Integration
Connect Vapi to Qdrant
When New Assistant fires in Vapi, 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 Vapi 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 Vapi can start in Qdrant
When New Assistant in Vapi
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 Vapi and Qdrant
Triggers and actions 3 triggers · 36 actions
- New Assistant
Triggers when a new assistant is created in your Vapi organization.
- New Call
Triggers when a new call is created in Vapi, optionally limited to one assistant or phone number.
- New File
Triggers when a new file is uploaded to your Vapi account.
- Add assistant
Creates a new Vapi voice assistant with its model, voice, transcriber, first message and call behavior.
- Add phone number
Adds a phone number to Vapi: a free Vapi number, or one you bring from Twilio, Vonage, Telnyx or your own SIP trunk. Returns the new phone number record.
- Add squad
Creates a squad: a group of assistants that hand a call off to one another, starting with the first member.
- Add tool
Creates a tool in Vapi (for example a function, end-call, transfer-call or API-request tool) that assistants can use during calls.
- Create Call
Starts a Vapi call (or a batch of outbound calls) using a saved or one-off assistant, squad or workflow, and returns the created call.
- Create Chat
Sends a message to a Vapi assistant or squad as a text chat and returns the chat, including the assistant's reply messages.
- Delete assistant
Deletes an assistant from your Vapi account and returns the deleted assistant.
- Delete Call Data
Deletes a call and its data, including recordings, and returns the deleted call.
- Delete Chat
Deletes a chat from your Vapi account and returns the deleted chat's details.
- Delete File
Deletes a file from your Vapi account.
- Find Call
Finds calls matching a call id, assistant, phone number, or created/updated date range. Returns up to 1000 matching calls.
- Get assistant
Returns a Vapi assistant's full configuration, including its model, voice, transcriber and first message.
- Get file
Returns a file uploaded to Vapi, including its name, size, type, processing status and download URL.
- List assistants
Returns the voice assistants in your Vapi account, optionally filtered by when they were created or last updated.
- List chats
Returns the chats in your Vapi account, optionally filtered by assistant, squad, session or creation/update date.
- List files
Returns the files uploaded to your Vapi account, optionally filtered by purpose.
- List phone numbers
Returns the phone numbers in your Vapi account, optionally filtered by when they were created or updated.
- List tools
Returns the tools configured in your Vapi account, optionally filtered by when they were created or updated.
- Update Call
Updates the name of an existing Vapi call.
- Update phone number
Updates a Vapi phone number's name, the assistant, squad or workflow that answers it, and its provider settings.
- Upload File
Uploads a file to Vapi, for use by assistants or knowledge bases, and returns the stored file record.
- 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
Vapi and Qdrant, answered
What can start an automation from Vapi?
Any of Vapi's 3 triggers in the catalog, including New Assistant, New Call and New File. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in Vapi?
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 Vapi?
Qdrant has no triggers in the catalog today, so automations start in Vapi. 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 Vapi 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 Vapi 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.