---
title: "Connect GAIL to Qdrant Vector Store - APIANT.ai"
description: "When \"New Call in List\" fires in GAIL, your agent runs \"Add collection\" in Qdrant Vector Store."
canonical: "https://apiant.ai/connect/gail-to-qdrant-vector-store"
---

# Connect GAIL to Qdrant Vector Store

When **New Call in List** fires in [GAIL](https://apiant.ai/connections/gail), your agent runs **Add collection** in [Qdrant Vector Store](https://apiant.ai/connections/qdrant-vector-store). Describe the whole flow and it is built, tested on every scenario and kept running.

GAIL **1** trigger GAIL **22** actions Qdrant Vector Store **15** actions

What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.

## What do you want GAIL and Qdrant Vector Store to do together?

Give your AI client this address.

`https://mcp.apiant.ai`

One 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.ai`

Start Claude Code there, approve the server, and sign in in the browser page it opens.

[Claude Code guide (opens in a new tab)](https://apiant.ai/docs/mcp/claude-code)

### 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)](https://apiant.ai/docs/mcp)

### 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)](https://apiant.ai/docs/mcp)

### Zed

Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.

[Setup guide (opens in a new tab)](https://apiant.ai/docs/mcp)

### 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)](https://apiant.ai/docs/mcp)

### 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)](https://apiant.ai/docs/mcp)

Example flows

## What GAIL can start in Qdrant Vector Store

- When **New Call in List** in GAIL then **Add collection** in Qdrant Vector Store
- When **New Call in List** in GAIL 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 GAIL and Qdrant Vector Store

## Triggers and actions 1 trigger · 37 actions

- Trigger

**New Call in List**

Triggers when a new processed call appears in your organization's call list.

- Action

**Add contact list**

Creates a new contact list in GAIL with a name and description.

- Action

**Add contacts to contact list**

Adds one or more existing contacts to a contact list.

- Action

**Add contact to campaign**

Adds an existing contact to a campaign so it is queued for outreach by the campaign's sequences.

- Action

**Add do not call entry**

Adds a phone number to your Gail Do Not Call list so it is no longer contacted. If the number is already listed, returns the existing entry.

- Action

**Agency Details**

Returns the details of the GAIL organization (agency) tied to the connected account, including its name, phone numbers, schedule, address, owner and FAQs.

- Action

**Create Contact**

Creates a new contact in GAIL with name, emails, phone numbers, business name and extra details.

- Action

**Delete do not call entry**

Removes a phone number from the Do Not Call list by deleting its entry, so the number can be called and messaged again.

- Action

**Find Contact by Phone**

Returns the contacts that match the specified phone number.

- Action

**Find conversations**

Searches conversations (chat, SMS, GPT and WhatsApp) by text, optionally filtered by type or user.

- Action

**Get call**

Returns a processed call by its ID, including the phone numbers, duration, status, and linked contact and campaign. An error occurs if the call is not found.

- Action

**Get call transcript**

Returns the full transcript of a call: what the caller and the AI agent said, with timings, plus any tool calls made during the call.

- Action

**Get campaign**

Returns a single campaign, including its sequences, contact lists, redialing rules and contact thresholds.

- Action

**Get contact**

Returns one GAIL contact by its ID, including names, emails, phone numbers, contact lists and custom variable data. An error occurs if the contact is not found.

- Action

**Get conversation**

Returns a single conversation (chat, SMS, GailGPT or WhatsApp) by its ID, including its status, outcome and extracted data.

- Action

**List calls**

Returns the identifiers of all processed calls in your organization, newest first.

- Action

**List campaigns**

Returns all campaigns in the GAIL organization, including their status, sequences and contact lists.

- Action

**List contact lists**

Returns all contact lists in your Gail account, optionally with the number of contacts in each.

- Action

**List contacts**

Returns the contacts in your Gail account, optionally narrowed to those matching a name, phone number or email.

- Action

**Make Outbound Call**

Starts a single outbound AI phone call to a phone number using a saved script or an inline script.

- Action

**Send SMS**

Sends an SMS text message to a phone number from your GAIL account.

