---
title: "Connect Cliengo to Qdrant Vector Store - APIANT.ai"
description: "When \"Cliente Nuevo/Actualizado - New/Updated Customer\" fires in Cliengo, your agent runs \"Add collection\" in Qdrant Vector Store."
canonical: "https://apiant.ai/connect/cliengo-to-qdrant-vector-store"
---

# Connect Cliengo to Qdrant Vector Store

When **Cliente Nuevo/Actualizado - New/Updated Customer** fires in [Cliengo](https://apiant.ai/connections/cliengo), 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.

Cliengo **2** triggers Cliengo **19** 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 Cliengo 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 Cliengo can start in Qdrant Vector Store

- When **Cliente Nuevo/Actualizado - New/Updated Customer** in Cliengo then **Add collection** in Qdrant Vector Store
- When **Nuevo Cliente - New Customer** in Cliengo 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 Cliengo and Qdrant Vector Store

## Triggers and actions 2 triggers · 34 actions

- Trigger

**Cliente Nuevo/Actualizado - New/Updated Customer**

Triggers when a Cliengo contact (customer) is created or updated.

- Trigger

**Nuevo Cliente - New Customer**

Triggers when a new contact (customer) is created in Cliengo.

- Action

**Actualizar Cliente / Update Customer**

Updates an existing Cliengo contact's name, email, phone, status or assigned agent.

- Action

**Add conversation**

Creates a new conversation in the Cliengo inbox on a given channel for a visitor.

- Action

**Assign conversation to operator**

Assigns a conversation to an operator and returns the updated conversation.

- Action

**Buscar Agente / Search Agent**

Finds agents (users/operators) in your Cliengo account whose name or email matches the text you enter.

- Action

**Buscar Contacto / Search Customer**

Searches your Cliengo contacts by name, email, phone or other filters and returns the matching contacts.

- Action

**Close conversation**

Closes a Cliengo inbox conversation, recording whether it resulted in a lead.

- Action

**Crear Cliente / Create Customer**

Creates a new contact (customer) in Cliengo on the chosen channel.

- Action

**Delete contact**

Deletes a contact from your Cliengo account.

- Action

**Get contact**

Returns a single Cliengo contact (lead) by its id, including its status, rating, channel and campaign attribution.

- Action

**Get conversation**

Returns a single inbox conversation by its ID, including channel, status, assignment, phase, tags and participants.

- Action

**List channels**

Returns all active channels on the Cliengo account (websites, WhatsApp, Facebook, Instagram), each with its connection status and assigned chatbot.

- Action

**List conversation messages**

Returns the messages of a Cliengo conversation in chronological order, optionally including system command events.

- Action

**List phases**

Returns every phase (pipeline stage) of the conversation inbox, with its name and position.

- Action

**List tags**

Returns every operator tag defined in the Cliengo account, with its name and color.

- Action

**List users**

Returns the users (agents and operators) of your Cliengo company, with their name, email, role and active status.

- Action

**List WhatsApp templates**

Returns the WhatsApp message templates (approved, pending and rejected) of a WhatsApp channel.

- Action

**Send message**

Sends a message (text, image, command or note) into a Cliengo conversation on behalf of an operator, the chatbot or the visitor.

- Action

**Send WhatsApp template message**

Sends an approved WhatsApp template message to one or more recipients through a WhatsApp Business channel.

- Action

**Update conversation phase**

Moves a conversation to the chosen phase of your pipeline.

- 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

- [ **Cliengo** Cliengo is a Chatbot that converts your visitors into leads, automatically 24/7.](https://apiant.ai/connections/cliengo)
- [ **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 Cliengo

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

## Cliengo and Qdrant Vector Store, answered

###

### What can start an automation from Cliengo?

Any of Cliengo's 2 triggers in the catalog, including Cliente Nuevo/Actualizado - New/Updated Customer and Nuevo Cliente - New Customer. 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 Cliengo?

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 Cliengo?

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