screen Chatbot](/docs/full-screen-chatbot)\n* [Webchat v2](/docs/embedded-webchat)  \n   * [Embedded Webchat](/docs/embedded-webchat)  \n         * [Custom CSS Reference](/docs/custom-css-reference)  \n   * [React Components](/docs/react-js)  \n   * [Webchat Client](/docs/webchat-client)\n## Botpress APIs\n* [Files API](/docs/files-api)\n* [Chat API](/docs/chat-api)\n## Appendix\n* [Safety](/docs/safety)  \n   * [Preventing Abuse](/docs/preventing-abuse)  \n   * [Brand Safety Framework](/docs/brand-safety-framework)\n* [Exporting Data](/docs/exporting-data)  \n   * [Raw Conversations](/docs/exporting-raw-conversations-with-the-botpress-api)  \n   * [Conversation History](/docs/getting-the-conversation-history-from-within-your-bot)  \n   * [Streaming Analytics](/docs/streaming-analytics-from-within-your-bot-with-hooks)  \n   * [Compiled Bot Analytics](/docs/exporting-compiled-bot-analytics-with-the-botpress-api)\nPowered by\n# Integrations\nDisplays integrations currently installed on your bot.\n[ Suggest Edits](/edit/integrations-1)\nThis tab lists integrations that are currently installed on your bot.\nFrom this menu, you can uninstall existing integrations, or navigate to the Botpress Hub to search for new ones.\n> ## ���\n>\n> Configure integrations from the Studio\n>\n> Integration configuration has been moved to the Studio.\n>\n> To set up integrations you've installed, or to install new integrations, you can navigate to the integrations menu found directly in the Studio.\nUpdated about 1 month ago\n---[Jump to Content](#content)\n[![Botpress](https://files.readme.io/c8cb63b6d586cd66085b4c960570959a424c7050c5ffeb0aeaf31711e2e1b2ac-small-BPLOGO_new_dark_1.png)](https://botpress.com)\n[Guides](/docs)[API Reference](/reference)[Changelog](/changelog)\n---\n[![Botpress](https://files.readme.io/c8cb63b6d586cd66085b4c960570959a424c7050c5ffeb0aeaf31711e2e1b2ac-small-BPLOGO_new_dark_1.png)](https://botpress.com)\nGuides\nMoon (Dark Mode)Sun (Light Mode)\n[Guides](/docs)[API Reference](/reference)[Changelog](/changelog)\nConnect a live agent platform with Botpress\nSearch\n## Home\n* [Botpress Documentation](/docs/home)\n## Getting Started\n* [Build](/docs/build)\n* [Deploy](/docs/deploy)\n* [Monitor](/docs/monitor)\n## DASHBOARD\n* [Workspace](/docs/workspace)  \n   * [Home](/docs/home-1)  \n   * [Members](/docs/members)  \n   * [Audits](/docs/audits)  \n   * [Your integrations](/docs/your-integrations)  \n   * [Usage](/docs/usage-2)  \n   * [Settings](/docs/settings)  \n   * [Profile Setting](/docs/user-profile)\n* [Bot](/docs/bot)  \n   * [Overview](/docs/overview-1)  \n   * [Integrations](/docs/integrations-1)  \n   * [Webchat](/docs/webchat-1)  \n   * [Logs](/docs/logs)  \n   * [Conversations](/docs/conversations)  \n   * [Analytics](/docs/analytics-1)  \n   * [Events](/docs/events-2)  \n   * [Issues](/docs/issues)  \n   * [Configuration variables](/docs/configuration-variables-1)\n## STUDIO\n* [Interface](/docs/interface)  \n   * [Nodes](/docs/nodes)  \n   * [Home](/docs/home-2)  \n   * [Flows](/docs/studio-interface-flows)  \n   * [Knowledge Base](/docs/knowledge-base)  \n   * [Tables](/docs/tables)  \n   * [Agents](/docs/agents)  \n         * [Summary Agent](/docs/summary-agent)  \n         * [Personality Agent](/docs/personality-agent)  \n         * [Policy Agent](/docs/policy-agent)  \n         * [Translator Agent](/docs/translator-agent)  \n         * [Knowledge Agent](/docs/knowledge-agent)  \n         * [HITL Agent](/docs/hitl-agent)  \n         * [Vision Agent](/docs/vision-agent)  \n         * [Analytics Agent](/docs/analytics-agent)  \n   * [Library](/docs/library)  \n   * [Hooks](/docs/hooks)  \n   * [Integrations](/docs/integrations-3)  \n   * [Schemas](/docs/schemas)  \n   * [Card Hub](/docs/card-hub)  \n   * [Versions](/docs/versions-1)  \n   * [Chatbot Settings](/docs/chatbot-settings-1)  \n   * [Find](/docs/find)  \n   * [Variables](/docs/variables)  \n   * [Card Tray](/docs/card-tray)  \n   * [Debugger, Logs & JSON](/docs/debugger-logs-json)  \n   * [Emulator](/docs/emulator)  \n   * [Keyboard Shortcuts](/docs/keyboard-shortcuts)  \n   * [Commands](/docs/studio-commands)  \n   * [Studio Preferences](/docs/studio-preferences)  \n   * [Import & Export](/docs/import-export-bots)\n* [Cards](/docs/cards)  \n   * [Send Messages](/docs/send-messages)  \n   * [Execute](/docs/execute)  \n   * [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n        \n* [Webchat](/docs/webchat-2)  \n   * [Flow Logic](/docs/flow-logic)  \n   * [AI](/docs/ai)  \n         * [AI Task](/docs/ai-task-1)  \n         * [AI Transition](/docs/ai-transition)  \n         * [AI Generate Text](/docs/ai-generate-text)  \n   * [Capture Information](/docs/capture-information)  \n   * [Events](/docs/events-3)  \n   * [Agents](/docs/agents-2)  \n   * [Utilities](/docs/utilities)\n## integrations\n* [Usage](/docs/using-integrations)  \n   * [Asana](/docs/asana-integration)  \n   * [HITL](/docs/hitl-1)  \n   * [Instagram](/docs/instagram)  \n   * [Intercom](/docs/intercom)  \n   * [Line](/docs/line)  \n   * [Messenger](/docs/messenger)  \n   * [Microsoft Teams](/docs/microsoft-teams)  \n   * [Notion](/docs/notion)  \n   * [Slack](/docs/slack)  \n   * [Sunshine Conversations](/docs/sunshine-conversations)  \n   * [Telegram](/docs/telegram)  \n   * [Trello](/docs/trello)  \n   * [Twilio](/docs/twilio)  \n   * [Viber](/docs/viber)  \n   * [Vonage](/docs/vonage)  \n   * [Webhook](/docs/webhook)  \n   * [WhatsApp](/docs/whatsapp)  \n         * [Manual Configuration](/docs/manual-configuration)  \n   * [Zapier](/docs/zapier)  \n   * [Zendesk](/docs/zendesk)\n* [Building](/docs/building-integrations)  \n   * [Getting Started](/docs/getting-started-1)  \n         * [Getting Started](/docs/getting-started-1)  \n         * [Adding Messaging Channel Capabilities](/docs/adding-messaging-channel-capabilities)  \n         * [Adding Actions & Triggers to Botpress Studio](/docs/adding-actions-triggers-to-botpress-studio)  \n         * [Publish your integration on Botpress Hub](/docs/publish-your-integration-on-botpress-hub)  \n   * [Use Your Own LLM](/docs/llm-interfaces)  \n   * [Connect a live agent platform with Botpress](/docs/hitl)  \n   * [Moving Parts](/docs/moving-parts)  \n   * [CLI](/docs/cli)  \n   * [SDK](/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)\n/docs/sdk)  \n   * [Key Concepts](/docs/key-concepts)  \n         * [Architecture](/docs/architecture)  \n         * [Tags](/docs/tags)  \n         * [Channels](/docs/channels)  \n         * [Configuration](/docs/configuration)  \n         * [User](/docs/user)  \n         * [Conversations](/docs/conversations-1)  \n         * [Messages](/docs/messages)  \n         * [Event](/docs/event)  \n         * [States](/docs/states-1)  \n         * [Actions](/docs/actions)  \n         * [Definitions](/docs/definitions)  \n         * [Secrets](/docs/secrets)  \n         * [ZUI - Zod schema UI components in Botpress \\[BETA\\]](/docs/zui-zod-schema-ui-components-in-botpress)  \n   * [How to](/docs/states)  \n         * [States](/docs/states)  \n         * [Register & Unregister](/docs/register-unregister)  \n         * [Integrations Actions](/docs/integrations)  \n         * [Integration Events](/docs/integration-events)  \n         * [Handler](/docs/handler)  \n         * [Logging](/docs/logging)  \n         * [Building a Custom Integration](/docs/building-a-custom-integration)\n## Webchat\n* [Webchat](/docs/webchat)  \n   * [Webflow](/docs/webflow)  \n   * [Wix](/docs/wix)  \n   * [Wordpress](/docs/wordpress)\n* [Webchat v1 (deprecated)](/docs/web-chat-v1old)  \n   * [Controlling Web Chat using JavaScript](/docs/controlling-web-chat-using-javascript)  \n   * [Styling your webchat](/docs/chatbot-button)  \n         * [Chatbot Button](/docs/chatbot-button)  \n         * [Chat Header](/docs/chat-header)  \n         * [User Input Area](/docs/user-input-area)  \n         * [Show Bot Info](/docs/show-bot-info)  \n   * [Embedding Webchat](/docs/react-app)  \n         * [React App](/docs/react-app)  \n         * [React Native App](/docs/react-native-app)  \n         * [Web Chat Iframe](/docs/web-chat-iframe)  \n         * [Full Screen Chatbot](/docs/full-screen-chatbot)\n* [Webchat v2](/docs/embedded-webchat)  \n   * [Embedded Webchat](/docs/embedded-webchat)  \n         * [Custom CSS Reference](/docs/custom-css-reference)  \n   * [React Components](/docs/react-js)  \n   * [Webchat Client](/docs/webchat-client)\n## Botpress APIs\n* [Files API](/docs/files-api)\n* [Chat API](/docs/chat-api)\n## Appendix\n* [Safety](/docs/safety)  \n   * [Preventing Abuse](/docs/preventing-abuse)  \n   * [Brand Safety Framework](/docs/brand-safety-framework)\n* [Exporting Data](/docs/exporting-data)  \n   * [Raw Conversations](/docs/exporting-raw-conversations-with-the-botpress-api)  \n   * [Conversation History](/docs/getting-the-conversation-history-from-within-your-bot)  \n   * [Streaming Analytics](/docs/streaming-analytics-from-within-your-bot-with-hooks)  \n   * [Compiled Bot Analytics](/docs/exporting-compiled-bot-analytics-with-the-botpress-api)\nPowered by\n# Connect a live agent platform with Botpress\n[ Suggest Edits](/edit/hitl)\nThis documentation will guide you through setting up and implementing a Human-In-The-Loop (HITL) integration with Botpress. By following these steps, you'll be able to connect your platform to Botpress, enabling seamless interaction between your end-users and live agents.\nHow HITL Works in Botpress\n[](#how-hitl-works-in-botpress)\nIn Botpress, the Human-In-The-Loop (HITL) functionality is powered by the HITL Agent. This agent consumes integrations that correctly implement the HITL interface, turning agent hand-off on and off.\n![](https://files.readme.io/a11417252c75c4771500955f4b4e6faff70b921c56efb9e292128189c2a57928-Screenshot_2024-09-16_at_10.45.05_AM.png)\nHere is an overview of the HITL workflow in Botpress:\n* **When a conversation is escalated to a live agent:**\n1. A user is created on both Botpress and the third-party live chat platform. The link between the two users can be done on both sides, but we recommend doing it on Botpress's end using user [tags](#tags).\n2. A conversation is initiated on Botpress, and a corresponding ticket is created on the agent handoff platform. The link between the two conversations can be done on both sides, but we recommend doing it on Botpress's end using conversation [tags](#tags).\n* **When the end user sends a message to a live agent:** The message is forwarded to the agent handoff platform through the \"hitl\" channel.\n* **When the live agent sends a message to the end user:** The agent handoff platform calls the integration webhook, which then forwards the message to the end user.\nThis guide will teach you how to make your integration compatible with the HITL agent.\nConfiguring the Integration Definition\n[](#configuring-the-integration-definition)\nAfter completing the steps in our [Quickstart Guide](https://botpress.com/docs/getting-started-1), the next step is to enhance your integration definition to support HITL.\nThe following code snippet accomplishes the following:\n1. Extends the HITL interface, making this integration compatible with HITL in Botpress.\n2. Adds a HITL channel, which will be used to route messages between the end user and the live agent.