Integration
Connect Qonto to Qdrant
When New Bank Account fires in Qonto, your agent runs Add collection in Qdrant. Describe the whole flow and it is built, tested on every scenario and kept running.
What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.
Build solutions, not workarounds.
What do you want Qonto and Qdrant to do together?
Ask the assistant
Connect your AI client
Give your AI client this address.
https://mcp.apiant.aiOne 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.aiStart Claude Code there, approve the server, and sign in in the browser page it opens.
Claude Code guide (opens in a new tab)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)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)Zed
Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.
Setup guide (opens in a new tab)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)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)Example flows
What Qonto can start in Qdrant
When New Bank Account in Qonto
then Add collection in Qdrant
When New Transaction in Qonto
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 Qonto and Qdrant
Triggers and actions 9 triggers · 34 actions
Trigger
Bank Account Balance ChangeTriggers when the balance or authorized balance of one of your Qonto business accounts changes.
Trigger
New Bank AccountTriggers when a new business bank account is added to the Qonto organization.
Trigger
New TransactionTriggers when a new transaction is recorded on a Qonto bank account.
Trigger
New Transaction (Legacy)Triggers when a new transaction is created on the chosen Qonto bank account.
Trigger
New TransferTriggers when a new SEPA transfer is created in your Qonto organization.
Trigger
Transaction Updated AttachmentsTriggers when the attachments on a transaction change, such as when a receipt is added to it.
Trigger
Transaction Updated LabelsTriggers when the labels on a transaction change, for example when a label is added to a transaction or one of several labels is removed.
Trigger
Transaction Updated VATTriggers when a transaction's VAT amount or VAT rate is set or changed on a Qonto bank account.
Trigger
Updated TransactionTriggers when a transaction on a Qonto bank account is created or updated.
Action
Add AttachmentUploads a JPEG, PNG or PDF file, such as an invoice or receipt, and attaches it to a transaction. Qonto processes the file in the background, so it may not appear on the transaction immediately.
Action
Add clientCreates a client (a company, individual or freelancer you bill) in your Qonto organization and returns the new client record.
Action
Add client invoiceCreates a client invoice in Qonto for an existing client, as a draft or ready for payment, and returns the new invoice.
Action
Add SEPA beneficiaryAdds a new untrusted SEPA beneficiary to the organization's main bank account and returns it.
Action
Create External TransferCreates a SEPA transfer from one of your Qonto bank accounts to a saved or new beneficiary, and returns the transfer with its status.
Action
Create Internal TransferCreates an instant transfer between two bank accounts of your Qonto organization.
Action
Get bank accountReturns a Qonto business bank account, including its IBAN, status and current balances.
Action
Get organizationReturns the details of the connected Qonto organization, including its legal information and its list of bank accounts.
Action
Get transactionReturns a single Qonto transaction by its ID, including its amount, counterparty, status and dates, and optionally its labels, attachments or VAT details.
Action
List bank accountsReturns all business bank accounts of the connected Qonto organization, with their IBAN, status and balances.
Action
List cardsReturns the cards visible to the connected Qonto member, optionally filtered by holder, status, bank account, card level or text search.
Action
List client invoicesReturns the client invoices of the Qonto organization, optionally filtered by status, creation, update or due dates, and sorted by creation date.
Action
List clientsReturns the clients (customers you invoice) of your Qonto organization, optionally filtered by name, email, VAT or tax number, or last-updated date.
Action
List labelsReturns all the labels of the Qonto organization, including each label's name and parent label.
Action
List membershipsReturns all the memberships of the authenticated Qonto organization, with each member's name, role, status and team.
Action
List SEPA beneficiariesReturns the SEPA beneficiaries of your Qonto organization, optionally filtered by IBAN, status or trusted flag.
Action
List statementsReturns the monthly bank statements of the Qonto organization, each with its period, bank account and a temporary link to download the file. Can be narrowed to specific bank accounts or a range of months.
Action
List supplier invoicesReturns the organization's supplier invoices and documents awaiting review, optionally filtered by status, dates, supplier, amount or a text search.
Action
List transactionsReturns the transactions of a Qonto bank account, with optional filters by status, date range, direction, operation type and attachments.
Action
Add collectionCreates a new Qdrant collection with the given name and vector configuration.
Action
Add payload indexCreates a payload index on a field of a Qdrant collection so that filters on that field run fast.
Action
Add pointsAdds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing point with the same id.
Action
Add snapshotCreates a new snapshot of a Qdrant collection and returns the snapshot's name, size and checksum.
Action
Count pointsReturns the number of points in a Qdrant collection, optionally only those matching a payload filter.
Action
Delete collectionDeletes a Qdrant collection and all of the points and data stored in it.
Action
Delete pointsDeletes points from a Qdrant collection, either by a list of point ids or by every point matching a filter.
Action
Find points by vectorReturns the points in a collection whose vectors are closest to the vector you supply, ranked by similarity score, with their payloads.
Action
Get collectionReturns the details of a Qdrant collection: its status, point and vector counts, segment count, configuration and payload index schema.
Action
Get pointReturns a single point from a Qdrant collection, including its payload and vector.
Action
List collectionsReturns the names of all collections in your Qdrant cluster.
Action
List pointsReturns the points stored in a Qdrant collection, optionally narrowed by a payload filter and ordered by a payload field.
Action
List snapshotsReturns every snapshot stored for a Qdrant collection, with each snapshot's file name, creation time, size and checksum.
Action
Update collectionUpdates the settings of an existing Qdrant collection, such as its vector, index, optimizer, quantization, strict-mode or metadata parameters.
Action
Update point payloadSets 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.
No trigger or action matches that. Ask your agent to add it: it reads the API documentation and builds what you describe.
Each app on its own
Reviews
What our customers say
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Questions
Qonto and Qdrant, answered
What can start an automation from Qonto?
Any of Qonto's 9 triggers in the catalog, including New Bank Account, New Transaction, New Transaction (Legacy) and New Transfer. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in Qonto?
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 Qonto?
Qdrant has no triggers in the catalog today, so automations start in Qonto. 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 Qonto 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 Qonto 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.