--- title: "Qdrant integrations and MCP server - APIANT.ai" description: "Connect Qdrant to any other app, or use it from your AI client over MCP." canonical: "https://apiant.ai/connections/qdrant" --- # Qdrant integrations Connect Qdrant to any other app, or use it from your AI client over MCP. Vector database and search engine for similarity search, RAG, recommendations, and AI agent retrieval at scale. 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? 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 with the apps people pair it with most - [ **HubSpot to Qdrant** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-qdrant) - [ **Salesforce to Qdrant** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-qdrant) - [ **Slack to Qdrant** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-qdrant) - [ **Google Sheets to Qdrant** Google Sheets](https://apiant.ai/connect/google-sheets-to-qdrant) - [ **Gmail to Qdrant** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-qdrant) - [ **Google Calendar to Qdrant** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/google-calendar-to-qdrant) - [ **Google Drive to Qdrant** Google Drive is a cloud storage solution for uploading, sharing, and collaborating on files across devices...](https://apiant.ai/connect/google-drive-to-qdrant) - [ **Mailchimp to Qdrant** Mailchimp marketing automation and email platform.](https://apiant.ai/connect/mailchimp-to-qdrant) Pair it ## Connect Qdrant with another app - [ **HubSpot to Qdrant**](https://apiant.ai/connect/hubspot-to-qdrant) - [ **Salesforce to Qdrant**](https://apiant.ai/connect/salesforce-to-qdrant) - [ **Slack to Qdrant**](https://apiant.ai/connect/slack-to-qdrant) - [ **Google Sheets to Qdrant**](https://apiant.ai/connect/google-sheets-to-qdrant) - [ **Gmail to Qdrant**](https://apiant.ai/connect/gmail-to-qdrant) - [ **Google Calendar to Qdrant**](https://apiant.ai/connect/google-calendar-to-qdrant) - [ **Google Drive to Qdrant**](https://apiant.ai/connect/google-drive-to-qdrant) - [ **Mailchimp to Qdrant**](https://apiant.ai/connect/mailchimp-to-qdrant) - [ **Stripe to Qdrant**](https://apiant.ai/connect/stripe-to-qdrant) - [ **Shopify to Qdrant**](https://apiant.ai/connect/shopify-to-qdrant) - [ **QuickBooks Online to Qdrant**](https://apiant.ai/connect/quickbooks-online-to-qdrant) - [ **Pipedrive to Qdrant**](https://apiant.ai/connect/pipedrive-to-qdrant) - [ **ActiveCampaign to Qdrant**](https://apiant.ai/connect/activecampaign-to-qdrant) - [ **Notion to Qdrant**](https://apiant.ai/connect/notion-to-qdrant) - [ **Airtable to Qdrant**](https://apiant.ai/connect/airtable-to-qdrant) - [ **Trello to Qdrant**](https://apiant.ai/connect/trello-to-qdrant) - [ **Asana to Qdrant**](https://apiant.ai/connect/asana-to-qdrant) - [ **JIRA to Qdrant**](https://apiant.ai/connect/jira-to-qdrant) - [ **ClickUp to Qdrant**](https://apiant.ai/connect/clickup-to-qdrant) - [ **Zoom to Qdrant**](https://apiant.ai/connect/zoom-to-qdrant) - [ **Discord to Qdrant**](https://apiant.ai/connect/discord-to-qdrant) - [ **Twilio to Qdrant**](https://apiant.ai/connect/twilio-to-qdrant) - [ **SendGrid to Qdrant**](https://apiant.ai/connect/sendgrid-to-qdrant) - [ **Outlook to Qdrant**](https://apiant.ai/connect/outlook-to-qdrant) - [ **Intercom to Qdrant**](https://apiant.ai/connect/intercom-to-qdrant) - [ **Freshdesk to Qdrant**](https://apiant.ai/connect/freshdesk-to-qdrant) - [ **Klaviyo to Qdrant**](https://apiant.ai/connect/klaviyo-to-qdrant) - [ **Brevo to Qdrant**](https://apiant.ai/connect/brevo-to-qdrant) - [ **Typeform to Qdrant**](https://apiant.ai/connect/typeform-to-qdrant) - [ **JotForm to Qdrant**](https://apiant.ai/connect/jotform-to-qdrant) - [ **Calendly to Qdrant**](https://apiant.ai/connect/calendly-to-qdrant) - [ **PandaDoc to Qdrant**](https://apiant.ai/connect/pandadoc-to-qdrant) - [ **Webflow to Qdrant**](https://apiant.ai/connect/webflow-to-qdrant) - [ **Wix to Qdrant**](https://apiant.ai/connect/wix-to-qdrant) - [ **Instagram to Qdrant**](https://apiant.ai/connect/instagram-to-qdrant) - [ **OpenAI to Qdrant**](https://apiant.ai/connect/openai-to-qdrant) - [ **OneDrive to Qdrant**](https://apiant.ai/connect/onedrive-to-qdrant) - [ **Google Docs to Qdrant**](https://apiant.ai/connect/google-docs-to-qdrant) - [ **Ontraport to Qdrant**](https://apiant.ai/connect/ontraport-to-qdrant) - [ **Freshworks CRM to