\n3. Enhances conversation and user tags with additional information, ensuring proper matching of users and conversations between Botpress and your platform.\nintegration.definition.ts\n`import { z, IntegrationDefinition, interfaces } from \"@botpress/sdk\";\nexport default new IntegrationDefinition({\nname: \"My HITL Integration\",\nversion: \"0.0.1\",\nreadme: \"hub.md\",\nicon: \"icon.svg\",\nchannels: {\nhitl: {\ntitle: \"My HITL\",\nmessages: {},\nconversation: {\ntags: {\nticketId: {\n// This is the ticket ID from your platform. It ensures that conversations are correctly matched between Botpress and your platform.\ntitle: \"Ticket ID\",\n},\nadditionalData: {\ntitle: \"You can pass additional data in the tags object.\",\n},\n},\n},\n},\n},\nactions: {},\nuser: {\ntags: {\n// This is the user ID from the live agent platform. It ensures that users are correctly matched between Botpress and live agent platform.\nagentHandoffPlatformUserId: {\ntitle: \"Live Agent Platform User ID\",\n},\n},\n},\n// Extend the HITL interface to implement HITL in your integration.\n}).extend(interfaces.hitl, () => ({}));\n`\nTags\n[](#tags)\nTags in this integration are customizable fields that can store any information relevant to a conversation or user. You can think of them as metadata. These tags are crucial for maintaining context and linking data between Botpress and your platform. While the examples provided focus on using IDs to match conversations and users, you can customize the tags to include any additional data that suits your needs.\nImplementing the HITL Logic\n[](#implementing-the-hitl-logic)\nNow, let’s walk through the process of implementing the integration step by step. Start by adding the following code to `index.ts` to initialize the integration:\nindex.ts\n`import * as sdk from \"@botpress/sdk\";\nimport * as bp from \".botpress\";\nexport default new bp.Integration({});\n`\n1\\. Add Register & Unregister Methods\n[](#1-add-register--unregister-methods)\nThese methods are part of the integration's lifecycle.\n* **register:** This method is executed every time the integration configuration is saved. We use it to set a webhook that will be triggered when a live agent sends a message. If you manually set the webhook on the third-party platform, this step can be skipped.\n* **unregister:** This method is executed when the integration is uninstalled. We use it to remove the Botpress webhook from the third-party platform. If the webhook was set manually, this step can be skipped.\nindex.ts\n`import * as sdk from \"@botpress/sdk\";\nimport * as bp from \".botpress\";\nimport AgentHandoffPlatformClient from \"./agent-handoff-client\"\nexport default new bp.Integration({\nregister: async ({ webhookUrl }) => {\n// Set the webhook to be triggered when a live agent responds\nAgentHandoffPlatformClient.setWebhook(webhookUrl);\n},\nunregister: async ({ webhookUrl }) => {\n// Remove the webhook when the integration is uninstalled\nAgentHandoffPlatformClient.deleteWebhook(webhookUrl);\n}\n});\n`\nThe webhookUrl provided in the parameters points is unique to an bot integration installation. It's refreshed when an integration is installed/re-installed. There are three webhooks that you should implement in the handler method: handling agent messages, assign a conversation to an agent, and stopping HITL. If you can set up webhooks programmatically, this is the right place to do it.\n2\\. Implement Actions\n[](#2-implement-actions)\nWhen extending the HITL interface, you need to implement a set of predefined methods, similar to how you implement methods when working with interfaces in TypeScript. Once these methods are correctly implemented, the integration can be used by the HITL Agent. These actions are automatically called by the HITL Agent and do not need to be triggered manually. You can rely on IntelliSense to guide you on the exact parameters provided to each action.