- Action

**Start campaign**

Starts a campaign so it begins outreach to its contacts. Returns the campaign with its updated status.

- Action

**Stop campaign**

Stops a running campaign so its pending calls and messages are no longer processed; calls already in progress finish. Returns the updated campaign.

- Action

**Add collection**

Creates a new Qdrant collection with the vector size, distance metric and storage settings you choose.

- Action

**Add payload index**

Creates a payload index on a field of a Qdrant collection so filters and searches on that field run faster.

- Action

**Add points**

Adds points (vectors with optional payloads) to a Qdrant collection, overwriting any existing points that have the same ids.

- Action

**Add snapshot**

Creates a new snapshot of a Qdrant collection and returns the snapshot's name, size, checksum and creation time.

- Action

**Count points**

Returns how many points in a Qdrant collection match an optional filter, or the total number of points when no filter is given.

- Action

**Delete collection**

Deletes a collection and all of the points and data stored in it.

- Action

**Delete points**

Deletes points from a Qdrant collection, either by a list of point ids or by every point matching a filter.

- Action

**Find points by vector**

Returns the points in a collection whose vectors are nearest to the vector you supply, ranked by similarity score, with their payloads.

- Action

**Get collection**

Returns the details of a collection: its status, point and segment counts, vector and index configuration, and payload schema.

- Action

**Get point**

Returns a single point from a Qdrant collection by its id, including its payload and vector.

- Action

**List collections**

Returns the names of every collection in your Qdrant instance.

- Action

**List points**

Returns the points stored in a Qdrant collection, optionally narrowed by a filter and ordered by a payload field, fetching every page.

- Action

**List snapshots**

Returns every snapshot taken of a collection, with each snapshot's name, size, checksum and creation time.

- Action

**Update collection**

Updates the settings of an existing Qdrant collection, such as its vector, index, optimizer, quantization, strict-mode or metadata parameters.

- Action

**Update point payload**

Sets 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.

## Each app on its own

- [ **GAIL** GAIL is a tool built for the Financial Services industry that will help you sell more, serve Customers 24/7...](https://apiant.ai/connections/gail)
- [ **Qdrant Vector Store** Vector database for storing embeddings and running similarity search with metadata filtering, via REST or...](https://apiant.ai/connections/qdrant-vector-store)

Reviews

## What our customers say

## More from GAIL

- [ **GAIL to HubSpot** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/gail-to-hubspot)
- [ **GAIL to Salesforce** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/gail-to-salesforce)
- [ **GAIL to Slack** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/gail-to-slack)
- [ **GAIL to Google Sheets** Google Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.](https://apiant.ai/connect/gail-to-google-sheets)
- [ **GAIL to Gmail** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gail-to-gmail)
- [ **GAIL to Google Calendar** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/gail-to-google-calendar)

## More into Qdrant Vector Store

- [ **HubSpot to Qdrant Vector Store** HubSpot is your all-in-one stop for all of your marketing software needs.](https://apiant.ai/connect/hubspot-to-qdrant-vector-store)
- [ **Salesforce to Qdrant Vector Store** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/salesforce-to-qdrant-vector-store)
- [ **Slack to Qdrant Vector Store** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/slack-to-qdrant-vector-store)
- [ **Google Sheets to Qdrant Vector Store** Google Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.](https://apiant.ai/connect/google-sheets-to-qdrant-vector-store)
- [ **Gmail to Qdrant Vector Store** Gmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...](https://apiant.ai/connect/gmail-to-qdrant-vector-store)
- [ **Google Calendar to Qdrant Vector Store** Google Calendar is a time management tool providing scheduling features, event reminders, and integration...](https://apiant.ai/connect/google-calendar-to-qdrant-vector-store)

Questions

## GAIL and Qdrant Vector Store, answered

###

### What can start an automation from GAIL?

Any of GAIL's 1 trigger in the catalog, including New Call in List. 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 GAIL?

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 GAIL?

Qdrant Vector Store has no triggers in the catalog today, so automations start in GAIL. 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 GAIL 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 GAIL 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.
