Integration
Connect ProAbono to Qdrant Vector Store
When Event(s) Related to a Customer fires in ProAbono, your agent runs Add collection in Qdrant Vector Store. 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 Vector Store 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 Vector Store
When Event(s) Related to a Customer in ProAbono
then Add collection 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 ProAbono and Qdrant Vector Store
Triggers and actions 1 trigger · 28 actions
- Event(s) Related to a Customer
Triggers when a customer is created or updated in ProAbono (name, email, status, language or other customer details change).
- Anonymize a Customer
Anonymizes a customer in ProAbono, clearing their personal details such as name and email. Returns the anonymized customer.
- Bill a Customer
Invoices a customer's current balance right away instead of waiting for the next billing cycle, optionally adding a note to the invoice.
- Create a Line in the Customer Balance
Adds a one-time debit or credit line to a customer's balance in ProAbono. The line is invoiced with the customer's next billing.
- Create or Update a Customer
Creates a customer in ProAbono, or updates the existing customer that has the same customer reference. Returns the customer record with its customer-portal links.
- Get invoice
Returns a single ProAbono invoice by its ID, including its number, state, amounts, customer and links to view or pay it.
- List customers
Returns the customers in your ProAbono account, optionally only those in one segment or those with an active subscription that includes a given feature.
- Retrieve a Customer
Returns a customer by your own customer reference, including their status, segment, metadata and customer portal links.
- Retrieve Billing Address of a Customer
Returns the billing address of a customer, looked up by your own customer reference.
- Retrieve Full Invoice (PDF)
Returns a full invoice by its ID, including its amounts, status and a link to download the invoice PDF.
- Retrieve Payment Settings of a Customer
Returns a customer's payment settings: payment type, billing mode, grey-list status, invoice note and next billing date.
- Suspend a Customer
Suspends a customer so they can no longer access the customer portal, download invoices, use their payment method or receive emails. Returns the updated customer.
- Update Billing Address of a Customer
Sets or updates the billing address of a ProAbono customer, and returns the saved address.
- Update Payment Settings of a Customer
Updates 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.
- Add collection
Creates a new Qdrant collection with the vector size, distance metric and storage settings you choose.
- Add payload index
Creates a payload index on a field of a Qdrant collection so filters and searches on that field run faster.
- Add points
Adds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing points that have the same ids.
- Add snapshot
Creates a new snapshot of a Qdrant collection and returns the snapshot's name, size, checksum and creation time.
- 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.
- Delete collection
Deletes a collection and all of the points and data stored in it.
- Delete points
Deletes points from a Qdrant collection, either by a list of point ids or by every point matching a filter.
- 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.
- Get collection
Returns the details of a collection: its status, point and segment counts, vector and index configuration, and payload schema.
- Get point
Returns a single point from a Qdrant collection by its id, including its payload and vector.
- List collections
Returns the names of every collection in your Qdrant instance.
- List points
Returns the points stored in a Qdrant collection, optionally narrowed by a filter and ordered by a payload field, fetching every page.
- List snapshots
Returns every snapshot taken of a collection, with each snapshot's name, size, checksum and creation time.
- Update collection
Updates the settings of an existing Qdrant collection, such as its vector, index, optimizer, quantization, strict-mode or metadata parameters.
- 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.
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
More from ProAbono
ProAbono to SalesforceSalesforce is a leading enterprise customer relationship management (CRM) platform.
ProAbono to SlackSlack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...
ProAbono to StripeStripe is a payment processing platform for online businesses.
ProAbono to ShopifyShopify is a commerce platform for online stores and retail point-of-sale.
ProAbono to QuickBooks OnlineQuickBooks Online accounting — manage customers, invoices, bills, payments, vendors, expenses, and more via...
ProAbono to TrelloTrello is a visual collaboration tool that organizes projects into boards, lists, and cards.
More into Qdrant Vector Store
HubSpot to Qdrant Vector StoreHubSpot is your all-in-one stop for all of your marketing software needs.
Google Sheets to Qdrant Vector StoreGoogle Sheets
Gmail to Qdrant Vector StoreGmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...
Google Calendar to Qdrant Vector StoreGoogle Calendar is a time management tool providing scheduling features, event reminders, and integration...
Questions
ProAbono and Qdrant Vector Store, 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 Vector Store when something happens in ProAbono?
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 ProAbono?
Qdrant Vector Store has no triggers in the catalog today, so automations start in ProAbono. 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 ProAbono 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 ProAbono 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.