\nHere are the actions you need to implement:\n* **createUser:** Creates a user in both Botpress and the third-party platform and maps them together. Then, the action returns the user ID of the created Botpress user. The mapping between the two users can be done on both sides, but we recommend doing it on Botpress's end using conversation [tags](#tags).\n* **startHitl:** Creates a conversation in Botpress and a corresponding conversation (often called a ticket) on the third-party platform and maps them together. This action must return the ID of the created Botpress conversation. The mapping between the two conversations can be done on both sides, but we recommend doing it on Botpress's end using conversation [tags](#tags).\n* **stopHitl:** Deletes a conversation on the third-party platform.\nHere’s how you can implement these actions:\nindex.ts\n`// import a library to interact with the agent handoff platform\nimport AgentHandoffPlatformClient from \"./agent-handoff-client\"\nexport default new bp.Integration({\n//...\n// Previously added code\nactions: {\n//...\n// create a user in both platforms\ncreateUser: async ({ client: botpressClient }) => {\n// Create a user on the agent handoff platform\nconst userOnAgentPlatform = AgentHandoffPlatformClient.createUser();\n// Create a user on Botpress\nconst { user: botpressUser } = await botpressClient.getOrCreateUser({\ntags: {\n// Link the Botpress user with the user on the agent handoff platform\nagentHandoffPlatformUserId: userOnAgentPlatform.id,\n},\n});\nreturn {\nuserId: botpressUser.id, // always return the newly created botpress user id\n};\n},\n// create a conversation in both platforms\nstartHitl: async ({ client: botpressClient, input }) => {\nconst { user } = await botpressClient.getUser({\n// Retrieve the user ID created in the createUser action\nid: input.userId,\n});\n// These properties are provided from the \"Escalate to a Human\" action in the Studio\nconst { title, description } = input;\n// Create a ticket on the agent handoff platform\nconst ticket = AgentHandoffPlatformClient.createTicket({\nticketTitle: title,\nticketDescription: description,\n});\n// Create a conversation in Botpress\nconst { conversation } = await botpressClient.getOrCreateConversation({\nchannel: \"hitl\",\ntags: {\n// Link the ticket with the Botpress conversation\nticketId: ticket.id,\n},\n});\nreturn {\nconversationId: conversation.id, // always return the newly created botpress conversation id\n};\n},\n// close the conversation in the agent handoff platform\nstopHitl: async ({ client: botpressClient, input }) => {\nconst { conversation } = await botpressClient.getConversation({\nid: input.conversationId,\n});\nconst ticketId = conversation.tags.ticketId;\n// Close the ticket on the agent handoff platform\nAgentHandoffPlatformClient.closeTicket({ ticketId });\nreturn {};\n},\n//...\n},\n});\n`\n3\\. Send Messages from End User to Live Agent\n[](#3-send-messages-from-end-user-to-live-agent)\nTo enable communication between the end user and the live agent, you'll need to add a special HITL channel that interacts with the third-party API.\nJavaScript\n`// index.ts\n//...\nexport default new bp.Integration({\n// Previously implemented code\nchannels: {\nhitl: {\nmessages: {\n// Send a message from the end user to the live agent\ntext: async ({ client, conversation,  ...props }: bp.AnyMessageProps) => {\nconst { text: userMessage } = props.payload;\nconst externalUserId = payload.userId ? (await client.getUser({ id: payload.userId })).tags.externalId : \"BOT\";\n// Retrieve the ticket ID that was set in the startHitl action\nconst ticketId = conversation.tags.ticketId;\n// Use the agent handoff platform's API to send the message\nAgentHandoffPlatformClient.sendMessage(ticketId, externalUserId, userMessage);\n},\n//...  