Integration
Connect Azure DevOps to Qdrant
When Completed Build fires in Azure DevOps, 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 Azure DevOps 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 Azure DevOps can start in Qdrant
When Completed Build in Azure DevOps
then Add collection in Qdrant
When New Work Item in Azure DevOps
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 Azure DevOps and Qdrant
Triggers and actions 5 triggers · 20 actions
Trigger
Code Push (Git)Triggers when commits are pushed to a Git repository in an Azure DevOps project.
Trigger
Completed BuildTriggers when a build finishes in an Azure DevOps project, with its result (succeeded, failed, partially succeeded or canceled).
Trigger
New Work ItemTriggers when a work item is created in an Azure DevOps project.
Trigger
New Work Item CommentTriggers when someone comments on a work item in an Azure DevOps project.
Trigger
Updated Work ItemTriggers when a work item is updated in an Azure DevOps project, with the work item's current values and the list of fields that changed.
Action
Add Link to Work ItemAdds a link to an Azure DevOps work item: a related, parent, child, predecessor, successor or duplicate link to another work item, or a hyperlink to a web page.
Action
Create Work ItemCreates a new work item (such as a Task, Bug, Issue or User Story) in an Azure DevOps project.
Action
Find Work ItemFinds work items in an Azure DevOps project that match a Work Item Query Language (WIQL) query, returning the matching work item IDs, or the matching links for a link query.
Action
Trigger BuildQueues a new run of an Azure DevOps build pipeline, optionally for a specific branch or commit and with pipeline variables or parameters.
Action
Update Work ItemUpdates an existing Azure DevOps work item: changes its title, description, state, assignee, area, iteration, priority or tags, and can add a discussion comment. Fields left blank are not changed.
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
Reviews
What our customers say
More from Azure DevOps
Azure DevOps to HubSpotHubSpot is your all-in-one stop for all of your marketing software needs.
Azure DevOps to SalesforceSalesforce is a leading enterprise customer relationship management (CRM) platform.
Azure DevOps to SlackSlack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...
Azure DevOps to Google SheetsGoogle Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.
Azure DevOps to GmailGmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...
Azure DevOps to Google CalendarGoogle Calendar is a time management tool providing scheduling features, event reminders, and integration...
More into Qdrant
HubSpot to QdrantHubSpot is your all-in-one stop for all of your marketing software needs.
Salesforce to QdrantSalesforce is a leading enterprise customer relationship management (CRM) platform.
Slack to QdrantSlack is a messaging platform for teams. Post messages, manage channels, users, reminders, and react to...
Google Sheets to QdrantGoogle Sheets is Google's online spreadsheet app for creating, editing and sharing spreadsheets.
Gmail to QdrantGmail is Google’s email service, featuring spam protection, search functions, and seamless integration with...
Google Calendar to QdrantGoogle Calendar is a time management tool providing scheduling features, event reminders, and integration...
Questions
Azure DevOps and Qdrant, answered
What can start an automation from Azure DevOps?
Any of Azure DevOps's 5 triggers in the catalog, including Completed Build, New Work Item, New Work Item Comment and Updated Work Item. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Qdrant when something happens in Azure DevOps?
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 Azure DevOps?
Qdrant has no triggers in the catalog today, so automations start in Azure DevOps. 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 Azure DevOps 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 Azure DevOps 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.