--- title: "Connect Daftra to Qdrant - APIANT.ai" description: "When \"Client Created\" fires in Daftra, your agent runs \"Add collection\" in Qdrant." canonical: "https://apiant.ai/connect/daftra-to-qdrant" --- # Connect Daftra to Qdrant When **Client Created** fires in [Daftra](https://apiant.ai/connections/daftra), your agent runs **Add collection** in [Qdrant](https://apiant.ai/connections/qdrant). Describe the whole flow and it is built, tested on every scenario and kept running. Daftra **9** triggers Daftra **38** actions Qdrant **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 Daftra and Qdrant 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 Daftra can start in Qdrant - When **Client Created** in Daftra then **Add collection** in Qdrant - When **Client Updated** in Daftra then **Add payload index** in Qdrant 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 Daftra and Qdrant ## Triggers and actions 9 triggers · 53 actions - Trigger **Client Created** Triggers when a new client is added to your Daftra account. - Trigger **Client Updated** Triggers when a client is added or updated in Daftra. - Trigger **Estimate Updated** Triggers when an estimate (quote) is created or updated in Daftra. - Trigger **Invoice Created** Triggers when a new invoice (or debit note) is created in Daftra. - Trigger **Invoice Updated** Triggers when an invoice or debit note is created or updated in Daftra. - Trigger **Journal Created** Triggers when a new journal entry is created in Daftra. - Trigger **Journal Updated** Triggers when a journal entry is created or updated in Daftra. - Trigger **Product Created** Triggers when a new product is added in Daftra. - Trigger **Product Updated** Triggers when a product is added or updated in Daftra. - Action **Add Client** Creates a new client in Daftra and returns its id and client number. - Action **Add credit note** Creates a credit note for a client in Daftra, optionally against a source invoice, with line items. - Action **Add Estimate** Creates a new estimate (quote) for a client in Daftra, with optional line items. - Action **Add Expense** Creates an expense in Daftra with its amount, date, vendor, category and optional taxes, account splits and cost-center allocations. - Action **Add Invoice** Creates a sales invoice for a client in Daftra, with optional line items and payments, and returns the new invoice's id. - Action **Add Invoice Payment** Records a payment against an existing Daftra invoice and returns the new payment's id. - Action **Add Journal** Creates a manual double-entry journal entry with its debit and credit lines. Total debits must equal total credits. - Action **Add Product** Creates a new product, service or bundle in Daftra and returns its id. - Action **Add Refund Receipt** Creates a refund receipt against an existing invoice in Daftra, with optional refunded line items and refund payments. - Action **Add Supplier** Creates a new supplier in Daftra and returns its id. - Action **Delete Client** Deletes a client from Daftra. The client must have no invoices, payments or other related records. - Action **Delete credit note** Deletes a credit note in Daftra by its ID. - Action **Delete Estimate** Deletes an estimate (quote) in Daftra. Estimates already converted to an invoice or sales order cannot be deleted. - Action **Delete Expense** Deletes an expense in Daftra, along with its related accounting journal and attachments. - Action **Delete Invoice** Deletes a sales invoice in Daftra by its ID. - Action **Delete Invoice Payment** Deletes an invoice payment, re-adjusting the related invoice's paid total and the client's balance. - Action **Delete Product** Deletes a product, service or bundle in Daftra by its ID. - Action **Delete Refund Receipt** Deletes a refund receipt in Daftra by its ID. - Action **Delete Supplier** Deletes a supplier from Daftra. Suppliers referenced by purchase orders, expenses or other transactions cannot be deleted. - Action **Edit Client** Updates an existing client in Daftra. Only the fields you fill in are changed. - Action **Edit Estimate** Updates an existing estimate (quote) in Daftra, changing its client, date, currency, notes or line items. - Action **Edit Expense** Updates an existing expense in Daftra. Only the fields you fill in are changed. - Action **Edit Invoice** Updates an existing standard invoice in Daftra, including its header details, line items, payments and custom fields. - Action **Edit Invoice Payment** Updates an existing invoice payment in Daftra. Only the fields you fill in are changed. - Action **Edit Journal** Updates an existing journal entry in Daftra, replacing its debit and credit lines. - Action **Edit Product** Updates an existing product, service or bundle in Daftra. Only the fields you fill in are changed. - Action **Edit Refund Receipt** Updates an existing refund receipt in Daftra — its date, currency, store, notes or line items. - Action **Edit Supplier** Updates an existing supplier's business name, contact details, addresses and other details. - Action **Get client** Returns a single Daftra client by id, with its contact details, addresses, balances and custom field values. - Action **Get Expense** Returns a single expense by its id, including amount, taxes, totals, vendor, category, date and status. - Action **Get invoice** Returns a single standard invoice by ID, with its line items, payments, taxes, client and custom fields. - Action **Get Purchase Order** Returns a single purchase order by its ID, including its line items, supplier, taxes, payments and custom fields. - Action **Get Refund Receipt** Returns a single refund receipt by ID, including its line items, payments, taxes, custom fields and client. - Action **List clients** Returns a list of clients in your Daftra account, optionally filtered by keyword or assigned staff member. - Action **List estimates** Returns the account's estimates (quotes), most recent first, optionally filtered by client, number, status, amount, dates and more. - Action **List invoices** Returns a page of your Daftra invoices and debit notes, most recent first, optionally filtered by client, status, dates, amounts and more. - Action **List products** Returns a page of products and services in your Daftra account, optionally filtered by keyword, category, supplier, brand, stock status, barcode or product code. - Action **Update credit note** Updates an existing credit note in Daftra — its client, date, currency, store, notes or line items. - 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. ## Each app on its own - [ **Daftra** Daftra is a cloud ERP and accounting software designed exclusively for small and medium companies and their...](https://apiant.ai/connections/daftra) - [ **Qdrant** Vector database and search engine for similarity search, RAG, recommendations, and AI agent retrieval at...](https://apiant.ai/connections/qdrant) Reviews ## What our customers say ## More from Daftra - [ **Daftra to Zenvoices** Zenvoices is an application for tracking, processing, and documenting finance-related administrative tasks.](https://apiant.ai/connect/daftra-to-zenvoices) - [ **Daftra to HubSpot** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/daftra-to-hubspot) - [ **Daftra to Salesforce** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/daftra-to-salesforce) - [ **Daftra to Slack** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/daftra-to-slack) - [ **Daftra to Google Sheets** Google Sheets](https://apiant.ai/connect/daftra-to-google-sheets) - [ **Daftra to Gmail** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/daftra-to-gmail) ## More into Qdrant - [ **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) Questions ## Daftra and Qdrant, answered ### ### What can start an automation from Daftra? Any of Daftra's 9 triggers in the catalog, including Client Created, Client Updated, Estimate Updated and Invoice Created. Describe the moment in plain language and your agent picks the right one. ### ### What can your agent do in Qdrant when something happens in Daftra? 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 it also run from Qdrant to Daftra? Qdrant has no triggers in the catalog today, so automations start in Daftra. If you need the other direction, ask: your agent reads Qdrant's API documentation and adds it. ### ### Do I have to build a connector for Daftra or Qdrant? 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 Daftra and Qdrant 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.