Cannot deploy connected app

**Describe the bug**
I created a Connected App with OAuth enabled. This cannot be deployed becasue of the following error:
" of Type ConnectedApp failed to deploy due to The consumer key is already taken."

**To Reproduce**
Steps to reproduce the behavior:
1. Create a new Connected App and check the "Enable OAuth Settings" checkbox
2. Populate the required fields. Afterwards, client credentials should be generated (consumer key and secret)
3. Add this to a WorkItem, commit and deploy.
4. Deploying fails with above error.

**Additional context**
Known issue with deploying connected apps:
https://salesforce.stackexchange.com/questions/180747/migrating-connected-app-ant-deployment-error

**Workaround**
Manually creating on all orgs and ignoring in .forceignore. Needs to be done in all DevOps orgs because otherwise profiles might give errors (they have references to Connected Apps)