Integration
Connect Spacebring to Qdrant Vector Store
When New Benefit Application fires in Spacebring, 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 Spacebring 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 Spacebring can start in Qdrant Vector Store
When New Benefit Application in Spacebring
then Add collection in Qdrant Vector Store
When New Booking in Spacebring
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 Spacebring and Qdrant Vector Store
Triggers and actions 17 triggers · 27 actions
Trigger
Booking EndsTriggers when a booking's end time passes in your Spacebring network.
Trigger
Member DeletedTriggers when a member is removed from a Spacebring location.
Trigger
New Benefit ApplicationTriggers when someone applies for a benefit in your Spacebring network.
Trigger
New BookingTriggers when a new booking is made in your Spacebring network.
Trigger
New CompanyTriggers when a new company is created in your Spacebring network.
Trigger
New Event TicketTriggers when a new event ticket is created in your Spacebring network.
Trigger
New Issued InvoiceTriggers when an invoice is issued in your Spacebring network.
Trigger
New MemberTriggers when a new member joins or is invited to a Spacebring location.
Trigger
New Network RegistrationTriggers when a new user registers in your Spacebring network.
Trigger
New OrderTriggers when a new shop order is placed in your Spacebring network.
Trigger
New Request to JoinTriggers when someone requests to join a Spacebring location.
Trigger
New SubscriptionTriggers when a new subscription is created in a Spacebring location.
Trigger
New Support TicketTriggers when a new support ticket is opened in your Spacebring network.
Trigger
New VisitTriggers when a new visit is scheduled in your Spacebring network.
Trigger
Subscription EndedTriggers when a subscription ends or is canceled in a Spacebring location.
Trigger
Subscription ExpiringTriggers for active subscriptions in a Spacebring location, soonest end date first, so you can act before they expire.
Trigger
Subscription PurchasedTriggers when a subscription becomes active (purchased) in a Spacebring location.
Action
Create CompanyCreates a new company in a Spacebring location and returns it.
Action
Create Feed PostPublishes a new post to a Spacebring location's community feed.
Action
Create Subscription for CompanyCreates a billing subscription for a Spacebring company.
Action
Create Subscription for UserCreates a billing subscription for a Spacebring member (by membership).
Action
Create VisitSchedules a guest visit at a Spacebring location.
Action
Delete BookingCancels and deletes a Spacebring booking.
Action
Delete MemberRemoves a member from a Spacebring location by membership ID.
Action
Find BookingFinds Spacebring bookings in a location, filtered by resource, member, user or status.
Action
Find CompanyFinds Spacebring companies in a location by title.
Action
Find MemberFinds Spacebring members by email, user or company.
Action
Invite MemberInvites a person to join a Spacebring location as a member and returns the membership.
Action
Update SubscriptionChanges a Spacebring subscription's start or end date.
Action
Add collectionCreates a new Qdrant collection with the vector size, distance metric and storage settings you choose.
Action
Add payload indexCreates a payload index on a field of a Qdrant collection so filters and searches on that field run faster.
Action
Add pointsAdds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing points that have the same ids.
Action
Add snapshotCreates a new snapshot of a Qdrant collection and returns the snapshot's name, size, checksum and creation time.
Action
Count pointsReturns how many points in a Qdrant collection match an optional filter, or the total number of points when no filter is given.
Action
Delete collectionDeletes a 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 nearest to the vector you supply, ranked by similarity score, with their payloads.
Action
Get collectionReturns the details of a collection: its status, point and segment counts, vector and index configuration, and payload schema.
Action
Get pointReturns a single point from a Qdrant collection by its id, including its payload and vector.
Action
List collectionsReturns the names of every collection in your Qdrant instance.
Action
List pointsReturns the points stored in a Qdrant collection, optionally narrowed by a filter and ordered by a payload field, fetching every page.
Action
List snapshotsReturns every snapshot taken of a collection, with each snapshot's name, size, checksum and creation time.
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 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
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Questions
Spacebring and Qdrant Vector Store, answered
What can start an automation from Spacebring?
Any of Spacebring's 17 triggers in the catalog, including New Benefit Application, New Booking, New Company and New Event Ticket. 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 Spacebring?
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 Spacebring?
Qdrant Vector Store has no triggers in the catalog today, so automations start in Spacebring. 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 Spacebring 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 Spacebring 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.