Integration
Connect VaultRE to Qdrant Vector Store
When New Enquiry fires in VaultRE, 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 VaultRE 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)Grok
Open grok.com/connectors, choose New Connector, then Custom, and paste the address. Grok signs you in in your browser.
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 VaultRE can start in Qdrant Vector Store
When New Enquiry in VaultRE
then Add collection in Qdrant Vector Store
When New or Updated Contact in VaultRE
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 VaultRE and Qdrant Vector Store
Triggers and actions 3 triggers · 28 actions
Trigger
New EnquiryTriggers when a new enquiry arrives in the VaultRE holding area.
Trigger
New or Updated ContactTriggers when a VaultRE contact is created or modified.
Trigger
New Property Listing (Sales)Triggers when a residential sale property in VaultRE becomes a listing.
Action
Add Contact NoteAdds a text note to a VaultRE contact.
Action
Create ContactCreates a new contact in VaultRE with a name, company, email and mobile number.
Action
Create Enquiry in Holding AreaSubmits a listing or agent enquiry into the VaultRE holding area, where the office can process it into a contact.
Action
Delete ContactDeletes a VaultRE contact by its ID.
Action
Get ContactReturns one VaultRE contact by its ID, including name, company and email addresses.
Action
Get EnquiryReturns one enquiry from the VaultRE holding area by its ID.
Action
Get Residential Sale PropertyReturns one VaultRE residential sale property by its ID.
Action
List ContactsReturns a page of VaultRE contacts, optionally only those modified since a date.
Action
List property offersReturns the property offers in your VaultRE account, optionally filtered to one sale listing, lease listing or contact.
Action
List residential lease propertiesReturns residential lease properties in the VaultRE account, optionally filtered by status, dates, suburbs, staff and other criteria.
Action
List residential sale propertiesReturns residential sale properties in your VaultRE account, optionally filtered by status, modification date, suburb, branch, staff and more.
Action
List tasksReturns tasks for the VaultRE account or a user, optionally filtered by start date, creation date, assignee and completion status.
Action
Update ContactUpdates a VaultRE contact's name, company or email address.
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
VaultRE and Qdrant Vector Store, answered
What can start an automation from VaultRE?
Any of VaultRE's 3 triggers in the catalog, including New Enquiry, New or Updated Contact and New Property Listing (Sales). 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 VaultRE?
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 VaultRE?
Qdrant Vector Store has no triggers in the catalog today, so automations start in VaultRE. 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 VaultRE 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 VaultRE 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.