Integration
Connect ProAbono to Qdrant
When Event(s) Related to a Customer fires in ProAbono, 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 ProAbono 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 ProAbono can start in Qdrant
When Event(s) Related to a Customer in ProAbono
then Add collection in Qdrant
When Event(s) Related to a Customer in ProAbono
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 ProAbono and Qdrant
Triggers and actions 1 trigger · 28 actions
Trigger
Event(s) Related to a CustomerTriggers when a customer is created or updated in ProAbono (name, email, status, language or other customer details change).
Action
Anonymize a CustomerAnonymizes a customer in ProAbono, clearing their personal details such as name and email. Returns the anonymized customer.
Action
Bill a CustomerInvoices a customer's current balance right away instead of waiting for the next billing cycle, optionally adding a note to the invoice.
Action
Create a Line in the Customer BalanceAdds a one-time debit or credit line to a customer's balance in ProAbono. The line is invoiced with the customer's next billing.
Action
Create or Update a CustomerCreates a customer in ProAbono, or updates the existing customer that has the same customer reference. Returns the customer record with its customer-portal links.
Action
Get invoiceReturns a single ProAbono invoice by its ID, including its number, state, amounts, customer and links to view or pay it.
Action
List customersReturns the customers in your ProAbono account, optionally only those in one segment or those with an active subscription that includes a given feature.
Action
Retrieve a CustomerReturns a customer by your own customer reference, including their status, segment, metadata and customer portal links.
Action
Retrieve Billing Address of a CustomerReturns the billing address of a customer, looked up by your own customer reference.
Action
Retrieve Full Invoice (PDF)Returns a full invoice by its ID, including its amounts, status and a link to download the invoice PDF.
Action
Retrieve Payment Settings of a CustomerReturns a customer's payment settings: payment type, billing mode, grey-list status, invoice note and next billing date.
Action
Suspend a CustomerSuspends a customer so they can no longer access the customer portal, download invoices, use their payment method or receive emails. Returns the updated customer.
Action
Update Billing Address of a CustomerSets or updates the billing address of a ProAbono customer, and returns the saved address.
Action
Update Payment Settings of a CustomerUpdates a customer's payment settings in ProAbono, such as a manual payment method, billing mode, next billing date or the note shown on their invoices, and returns the saved settings.
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
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Questions
ProAbono and Qdrant, answered
What can start an automation from ProAbono?
Any of ProAbono's 1 trigger in the catalog, including Event(s) Related to a Customer. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in ProAbono?
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 ProAbono?
Qdrant has no triggers in the catalog today, so automations start in ProAbono. 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 ProAbono 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 ProAbono 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.