--- title: "Qdrant Vector Store integrations and MCP server - APIANT.ai" description: "Connect Qdrant Vector Store to any other app, or use it from your AI client over MCP. Vector database for storing embeddings and running similarity search..." canonical: "https://apiant.ai/connections/qdrant-vector-store" --- # Qdrant Vector Store integrations Connect Qdrant Vector Store to any other app, or use it from your AI client over MCP. Vector database for storing embeddings and running similarity search with metadata filtering, via REST or gRPC API. Connects with an API key [qdrant.tech](https://qdrant.tech/) **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 to automate with Qdrant Vector Store? 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) Popular ## Qdrant Vector Store with the apps people pair it with most - [ **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) - [ **Google Drive to Qdrant Vector Store** Google Drive is a cloud storage solution for uploading, sharing, and collaborating on files across devices...](https://apiant.ai/connect/google-drive-to-qdrant-vector-store) - [ **Mailchimp to Qdrant Vector Store** Mailchimp marketing automation and email platform.](https://apiant.ai/connect/mailchimp-to-qdrant-vector-store) Pair it ## Connect Qdrant Vector Store with another app - [ **HubSpot to Qdrant Vector Store**](https://apiant.ai/connect/hubspot-to-qdrant-vector-store) - [ **Salesforce to Qdrant Vector Store**](https://apiant.ai/connect/salesforce-to-qdrant-vector-store) - [ **Slack to Qdrant Vector Store**](https://apiant.ai/connect/slack-to-qdrant-vector-store) - [ **Google Sheets to Qdrant Vector Store**](https://apiant.ai/connect/google-sheets-to-qdrant-vector-store) - [ **Gmail to Qdrant Vector Store**](https://apiant.ai/connect/gmail-to-qdrant-vector-store) - [ **Google Calendar to Qdrant Vector Store**](https://apiant.ai/connect/google-calendar-to-qdrant-vector-store) - [ **Google Drive to Qdrant Vector Store**](https://apiant.ai/connect/google-drive-to-qdrant-vector-store) - [ **Mailchimp to Qdrant Vector Store**](https://apiant.ai/connect/mailchimp-to-qdrant-vector-store) - [ **Stripe to Qdrant Vector Store**](https://apiant.ai/connect/stripe-to-qdrant-vector-store) - [ **Shopify to Qdrant Vector Store**](https://apiant.ai/connect/shopify-to-qdrant-vector-store) - [ **QuickBooks Online to Qdrant Vector Store**](https://apiant.ai/connect/quickbooks-online-to-qdrant-vector-store) - [ **Pipedrive to Qdrant Vector Store**](https://apiant.ai/connect/pipedrive-to-qdrant-vector-store) - [ **ActiveCampaign to Qdrant Vector Store**](https://apiant.ai/connect/activecampaign-to-qdrant-vector-store) - [ **Notion to Qdrant Vector Store**](https://apiant.ai/connect/notion-to-qdrant-vector-store) - [ **Airtable to Qdrant Vector Store**](https://apiant.ai/connect/airtable-to-qdrant-vector-store) - [ **Trello to Qdrant Vector Store**](https://apiant.ai/connect/trello-to-qdrant-vector-store) - [ **Asana to Qdrant Vector Store**](https://apiant.ai/connect/asana-to-qdrant-vector-store) - [ **JIRA to Qdrant Vector Store**](https://apiant.ai/connect/jira-to-qdrant-vector-store) - [ **ClickUp to Qdrant Vector Store**](https://apiant.ai/connect/clickup-to-qdrant-vector-store) - [ **Zoom to Qdrant Vector Store**](https://apiant.ai/connect/zoom-to-qdrant-vector-store) - [ **Discord to Qdrant Vector Store**](https://apiant.ai/connect/discord-to-qdrant-vector-store) - [ **Twilio to Qdrant Vector Store**](https://apiant.ai/connect/twilio-to-qdrant-vector-store) - [ **SendGrid to Qdrant Vector Store**](https://apiant.ai/connect/sendgrid-to-qdrant-vector-store) - [ **Outlook to Qdrant Vector Store**](https://apiant.ai/connect/outlook-to-qdrant-vector-store) - [ **Intercom to Qdrant Vector Store**](https://apiant.ai/connect/intercom-to-qdrant-vector-store) - [ **Freshdesk to Qdrant Vector Store**](https://apiant.ai/connect/freshdesk-to-qdrant-vector-store) - [ **Klaviyo to Qdrant Vector Store**](https://apiant.ai/connect/klaviyo-to-qdrant-vector-store) - [ **Brevo to Qdrant Vector Store**](https://apiant.ai/connect/brevo-to-qdrant-vector-store) - [ **Typeform to Qdrant Vector Store**](https://apiant.ai/connect/typeform-to-qdrant-vector-store) - [ **JotForm to Qdrant Vector Store**](https://apiant.ai/connect/jotform-to-qdrant-vector-store) - [ **Calendly to Qdrant Vector Store**](https://apiant.ai/connect/calendly-to-qdrant-vector-store) - [ **PandaDoc to Qdrant Vector Store**](https://apiant.ai/connect/pandadoc-to-qdrant-vector-store) - [ **Webflow to Qdrant Vector Store**](https://apiant.ai/connect/webflow-to-qdrant-vector-store) - [ **Wix to Qdrant Vector Store**](https://apiant.ai/connect/wix-to-qdrant-vector-store) - [ **Instagram to Qdrant Vector Store**](https://apiant.ai/connect/instagram-to-qdrant-vector-store) - [ **OpenAI to Qdrant Vector Store**](https://apiant.ai/connect/openai-to-qdrant-vector-store) - [ **OneDrive to Qdrant Vector Store**](https://apiant.ai/connect/onedrive-to-qdrant-vector-store) - [ **Google Docs to Qdrant Vector Store**](https://apiant.ai/connect/google-docs-to-qdrant-vector-store) - [ **Ontraport to Qdrant Vector Store**](https://apiant.ai/connect/ontraport-to-qdrant-vector-store) - [ **Freshworks CRM to Qdrant Vector Store**](https://apiant.ai/connect/freshworks-crm-to-qdrant-vector-store) - [ **GoHighLevel to Qdrant Vector Store**](https://apiant.ai/connect/gohighlevel-to-qdrant-vector-store) - [ **Capsule CRM to Qdrant Vector Store**](https://apiant.ai/connect/capsule-crm-to-qdrant-vector-store) - [ **Copper to Qdrant Vector Store**](https://apiant.ai/connect/copper-to-qdrant-vector-store) - [ **Streak to Qdrant Vector Store**](https://apiant.ai/connect/streak-to-qdrant-vector-store) - [ **NetHunt CRM to Qdrant Vector Store**](https://apiant.ai/connect/nethunt-crm-to-qdrant-vector-store) - [ **MINDBODY to Qdrant Vector Store**](https://apiant.ai/connect/mindbody-to-qdrant-vector-store) - [ **PostgreSQL to Qdrant Vector Store**](https://apiant.ai/connect/postgresql-to-qdrant-vector-store) - [ **MySQL to Qdrant Vector Store**](https://apiant.ai/connect/mysql-to-qdrant-vector-store) - [ **Vercel to Qdrant Vector Store**](https://apiant.ai/connect/vercel-to-qdrant-vector-store) - [ **PagerDuty to Qdrant Vector Store**](https://apiant.ai/connect/pagerduty-to-qdrant-vector-store) - [ **Gravity Forms to Qdrant Vector Store**](https://apiant.ai/connect/gravity-forms-to-qdrant-vector-store) - [ **HubSpot Enterprise to Qdrant Vector Store**](https://apiant.ai/connect/hubspot-enterprise-to-qdrant-vector-store) - [ **Google Forms to Qdrant Vector Store**](https://apiant.ai/connect/google-forms-to-qdrant-vector-store) - [ **monday.com to Qdrant Vector Store**](https://apiant.ai/connect/monday-com-to-qdrant-vector-store) - [ **Google Ads to Qdrant Vector Store**](https://apiant.ai/connect/google-ads-to-qdrant-vector-store) - [ **Google Tasks to Qdrant Vector Store**](https://apiant.ai/connect/google-tasks-to-qdrant-vector-store) - [ **Telegram to Qdrant Vector Store**](https://apiant.ai/connect/telegram-to-qdrant-vector-store) - [ **MailerLite to Qdrant Vector Store**](https://apiant.ai/connect/mailerlite-to-qdrant-vector-store) - [ **Google Contacts to Qdrant Vector Store**](https://apiant.ai/connect/google-contacts-to-qdrant-vector-store) - [ **Kit to Qdrant Vector Store**](https://apiant.ai/connect/kit-to-qdrant-vector-store) What your agent can do with Qdrant Vector Store ## Triggers and actions 15 actions - 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. Reviews ## What our customers say Questions ## Qdrant Vector Store, answered ### ### Is there a Qdrant Vector Store MCP server? APIANT's MCP server at https://mcp.apiant.ai works with Qdrant Vector Store. Add that address to any AI client that takes a remote MCP server and sign in once in your browser. Your client can then run Qdrant Vector Store actions on demand, or have APIANT build, test and run automations that use Qdrant Vector Store. Nothing to install. ### ### What can your agent do in Qdrant Vector Store? 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 I use Qdrant Vector Store directly from Claude, ChatGPT or Cursor? Yes. Connect your AI client to APIANT once and it works with Qdrant Vector Store two ways. Ask it to do something in Qdrant Vector Store 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 on its own. A one-off action uses your plan's tasks the same way an automation step does. ### ### Do I need to write code against the Qdrant Vector Store API? No. APIANT connects to the Qdrant Vector Store API for you, with your Qdrant Vector Store API key. Describe what you want in plain language and your agent builds it on the Qdrant Vector Store triggers and actions in the catalog. If you need an endpoint that is not there yet, your agent reads the Qdrant Vector Store API documentation and adds it. ### ### Which apps can Qdrant Vector Store connect to? Any app in the catalog; the list on this page pairs Qdrant Vector Store with each of them. If the other app is missing, point your agent at its API documentation and it builds the connector. ### ### 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.