--- title: "Connect Chaport to Qdrant Vector Store - APIANT.ai" description: "When \"Chat Stage Updated (instant)\" fires in Chaport, your agent runs \"Add collection\" in Qdrant Vector Store." canonical: "https://apiant.ai/connect/chaport-to-qdrant-vector-store" --- # Connect Chaport to Qdrant Vector Store When **Chat Stage Updated (instant)** fires in [Chaport](https://apiant.ai/connections/chaport), your agent runs **Add collection** in [Qdrant Vector Store](https://apiant.ai/connections/qdrant-vector-store). Describe the whole flow and it is built, tested on every scenario and kept running. Chaport **8** triggers Chaport **12** actions Qdrant Vector Store **15** actions What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it. ## What do you want Chaport and Qdrant Vector Store to do together? Give your AI client this address. `https://mcp.apiant.ai` One connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser. ### Set it up in your client ### Claude Code Run this in the directory you want to work in. `claude mcp add --transport http -s project apiant-ai https://mcp.apiant.ai` Start Claude Code there, approve the server, and sign in in the browser page it opens. [Claude Code guide (opens in a new tab)](https://apiant.ai/docs/mcp/claude-code) ### Claude, web and desktop Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Cursor Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Zed Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Codex and the ChatGPT desktop app Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) ### Any other MCP client Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection. [Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp) Example flows ## What Chaport can start in Qdrant Vector Store - When **Chat Stage Updated (instant)** in Chaport then **Add collection** in Qdrant Vector Store - When **New Chat Started** in Chaport then **Add payload index** in Qdrant Vector Store Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships. Everything your agent can do with Chaport and Qdrant Vector Store ## Triggers and actions 8 triggers · 27 actions - Trigger **Chat Closed (instant)** Fires when a chat is closed. Webhook event: chat.closed. - Trigger **Chat Finished** Triggers when chat is finished. - Trigger **Chat Stage Updated (instant)** Fires when a chat's stage changes. Webhook event: chat.stageUpdated. - Trigger **Message Read (instant)** Fires when a message is read. Webhook event: message.read. - Trigger **New Chat Started** Triggers when chat is started. - Trigger **New Message Sent (instant)** Fires when a new message is sent in a chat. Webhook event: message.sent. - Trigger **New Visitor (instant)** Fires when a new visitor is created. Webhook event: visitor.created. - Trigger **Visitor Updated** Triggers when visitor data is updated. - Action **Create an Operator** Adds a new operator to your Chaport account and returns the created operator. - Action **Delete a Message** Deletes one message from a Chaport chat. Identify the visitor and the message you want removed. - Action **Delete an Operator** Removes an operator from your Chaport account. - Action **List Operators** Returns every operator in your Chaport account, with each operator's name, email, role and status. - Action **List Visitors** Returns the visitors in your Chaport account, one page at a time. - Action **Retrieve an Operator** Returns one Chaport operator with their name, email, role, job title and current status. - Action **Retrieve a Visitor** Returns one Chaport visitor with their name, contact details, notes and any custom data held about them. - Action **Retrieve Last Visitor Chat** Returns a visitor's most recent Chaport chat, including its stage, operators and — when asked for — the transcript. - Action **Send a Message** Posts a message into a Chaport visitor's chat, starting a chat if there isn't one open. - Action **Update an Operator** Updates a Chaport operator's details. Anything you leave blank keeps its current value. - Action **Update a Visitor** Updates an existing Chaport visitor's contact details, notes and custom data. Only the fields you fill in are changed; blank fields are left untouched. - Action **Update Operator Status** Sets a Chaport operator's availability status, such as online or offline, optionally for a limited time. - Action **Add collection** Creates a new Qdrant collection with the vector size, distance metric and storage settings you choose. - Action **Add payload index** Creates a payload index on a field of a Qdrant collection so filters and searches on that field run faster. - Action **Add points** Adds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing points that have the same ids. - Action **Add snapshot** Creates a new snapshot of a Qdrant collection and returns the snapshot's name, size, checksum and creation time. - Action **Count points** Returns how many points in a Qdrant collection match an optional filter, or