--- title: "Connect EspoCRM to Qdrant Vector Store - APIANT.ai" description: "When \"New contact\" fires in EspoCRM, your agent runs \"Add collection\" in Qdrant Vector Store." canonical: "https://apiant.ai/connect/espocrm-to-qdrant-vector-store" --- # Connect EspoCRM to Qdrant Vector Store When **New contact** fires in [EspoCRM](https://apiant.ai/connections/espocrm), 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. EspoCRM **3** triggers EspoCRM **16** 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 EspoCRM 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 EspoCRM can start in Qdrant Vector Store - When **New contact** in EspoCRM then **Add collection** in Qdrant Vector Store - When **New Lead** in EspoCRM 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 EspoCRM and Qdrant Vector Store ## Triggers and actions 3 triggers · 31 actions - Trigger **New contact** Triggers when a new contact is created in EspoCRM. - Trigger **New Lead** Triggers when a new lead is created in EspoCRM. - Trigger **New opportunity** Triggers when a new opportunity is created in EspoCRM. - Action **Add account** Creates a new account (company) in EspoCRM and returns its attributes. - Action **Add case** Creates a new case (support ticket) in EspoCRM. - Action **Add contact** Creates a new contact in EspoCRM. - Action **Add opportunity** Creates a new opportunity (deal) in EspoCRM and returns the created record. - Action **Add task** Creates a task in EspoCRM, optionally linked to an account, contact, lead, opportunity or case. - Action **Create Lead** Creates a new lead in EspoCRM and returns the created lead record. - Action **Find accounts** Finds EspoCRM accounts whose name matches the text you supply. - Action **Find contacts** Finds contacts whose email address (or another chosen attribute) matches the value you supply, returning every matching contact. - Action **Find Lead** Finds leads in EspoCRM matching a value on a chosen attribute (email address by default). - Action **Get contact** Returns a single EspoCRM contact by its ID, with all its attributes including custom fields. - Action **Get Lead** Returns a single EspoCRM lead by its ID, with all of its fields. - Action **Get Task** Returns one task by its ID, with its subject, status, dates, parent record and assignee. - Action **Update account** Updates an existing account (company) in EspoCRM. Only the fields you fill in are changed. - Action **Update contact** Updates an existing contact in EspoCRM, changing only the fields you fill in. - Action **Update Lead** Updates an existing lead in EspoCRM, changing only the fields you fill in, and returns the updated lead. - Action **Update opportunity** Updates an existing opportunity in EspoCRM, changing only the fields you fill in. - 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 - [ **EspoCRM** EspoCRM is a highly customizable open source CRM software.](https://apiant.ai/connections/espocrm) - [ **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 EspoCRM - [ **EspoCRM to HubSpot** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/espocrm-to-hubspot) - [ **EspoCRM to Salesforce** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/espocrm-to-salesforce) - [ **EspoCRM to Slack** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/espocrm-to-slack) - [ **EspoCRM to Google Sheets** Google Sheets](https://apiant.ai/connect/espocrm-to-google-sheets) - [ **EspoCRM to Gmail** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/espocrm-to-gmail) - [ **EspoCRM to Google Calendar** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/espocrm-to-google-calendar) ## 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 ## EspoCRM and Qdrant Vector Store, answered ### ### What can start an automation from EspoCRM? Any of EspoCRM's 3 triggers in the catalog, including New contact, New Lead and New opportunity. 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 EspoCRM? 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 EspoCRM? Qdrant Vector Store has no triggers in the catalog today, so automations start in EspoCRM. 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 EspoCRM 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 EspoCRM 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.