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What do you want Bento and Qdrant to do together?
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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 Bento can start in Qdrant
When New Tag in Bento
then Add collection in Qdrant
When New Tag in Bento
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 Bento and Qdrant
Triggers and actions 1 trigger · 38 actions
Trigger
New TagTriggers when a new tag is created on your Bento site.
Action
Add broadcastCreates a broadcast email draft in Bento, optionally scheduled and approved for sending to tagged or segmented subscribers.
Action
Create FieldCreates a custom subscriber field on your Bento site.
Action
Create or Update UserCreates a Bento subscriber, or updates the name of an existing one, by email address.
Action
Create or Update User and Apply TagCreates or updates a Bento subscriber by email and applies one or more tags, without triggering Flows.
Action
Create or Update User and Apply Tag (Trigger Flows)Applies a tag to a Bento subscriber (creating them if needed) through an event, so any Flows listening for that tag start.
Action
Create TagCreates a tag on your Bento site.
Action
Delete tagDiscards a tag in Bento by name (running it on an already-discarded tag restores it).
Action
Fetch Site MetricsReturns your Bento site's user, subscriber and unsubscriber counts.
Action
Fetch SubscriberReturns a Bento subscriber's details, tags and custom fields by email address.
Action
Get email templateReturns one email template, including its name, subject and HTML content.
Action
Get segmentReturns one segment, including its name, description and filter definition.
Action
Import subscribersQueues up to 1,000 subscribers for import or update in Bento. Imports do not trigger automations.
Action
List BroadcastsReturns one page of Bento broadcasts with the chosen status, including their send stats.
Action
List FieldsReturns every custom subscriber field on your Bento site.
Action
List segmentsReturns all segments in your Bento site.
Action
List sequencesReturns the sequences on your Bento site, including each sequence's email templates.
Action
List TagsReturns every tag on your Bento site.
Action
List workflowsReturns all workflows on the Bento site, with their name, status and email templates.
Action
Remove Tag from SubscriberRemoves a tag from a Bento subscriber by email.
Action
Track Subscribe EventSubscribes or unsubscribes a Bento subscriber by email.
Action
Update email templateUpdates the subject, HTML content, or editor type of a Bento email template.
Action
Update Subscriber FieldSets one custom field value on a Bento subscriber.
Action
Validate EmailChecks whether an email address looks valid and deliverable.
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
Bento and Qdrant, answered
What can start an automation from Bento?
Any of Bento's 1 trigger in the catalog, including New Tag. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in Bento?
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 Bento?
Qdrant has no triggers in the catalog today, so automations start in Bento. 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 Bento 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 Bento 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.