the total number of points when no filter is given. - Action **Delete collection** Deletes a collection and all of the points and data stored in it. - Action **Delete points** Deletes points from a Qdrant collection, either by a list of point ids or by every point matching a filter. - Action **Find points by vector** Returns the points in a collection whose vectors are nearest to the vector you supply, ranked by similarity score, with their payloads. - Action **Get collection** Returns the details of a collection: its status, point and segment counts, vector and index configuration, and payload schema. - Action **Get point** Returns a single point from a Qdrant collection by its id, including its payload and vector. - Action **List collections** Returns the names of every collection in your Qdrant instance. - Action **List points** Returns the points stored in a Qdrant collection, optionally narrowed by a filter and ordered by a payload field, fetching every page. - Action **List snapshots** Returns every snapshot taken of a collection, with each snapshot's name, size, checksum and creation time. - Action **Update collection** Updates the settings of an existing Qdrant collection, such as its vector, index, optimizer, quantization, strict-mode or metadata parameters. - Action **Update point payload** Sets payload values on the chosen points in a Qdrant collection, merging them into each point's existing payload. Pick the points by id or by a filter. ## Each app on its own - [ **Chaport** Chaport is a live chat for websites designed as a modern messenger.](https://apiant.ai/connections/chaport) - [ **Qdrant Vector Store** Vector database for storing embeddings and running similarity search with metadata filtering, via REST or...](https://apiant.ai/connections/qdrant-vector-store) Reviews ## What our customers say ## More from Chaport - [ **Chaport to Stripe** Stripe is a payment processing platform for online businesses.](https://apiant.ai/connect/chaport-to-stripe) - [ **Chaport to Chatrace** Omnichannel chatbot platform for automating customer support and sales via WhatsApp, SMS, Messenger...](https://apiant.ai/connect/chaport-to-chatrace) - [ **Chaport to keycdn IP Location Finder** Get the IP geolocation data through the simple REST API. All the responses are JSON encoded](https://apiant.ai/connect/chaport-to-keycdn-ip-location-finder) - [ **Chaport to ProxiedMail** ProxiedMail provides creating email addresses, forwarding and receiving emails with full context.](https://apiant.ai/connect/chaport-to-proxiedmail) - [ **Chaport to Publica** With Publica, you can sell, share and consume all kinds of digital content directly through a reliable and...](https://apiant.ai/connect/chaport-to-publica) - [ **Chaport to HubSpot** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/chaport-to-hubspot) ## More into Qdrant Vector Store - [ **HubSpot to Qdrant Vector Store** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-qdrant-vector-store) - [ **Salesforce to Qdrant Vector Store** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-qdrant-vector-store) - [ **Slack to Qdrant Vector Store** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-qdrant-vector-store) - [ **Google Sheets to Qdrant Vector Store** Google Sheets](https://apiant.ai/connect/google-sheets-to-qdrant-vector-store) - [ **Gmail to Qdrant Vector Store** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-qdrant-vector-store) - [ **Google Calendar to Qdrant Vector Store** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/google-calendar-to-qdrant-vector-store) Questions ## Chaport and Qdrant Vector Store, answered ### ### What can start an automation from Chaport? Any of Chaport's 8 triggers in the catalog, including Chat Stage Updated (instant), New Chat Started, New Message Sent (instant) and New Visitor (instant). Describe the moment in plain language and your agent picks the right one. ### ### What can your agent do in Qdrant Vector Store when something happens in Chaport? Any of Qdrant Vector Store's 15 actions, including Update collection, Update point payload, Add collection and Add payload index. Your agent maps the data both ways and tests every scenario before it ships. ### ### Can it also run from Qdrant Vector Store to Chaport? Qdrant Vector Store has no triggers in the catalog today, so automations start in Chaport. If you need the other direction, ask: your agent reads Qdrant Vector Store's API documentation and adds it. ### ### Do I have to build a connector for Chaport or Qdrant Vector Store? No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running. ### ### Can my AI client use Chaport and Qdrant Vector Store without building an automation? Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both. ### ### What happens when something fails? Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships. ### ### Is there a free plan? Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.