Integration
Connect Stora to Qdrant
When Completed Task fires in Stora, 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 Stora 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 Stora can start in Qdrant
When Completed Task in Stora
then Add collection 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 Stora and Qdrant
Triggers and actions 10 triggers · 32 actions
- Completed Task
Triggers when a task is completed.
- Finalized Order
Triggers when an order is finalized (ready for payment).
- New Contact
Fires when a contact is created in Stora.
- New Note
Triggers when a new note is created.
- New Order
Triggers when a new order is created.
- New Task
Triggers when a new task is created.
- Reopened Task
Triggers when a completed task is reopened.
- Updated Contact
Triggers when a contact is updated.
- Updated Note
Triggers when a note is updated.
- Updated Task
Triggers when a task is updated.
- Complete Task
Marks a Stora task as complete.
- Create Contact
Creates a new contact.
- Create Note
Create a note attached to a contact, unit, subscription or task in Stora.
- Create Task
Creates a new task.
- Create Timeline Event
Creates a new timeline event.
- Delete Contact
deletes a contact by id (scope public.contact:write). Only lead contacts without invoices can be deleted; others return 409.
- Find Contact
Returns the contacts that match the given email, name/phone search or filters. The first match is also returned on its own.
- Find Order
Finds orders matching the given contact, site, status, source, billing period or date criteria and returns the matches plus the first match.
- Find Site
Find self-storage sites by name, optionally narrowed by creation or update date.
- Find Staff Member
Finds Stora staff members by name or email.
- Find Task
Find tasks in Stora by related record, assignee, status or date range.
- Find Unit
Finds a unit by ID, reference ID, unit type, or site.
- Find Unit Type
Finds unit types whose name contains the text you give, optionally narrowed to a site and a created/updated date range.
- Reopen Task
Mark a completed Stora task as open again.
- Update Contact
Update an existing Stora contact. Only the fields you fill in are changed.
- Update Note
Update an existing note in Stora: change its text, move it to a different contact, unit, subscription or task, or replace its metadata. Fields left blank are not changed.
- Update Task
Update an existing Stora task's title, description, due date, site, assignee, related record or metadata. Fields left blank are not changed.
- Add collection
Creates a new Qdrant collection with the given name and vector configuration.
- Add payload index
Creates a payload index on a field of a Qdrant collection so that filters on that field run fast.
- Add points
Adds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing point with the same id.
- Add snapshot
Creates a new snapshot of a Qdrant collection and returns the snapshot's name, size and checksum.
- Count points
Returns the number of points in a Qdrant collection, optionally only those matching a payload filter.
- Delete collection
Deletes a Qdrant 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 closest to the vector you supply, ranked by similarity score, with their payloads.
- Get collection
Returns the details of a Qdrant collection: its status, point and vector counts, segment count, configuration and payload index schema.
- Get point
Returns a single point from a Qdrant collection, including its payload and vector.
- List collections
Returns the names of all collections in your Qdrant cluster.
- List points
Returns the points stored in a Qdrant collection, optionally narrowed by a payload filter and ordered by a payload field.
- List snapshots
Returns every snapshot stored for a Qdrant collection, with each snapshot's file name, creation time, size and checksum.
- 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 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
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Questions
Stora and Qdrant, answered
What can start an automation from Stora?
Any of Stora's 10 triggers in the catalog, including Completed Task, New Contact, New Note and New Order. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in Stora?
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 Stora?
Qdrant has no triggers in the catalog today, so automations start in Stora. 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 Stora 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 Stora 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.