you can add more message types if you want to support them\n},\n},\n},\n});\n`\nWe suggest starting with the text message type and adding more as needed.\n> ## ���\n>\n> Watch out!\n>\n> `payload.userId` is the user id of the chat-user as seen from the HITL conversation. `user.id` is the id of the bot. If you want the agent to know who he's talking to, you must use `payload.userId`.\n4\\. Send Messages from Live Agent to End User\n[](#4-send-messages-from-live-agent-to-end-user)\nWhen a live agent responds, the live-agent platform needs to send a request to the integration's webhook URL. Upon receiving this request, a special **handler** method is triggered. Let's implement this method to forward the message to the end user.\nindex.ts\n`// ...\nexport default new bp.Integration({\n// ...previously implemented logic\nhandler: async ({ req, client: botpressClient, ctx, logger }) => {\nconst liveAgentEvent = JSON.parse(req.body);\n// Fetch the Botpress user based on the user ID from the third-party platform\nconst { user } = await botpressClient.getOrCreateUser({\ntags: {\nagentHandoffPlatformUserId: liveAgentEvent.userId,\n},\n});\n// Fetch a conversation in Botpress associated with the ticket ID\nconst { conversation } = await botpressClient.getOrCreateConversation({\nchannel: 'hitl',\ntags: {\nticketId: liveAgentEvent.ticketId,\n},\n});\nswitch (liveAgentEvent.eventType) {\ncase 'newMessage':\n// Send the received message from the live agent to the end user\nawait botpressClient.createMessage({\ntype: 'text',\nuserId: user.id,\nconversationId: conversation.id,\npayload: { text: liveAgentEvent.message },\n});\nbreak;\n}\n},\n});\n`\nIn the above example, we don't check the route, or method, but we can do that with the `req` parameter of the handler, which returns an express.js-like request object. You can add `if` conditions to route different actions you'd like, such as assigning agents, or releasing the user back to the bot.\n> ## ���\n>\n> Why do I keep seeing getOrCreate?\n>\n> We don't actually want to create users or conversations at this point. Its simply a matter of the `get` methods not supporting finding by tags, while the `getOrCreate` methods do.\n5\\. Inform Bot When HITL Started and Stopped\n[](#5-inform-bot-when-hitl-started-and-stopped)\nWe need to emit two events to inform the bot about the status of the Human-In-The-Loop (HITL) process:\n**hitlAssigned**: Tells the bot that the conversation has been successfully escalated to a live\n<|end_input|>\n\nAnswer with this following format:\n```\n■is_about_animals:【explanation (where \"explanation\" is answering the question \"is the text about animals?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_lua_code:【explanation (where \"explanation\" is answering the question \"does the text contain Lua code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_python_code:【explanation (where \"explanation\" is answering the question \"does the text contain Python code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■contains_js_code:【explanation (where \"explanation\" is answering the question \"does the text contain JavaScript code?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_botpress:【explanation (where \"explanation\" is answering the question \"is the text about Botpress?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■is_rasa:【explanation (where \"explanation\" is answering the question \"is the text about Rasa?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_flows:【explanation (where \"explanation\" is answering the question \"does the text mention flows?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_api:【explanation (where \"explanation\" is answering the question \"does the text mention the Botpress API?