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

# Connect Leantime to Qdrant Vector Store

When **New Comment** fires in [Leantime](https://apiant.ai/connections/leantime), 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.

Leantime **11** triggers Leantime **14** 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 Leantime 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 Leantime can start in Qdrant Vector Store

- When **New Comment** in Leantime then **Add collection** in Qdrant Vector Store
- When **New Goal** in Leantime 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 Leantime and Qdrant Vector Store

## Triggers and actions 11 triggers · 29 actions

- Trigger

**New Comment**

Triggers when a new comment is posted on a task, project or other item in Leantime.

- Trigger

**New Goal**

Triggers when a new goal is added to a goal board in any project you can access, or in one project or board you choose.

- Trigger

**New Milestone**

Triggers when a new milestone is created in Leantime.

- Trigger

**New Project**

Triggers when a new project is created in your Leantime instance.

- Trigger

**New Timesheet**

Triggers when a new time entry is logged in Leantime.

- Trigger

**New Todo**

Triggers when a new todo (task, bug, story, etc.) is created in Leantime.

- Trigger

**Updated Goal**

Triggers when a goal is created or changed in Leantime, optionally limited to one project or goal board.

- Trigger

**Updated Milestone**

Triggers when a milestone is created or changed in Leantime.

- Trigger

**Updated Project**

Triggers when a project is created or changed in Leantime.

- Trigger

**Updated Timesheet**

Triggers when a time entry is logged or changed in Leantime.

- Trigger

**Updated Todo**

Triggers when a todo is created or changed in Leantime.

- Action

**Add Comment**

Adds a comment to a Leantime task, project, wiki article, idea or board item.

- Action

**Add Project**

Creates a new project in Leantime for a client and returns the new project's ID.

- Action

**Create Milestone**

Creates a milestone in a Leantime project and returns the new milestone's id.

- Action

**Create Timesheet**

Logs hours worked on a Leantime to-do as a timesheet entry, adding to any existing hours for that day and type.

- Action

**Create Todo**

Creates a to-do (task, bug, story or other ticket) in a Leantime project.

- Action

**Delete Todo**

Deletes a todo (task) in Leantime.

- Action

**Get Project**

Returns the details of a single Leantime project by its ID.

- Action

**Get Todo**

Returns a single Leantime todo (ticket) by its ID, with all of its details.

- Action

**List Comments**

Returns the comments posted on a Leantime task, project, idea, article or board item.

- Action

**List Projects**

Returns all projects in your Leantime instance with their details.

- Action

**List Todos**

Returns the todos (tasks) visible to this account, optionally filtered by project, assignee, status, search term, type, milestone, priority, sprint or modification date.

- Action

**Update Milestone**

Updates an existing milestone in a Leantime project. Only the fields you fill in are changed.

- Action

**Update Project**

Updates an existing Leantime project, changing only the fields you fill in.

- Action

**Update Todo**

Updates an existing to-do in Leantime. Only the fields you fill in are changed; everything else keeps its current value.

- 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

- [ **Leantime** Leantime is a goal driven project management system for non project managers and people with ADHD, Autism...](https://apiant.ai/connections/leantime)
- [ **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 Leantime

- [ **Leantime to Salesforce** Salesforce is a leading enterprise customer relationship management (CRM) platform.](https://apiant.ai/connect/leantime-to-salesforce)
- [ **Leantime to Slack** Slack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...](https://apiant.ai/connect/leantime-to-slack)
- [ **Leantime to Mailchimp** Mailchimp marketing automation and email platform.](https://apiant.ai/connect/leantime-to-mailchimp)
- [ **Leantime to Stripe** Stripe is a payment processing platform for online businesses.](https://apiant.ai/connect/leantime-to-stripe)
- [ **Leantime to Shopify** Shopify is a commerce platform for online stores and retail point-of-sale.](https://apiant.ai/connect/leantime-to-shopify)
- [ **Leantime to QuickBooks Online** QuickBooks Online accounting — manage customers, invoices, bills, payments, vendors, expenses, and more via...](https://apiant.ai/connect/leantime-to-quickbooks-online)

## 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](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

## Leantime and Qdrant Vector Store, answered

###

### What can start an automation from Leantime?

Any of Leantime's 11 triggers in the catalog, including New Comment, New Goal, New Milestone and New Project. 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 Leantime?

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 Leantime?

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