Integration
Connect GitLab and Toggl Track
When New Code Snippet Comment fires in GitLab, your agent runs Create Task in Toggl Track, or New Activity (Any Type) in Toggl Track to Add Note to Issue in GitLab. 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 GitLab and Toggl Track 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 GitLab and Toggl Track can do together
From GitLab to Toggl Track
When New Code Snippet Comment in GitLab
then Create Task in Toggl Track
When New Commit in GitLab
then Add Project Member in Toggl Track
From Toggl Track to GitLab
When New Activity (Any Type) in Toggl Track
then Add Note to Issue in GitLab
When New Client in Toggl Track
then Create Issue in GitLab
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 GitLab and Toggl Track
Triggers and actions 29 triggers · 97 actions
Trigger
Deployment Event (instant)Fires on a deployment status change (deployment_events).
Trigger
New Code Snippet CommentTriggers when a new comment is made on a code snippet in the selected project
Trigger
New CommitTriggers when a new commit is pushed to a GitLab project's repository.
Trigger
New Commit CommentTriggers when a new comment is made on a commit in the selected project
Trigger
New Group Issue EventTriggers on group issue events, e.g. when an issue is opened, updated, or closed.
Trigger
New Group Merge Request EventTriggers on an open, merge, close, or update merge request event.
Trigger
New IssueTriggers when a new issue is created in a GitLab project.
Trigger
New Issue CommentTriggers when a new comment is made on an issue in the selected project
Trigger
New Job EventTriggers for a specified job event in a project.
Trigger
New Merge RequestTriggers when a new merge request is opened in a GitLab project.
Trigger
New Merge Request CommentTriggers when a new comment is made on a merge request in the selected project
Trigger
New PipelineTriggers when a new CI/CD pipeline is created in a GitLab project.
Trigger
New ProjectTriggers when a new GitLab project is created that the connected user can see.
Trigger
New Project Issue EventTriggers on project issue events, e.g. when an issue is opened, updated, or closed.
Trigger
New Project Merge Request EventTriggers on an open, merge, close, or update merge request event.
Trigger
New ReleaseTriggers when a new release is created in a GitLab project.
Trigger
New Release (instant)Fires when a release is created or updated (releases_events).
Trigger
New TagTriggers when a new tag is added to a GitLab project's repository.
Trigger
New Tag (instant)Fires when a tag is pushed (tag_push_events).
Trigger
Pipeline Event (instant)Fires on a pipeline status change (pipeline_events).
Trigger
Wiki Page Event (instant)Fires when a wiki page is created or updated (wiki_page_events).
Action
Accept Merge RequestMerges an open merge request into its target branch, optionally squashing commits, deleting the source branch, or setting it to merge automatically once checks pass.
Action
Add Comment to CommitAdds a comment to a commit in a GitLab project, optionally on a specific line of a file.
Action
Add Note to IssueAdds a comment to an issue in a GitLab project.
Action
Add Note to Merge RequestAdds a comment to a merge request in a GitLab project.
Action
Add Note to SnippetAdds a comment to a project snippet in GitLab and returns the created comment.
Action
Approve Merge RequestApproves a merge request as the connected GitLab user and returns the merge request's updated approval state.
Action
Cancel PipelineCancels all running and pending jobs in a GitLab pipeline and returns the pipeline with its updated status.
Action
Create BranchCreates a new branch in a GitLab project's repository from an existing branch or commit.
Action
Create CommitCreates a commit on a branch of a GitLab project, applying a batch of file changes (create, update, delete, move, chmod).
Action
Create FileCreates a new file in a GitLab project's repository by committing it to a branch.
Action
Create IssueCreates a new issue in a GitLab project, with optional description, labels, assignees, milestone and due date.
Action
Create LabelCreates a label in a GitLab project with the name and color you choose.
Action
Create Merge RequestCreates a new merge request in a GitLab project from a source branch to a target branch.
Action
Create MilestoneCreates a milestone in a GitLab project, with an optional description, start date and due date.
Action
Create PipelineStarts a new CI/CD pipeline on a branch or tag of a GitLab project, optionally with pipeline variables and inputs.
Action
Create ProjectCreates a new GitLab project in your personal namespace or in a group you choose.
Action
Create ReleaseCreates a release in a GitLab project from an existing tag, or from a branch or commit that is tagged as part of the release.
Action
Create SnippetCreates a personal snippet with a title and one file of content in your GitLab account.
Action
Create TagCreates a new Git tag in a GitLab project pointing at a branch, commit or existing tag. Add a message to make it an annotated tag.
Action
Create Wiki PageCreates a new wiki page in a GitLab project with the given title and content.
Action
Delete BranchDeletes a branch from a GitLab project's repository. The default branch and protected branches cannot be deleted.
Action
Delete FileDeletes a file from a GitLab project's repository by committing its removal to a branch.