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_enterprise:【explanation (where \"explanation\" is answering the question \"does the text mention Botpress Enterprise?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_workspaces:【explanation (where \"explanation\" is answering the question \"does the text mention workspaces?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_webchat:【explanation (where \"explanation\" is answering the question \"does the text mention the Webchat?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n\n■has_hitl:【explanation (where \"explanation\" is answering the question \"does the text mention HITL (human in the loop)?\")】:x■ (where x is ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES)\n■END■\n```\n\nFormat cheatsheet:\n```\n■label:【explanation】:x■\n```\n\nWhere `x` is one of the following: ABSOLUTELY_NOT | PROBABLY_NOT | AMBIGUOUS | PROBABLY_YES | ABSOLUTELY_YES\n\nRemember: In your `explanation`, please refer to the Expert Examples # (and quote them) that are relevant to ground your decision-making process.\nThe Expert Examples are there to help you make your decision. They have been provided by experts in the field and their answers (and reasoning) are considered the ground truth and should be used as a reference to make your decision when applicable.\nFor example, you can say: \"According to Expert Example #1, ...\"","role":"user","type":"text"}],"meta":{"integrationName":"zai","promptCategory":"zai:zai.label","promptSource":"zai:zai.label:default"},"model":"fast","signal":{},"stopSequences":["■END■"]},"method":"POST","url":"https://api.botpress.cloud/v2/cognitive/generate-text"}

Output:
■is_about_animals:【The text is a Botpress documentation page describing menus, integrations, APIs, HITL, etc. It contains no references to animals whatsoever.】:ABSOLUTELY_NOT■
■contains_lua_code:【All code snippets are in TypeScript/JavaScript (e.g., `import { z, IntegrationDefinition, interfaces } from "@botpress/sdk";`). No Lua syntax or file extensions are present.】:ABSOLUTELY_NOT■
■contains_python_code:【The document includes only TypeScript/JavaScript examples. No Python `def`, `import`, or file extensions appear.】:ABSOLUTELY_NOT■
■contains_js_code:【There are explicit JavaScript/TypeScript code blocks such as `import * as sdk from "@botpress/sdk";` and sections labeled “JavaScript”. This clearly constitutes JavaScript code.】:ABSOLUTELY_YES■
■is_botpress:【The entire content is about Botpress – menus, Studio, integrations, APIs, and HITL – with numerous “Botpress” links and headings.】:ABSOLUTELY_YES■
■is_rasa:【The text never mentions Rasa or any of its components; it is solely focused on Botpress.】:ABSOLUTELY_NOT■
■has_flows:【The word “Flows” appears repeatedly in the navigation (e.g., “* [Flows](/docs/studio-interface-flows)”) indicating that flows are discussed.】:ABSOLUTELY_YES■
■has_api:【Sections titled “## Botpress APIs” list “Files API” and “Chat API”, showing that Botpress APIs are explicitly mentioned.】:ABSOLUTELY_YES■
■has_enterprise:【No occurrence of the term “Enterprise” or any enterprise‑specific features is found in the document.】:ABSOLUTELY_NOT■
■has_workspaces:【The documentation references a “Workspace” dashboard (e.g., “* [Workspace](/docs/workspace)”) indicating workspace concepts are present.】:ABSOLUTELY_YES■
■has_webchat:【Multiple sections and links refer to “Webchat” (e.g., “* [Webchat](/docs/webchat‑1)”, “## Webchat”, “* [Webchat v2]”) making it clear the feature is covered.】:ABSOLUTELY_YES■
■has_hitl:【The term “HITL” (Human‑In‑The‑Loop) is repeatedly used throughout the guide, including headings like “Connect a live agent platform with Botpress” and code implementing HITL actions.】:ABSOLUTELY_YES■