AI-native automation
Automate work across
GitHub and 
Togglwith Caddi AI Agents.
Automate anything you do across GitHub, Toggl, and the rest of your tools. Sign in, show or tell Caddi what you want, and it runs end to end. No workflow builder.
How to connect GitHub and Toggl
Connect GitHub to Caddi
Allow1Sign in to GitHub
One click with your own GitHub login. No API keys.
Connect Toggl to Caddi
Allow2Sign in to Toggl
The same click again. Both tools are connected.
Create time entry in Toggl when new issue in GitHub.
ScreenshareType it3Show or tell it
Screenshare the job, or type it in chat. Change it any time.
- Running
14 done1 for review
4Watch it run
Caddi does the work and flags anything unsure for review.
What Caddi is and how it works
An AI teammate that runs your back-office loops.
- Doesn't break. Caddi reads intent, so when fields move or UIs change, your loop keeps running.
- Taught like a new hire. Walk Caddi through the work once. Tweak it later by chat, with no workflow builder to re-architect.
SOC 2 attested · Human-in-the-loop · Full audit trail · 150+ tools across legal, finance, and operations
Practical ways to use GitHub and Toggl together
- 01
Create time entry in Toggl when new issue in GitHub.
Caddi watches GitHub for new issue and create time entry in Toggl. No copy-paste, no missed records.
- 02
Create issue in GitHub when new time entry in Toggl.
Caddi watches Toggl for new time entry and create issue in GitHub so the two systems stay in lockstep.
- 03
Start timer in Toggl from GitHub events.
When pull request merged happens in GitHub, Caddi start timer in Toggl with the right context attached.
Actions Caddi can take across GitHub and Toggl
- GitHub
New issue
Triggers when an issue is opened in a repository.
- GitHub
Pull request merged
Triggers when a pull request is merged.
- GitHub
New release
Triggers when a release is published.
- GitHub
Create issue
Open an issue with labels and assignees.
- GitHub
Comment on issue
Add a comment to an issue or pull request.
- GitHub
Update labels
Add or remove labels on an issue.
- Toggl
New time entry
Triggers when a time entry is logged in Toggl.
- Toggl
Timer stopped
Triggers when a running timer is stopped and the entry is finalized.
- Toggl
Project updated
Triggers when a project's status, client, or budget changes.
- Toggl
Create time entry
Log a time entry against a project, client, and tag.
- Toggl
Start timer
Start a running timer for a workspace user.
- Toggl
Stop timer
Stop the active timer and save the entry.
- Toggl
Create project
Spin up a new Toggl project with client, budget, and team.
- Toggl
Generate report
Pull a summary or detailed time report for a date range.
Common questions
How does Caddi connect GitHub and Toggl?
GitHub and Toggl just run together. You teach Caddi the way you'd teach a new hire: walk it through how you use them today, with no workflow builder to wire up. Caddi turns that walkthrough into a verified loop and runs it against GitHub and Toggl end-to-end.
Do I need engineering help?
No. Whoever does the work today walks Caddi through it on a call, the same way they'd train a new hire. Caddi builds the loop. No code, no IT ticket.
Is my data safe?
Yes. Caddi is SOC 2 attested. The AI watches and builds the automation, and once the loop ships it runs as deterministic code, repeatable and logged, with any model step scoped and reviewable.
Can Caddi connect GitHub and Toggl to other tools too?
Yes. Most Caddi loops span 3–6 tools. Once the first GitHub + Toggl loop is live, Caddi suggests other tools and other workflows to fold in.
How fast can it go live?
Typical first loops ship within a week of that first walkthrough. The Caddi team reviews every loop before it runs in production.
Ready to automate GitHub and Toggl?
Drop your work email and we'll show you Caddi running end-to-end against GitHub, Toggl, and the rest of your stack.
Or skip the demo: sign up free and build it yourself.