Qdrant**](https://apiant.ai/connect/freshworks-crm-to-qdrant) - [ **GoHighLevel to Qdrant**](https://apiant.ai/connect/gohighlevel-to-qdrant) - [ **Capsule CRM to Qdrant**](https://apiant.ai/connect/capsule-crm-to-qdrant) - [ **Copper to Qdrant**](https://apiant.ai/connect/copper-to-qdrant) - [ **Streak to Qdrant**](https://apiant.ai/connect/streak-to-qdrant) - [ **NetHunt CRM to Qdrant**](https://apiant.ai/connect/nethunt-crm-to-qdrant) - [ **MINDBODY to Qdrant**](https://apiant.ai/connect/mindbody-to-qdrant) - [ **PostgreSQL to Qdrant**](https://apiant.ai/connect/postgresql-to-qdrant) - [ **MySQL to Qdrant**](https://apiant.ai/connect/mysql-to-qdrant) - [ **Vercel to Qdrant**](https://apiant.ai/connect/vercel-to-qdrant) - [ **PagerDuty to Qdrant**](https://apiant.ai/connect/pagerduty-to-qdrant) - [ **Gravity Forms to Qdrant**](https://apiant.ai/connect/gravity-forms-to-qdrant) - [ **HubSpot Enterprise to Qdrant**](https://apiant.ai/connect/hubspot-enterprise-to-qdrant) - [ **Google Forms to Qdrant**](https://apiant.ai/connect/google-forms-to-qdrant) - [ **Facebook Lead Ads to Qdrant**](https://apiant.ai/connect/facebook-lead-ads-to-qdrant) - [ **monday.com to Qdrant**](https://apiant.ai/connect/monday-com-to-qdrant) - [ **Google Ads to Qdrant**](https://apiant.ai/connect/google-ads-to-qdrant) - [ **Google Tasks to Qdrant**](https://apiant.ai/connect/google-tasks-to-qdrant) - [ **Telegram to Qdrant**](https://apiant.ai/connect/telegram-to-qdrant) - [ **MailerLite to Qdrant**](https://apiant.ai/connect/mailerlite-to-qdrant) - [ **Google Contacts to Qdrant**](https://apiant.ai/connect/google-contacts-to-qdrant) What your agent can do with Qdrant ## Triggers and actions 15 actions - Action **Add collection** Creates a new Qdrant collection with the given name and vector configuration. - Action **Add payload index** Creates a payload index on a field of a Qdrant collection so that filters on that field run fast. - Action **Add points** Adds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing point with the same id. - Action **Add snapshot** Creates a new snapshot of a Qdrant collection and returns the snapshot's name, size and checksum. - Action **Count points** Returns the number of points in a Qdrant collection, optionally only those matching a payload filter. - Action **Delete collection** Deletes a Qdrant 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 closest to the vector you supply, ranked by similarity score, with their payloads. - Action **Get collection** Returns the details of a Qdrant collection: its status, point and vector counts, segment count, configuration and payload index schema. - Action **Get point** Returns a single point from a Qdrant collection, including its payload and vector. - Action **List collections** Returns the names of all collections in your Qdrant cluster. - Action **List points** Returns the points stored in a Qdrant collection, optionally narrowed by a payload filter and ordered by a payload field. - Action **List snapshots** Returns every snapshot stored for a Qdrant collection, with each snapshot's file name, creation time, size and checksum. - 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 points in a Qdrant collection, chosen by point ids or a filter. Keys you supply are added or overwritten; other existing payload keys are kept. Reviews ## What our customers say Questions ## Qdrant, answered ### ### Is there a Qdrant MCP server? APIANT's MCP server at https://mcp.apiant.ai works with Qdrant. 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 actions on demand, or have APIANT build, test and run automations that use Qdrant. Nothing to install. ### ### What can your agent do in Qdrant? Any of Qdrant'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 directly from Claude, ChatGPT or Cursor? Yes. Connect your AI client to APIANT once and it works with Qdrant two ways. Ask it to do something in Qdrant 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 API? No. APIANT connects to the Qdrant API for you, with your Qdrant API key. Describe what you want in plain language and your agent builds it on the Qdrant triggers and actions in the catalog. If you need an endpoint that is not there yet, your agent reads the Qdrant API documentation and adds it. ### ### Which apps can Qdrant connect to? Any app in the catalog; the list on this page pairs Qdrant 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.