Action
Delete IssueDeletes an issue from a GitLab project. Only administrators and project owners can delete issues.
Action
Delete TagDeletes a tag from a GitLab project's repository.
Action
Find Group Merge RequestsReturns merge requests across a GitLab group and its subgroups, filtered by state, author, assignee, reviewer, labels, milestone, branch, dates or search text.
Action
Find Project Merge RequestsFinds merge requests in a GitLab project, filtered by text search, state, author, assignee, reviewer, labels, branches, dates and more.
Action
Find ProjectsFinds GitLab projects whose name, path or description matches your search text, optionally narrowed by membership, ownership, visibility, topic and activity dates.
Action
Find UserFinds GitLab users by username, public email, or a name/username/email search, with optional filters on account state and type.
Action
Get BranchReturns a repository branch in a GitLab project, including its protection status, merge status and latest commit.
Action
Get CommitReturns a single commit from a project's repository, identified by its SHA or by a branch or tag name, including stats and the latest pipeline.
Action
Get FileReturns a file from a GitLab repository, including its name, size, commit details and Base64-encoded content.
Action
Get GroupReturns the details of a GitLab group, such as its name, path, visibility and parent group.
Action
Get IssueReturns a single issue in a GitLab project, including its title, description, state, labels, assignees and milestone.
Action
Get JobReturns a single CI/CD job in a GitLab project, including its status, stage, pipeline, commit and runner details.
Action
Get Merge RequestReturns a single merge request in a GitLab project, including its state, branches, author, reviewers and pipeline.
Action
Get Merge Request ApprovalsReturns the approval state of a merge request: whether it is approved, who approved it, and how many approvals are still required.
Action
Get PipelineReturns a single CI/CD pipeline in a project, including its status, ref, commit, timing and who triggered it.
Action
Get ProjectReturns a single GitLab project by its ID or full path, including its settings, visibility and links.
Action
Get ReleaseReturns a project's release for the given Git tag, including its description, commit, milestones and assets.
Action
Get SnippetReturns a personal snippet by its ID, including its title, file name, visibility, author and links.
Action
Get Snippet NoteReturns a single comment (note) posted on a project snippet.
Action
Get Wiki PageReturns a wiki page from a GitLab project, including its title, content and format.
Action
List BranchesReturns the branches in a GitLab project's repository, sorted by name, optionally filtered by a search term or regular expression.
Action
List Commit CommentsReturns the comments left on a commit in a GitLab project.
Action
List CommitsReturns the commits in a GitLab project's repository, optionally filtered by branch, author, file path or date range.
Action
List GroupsReturns the GitLab groups visible to the connected user, optionally filtered by name, visibility, ownership or access level.
Action
List LabelsReturns the labels defined for a GitLab project, optionally filtered by keyword and including issue and merge request counts.
Action
List MilestonesReturns the milestones of a GitLab project, optionally filtered by state, title, search text or dates.
Action
List PipelinesReturns the pipelines in a GitLab project, optionally filtered by branch, status, commit, date range or user.
Action
List Project JobsReturns the CI/CD jobs in a project, newest first, optionally filtered to one job status such as success or failed.
Action
List Project MembersReturns the direct members of a GitLab project, optionally filtered by name, email or username.
Action
List ReleasesReturns the releases of a GitLab project, newest first by release date.
Action
List TagsReturns the Git tags in a GitLab project's repository, optionally filtered by name and sorted.
Action
Retry JobRetries a single CI/CD job in a GitLab project and returns the new job that was queued.
Action
Retry PipelineRetries the failed or canceled jobs in a GitLab pipeline and returns the updated pipeline.
Action
Update FileUpdates the content of an existing file in a GitLab repository by committing the change to a branch.
Action
Update IssueUpdates an existing issue in a GitLab project, including closing or reopening it, changing its title, description, labels, assignees, milestone or dates.
Action
Update Merge RequestUpdates an existing merge request in a GitLab project — title, description, assignees, reviewers, labels, milestone, target branch or state.
Action
Update MilestoneUpdates a project milestone's title, description, dates, or open/closed state.
Action
Update ProjectUpdates an existing GitLab project's name, description, visibility, default branch, topics, merge settings and feature visibility. Returns the updated project.
Action
Update ReleaseUpdates an existing release's name, description, milestones or release date in a GitLab project.
Action
Update Wiki PageUpdates the title, content or format of an existing wiki page in a GitLab project.
Trigger
New Activity (Any Type)Triggers when any record in the chosen Toggl Track workspace is created, updated or deleted (time entries, projects, clients, tags, tasks and more).
Trigger
New ClientTriggers when a new client is added to the selected Toggl Track workspace.
Trigger
New ProjectTriggers when a new project is created in the selected Toggl Track workspace.
Trigger
New TagTriggers when a new tag is created in a Toggl Track workspace.
Trigger
New TaskTriggers when a new task is created in a Toggl Track workspace.
Trigger
New Time EntryTriggers when a new time entry is added for the connected Toggl Track user.
Trigger
New Time Entry StartedTriggers when a new time entry is started (or otherwise added) for the connected Toggl Track user.
Trigger
New WorkspaceTriggers when the connected Toggl Track user gains access to a new workspace.
Action
Add Project MemberAdds a user to a project in a Toggl Track workspace, optionally as project manager with a custom hourly rate or labor cost.
Action
Create ClientCreates a new client in a Toggl Track workspace.
Action
Create GroupCreates a user group in a Toggl Track organization, optionally assigning users and workspaces to it.
Action
Create ProjectCreates a new project in a Toggl Track workspace.
Action
Create TagCreates a new tag in a Toggl Track workspace.
Action
Create TaskCreates a task in a Toggl Track project.
Action
Create Time EntryCreates a time entry in a Toggl Track workspace, either completed (with a stop time or duration) or running.
Action
Create User InvitationInvites one or more people by email to a Toggl Track organization and its workspaces. Returns the created invitations.
Action
Delete ClientDeletes a client from a Toggl Track workspace.
Action
Delete ProjectDeletes a project from a Toggl Track workspace, optionally deleting or unassigning its time entries.
Action
Delete TagDeletes a tag from a Toggl Track workspace.
Action
Delete TaskDeletes a task from a project in a Toggl Track workspace.
Action
Delete Time EntryDeletes a time entry from a Toggl Track workspace.
Action
Fetch GroupsReturns the user groups in a Toggl Track organization, with their member users and assigned workspaces, optionally filtered by name or workspace.
Action
Find ClientFinds clients in a Toggl Track workspace whose name contains the given text.
Action
Find ProjectFinds projects in a Toggl Track workspace by name, with optional filters such as client, status and billable.
Action
Find TagFinds tags in a Toggl Track workspace whose name contains the text you give.
Action
Find TaskSearches a workspace's tasks by name and returns the matching tasks, optionally narrowed to one project or by active state.
Action
Find Time Entries (Detailed Reports)Searches a workspace's detailed report and returns the time entries that match the given dates and filters.
Action
Find Time Entries (Summary Reports)Returns a summary report of time entries in a workspace for a date range, grouped (for example by project and user) and filtered by description, projects, clients, tags, tasks or users.
Action
Find Time EntryReturns a single time entry, looked up by its id, that the connected user can access.
Action
Find UserFinds users in a Toggl Track workspace whose name or email matches the text you supply.
Action
Get Current time entryReturns the time entry currently running for the connected Toggl Track user, if any.
Action
Get Current UserReturns the profile of the Toggl Track user whose account is connected, optionally with their clients, projects, tasks, tags, workspaces and time entries.
Action
Get Project MembersReturns the members of one or more projects in a Toggl Track workspace, including whether each member is a project manager and their rates.
Action
List of Workspace UsersReturns the users who belong to a Toggl Track workspace, directly or through a group, optionally filtered by name, email or status.
Action
Start Time EntryStarts a new running time entry in a Toggl Track workspace.
Action
Stop Time EntryStops a running time entry in a Toggl Track workspace and returns the stopped entry.
Action
Update ClientUpdates the name, notes or external reference of an existing client in a Toggl Track workspace.
Action
Update ProjectUpdates an existing project in a Toggl Track workspace — its name, client, color, dates, billing and other settings. Only the fields you fill in are changed.
Action
Update Project MemberUpdates a user's membership on a Toggl Track project, such as their manager role, hourly rate or labor cost.
Action
Update TagRenames an existing tag in a Toggl Track workspace.
Action
Update TaskUpdates an existing task in a Toggl Track project, changing its name, assignee, estimate, external reference, or done status.
Action
Update Time EntryUpdates an existing time entry in a Toggl Track workspace. Only the fields you fill in are changed.
Action
Update UserUpdates the profile of the connected Toggl Track user, such as full name, email, timezone, default workspace, first day of the week or password. Only the fields you fill in are changed.
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
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Questions
GitLab and Toggl Track, answered
What can start an automation from GitLab?
Any of GitLab's 21 triggers in the catalog, including New Code Snippet Comment, New Commit, New Commit Comment and New Group Issue Event. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Toggl Track when something happens in GitLab?
Any of Toggl Track's 35 actions, including Create Client, Create Group, Create Project and Create Tag. Your agent maps the data both ways and tests every scenario before it ships.
Can it also run from Toggl Track to GitLab?
Yes. When something happens in Toggl Track, your agent can act in GitLab too. This page covers both directions: Toggl Track's triggers and GitLab's actions are listed here as well.
Do I have to build a connector for GitLab or Toggl Track?
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 GitLab and Toggl Track 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.