Connectors / Digital product design · Connector
Automate Your Clubhouse Project Management with tray.ai Integrations
Connect Clubhouse (now Shortcut) to your entire tech stack and stop manually tracking project status.
What can you do with the Clubhouse connector?
Clubhouse is a project management tool built for software development teams, with stories, epics, sprints, and milestones to keep engineering work organized. But when your delivery pipeline spans multiple tools—Slack for communication, GitHub for code, Jira for escalations, Salesforce for customer context—manually syncing work items becomes a real bottleneck. Integrating Clubhouse with tray.ai lets you automate story creation, status updates, and cross-team reporting so engineers spend more time building and less time updating tickets.
Automate & integrate Clubhouse
Automating Clubhouse business processes or integrating Clubhouse data is made easy with Tray.ai.
Use case
Automated Story Creation from Customer Feedback
When customer success teams log bugs or feature requests in Zendesk or Intercom, engineering often hears about it days later through manual handoffs. With tray.ai, you can automatically create Clubhouse stories from new support tickets, tagging them with the right epic, team, and priority based on ticket metadata. This closes the loop between customer feedback and engineering action in real time.
- Eliminate manual ticket translation between support and engineering teams
- Automatically assign stories to the correct Clubhouse team or workflow state
- Reduce time-to-triage for customer-reported bugs by surfacing them instantly
Use case
GitHub Pull Request to Story Status Sync
Keeping Clubhouse story statuses in sync with actual code progress is a constant headache for engineering managers. tray.ai can monitor GitHub pull request events—opened, merged, closed—and automatically move the linked Clubhouse story through the right workflow states. Product managers get accurate, real-time visibility into delivery without asking engineers to manually update tickets.
- Story states reflect actual code progress without any manual updates
- Reduce standup time spent on status reporting
- Trigger notifications when PRs are merged and stories move to done
Use case
Sprint Reporting and Analytics Automation
Engineering leaders need regular reports on velocity, cycle time, and epic progress, but pulling this data manually from Clubhouse is tedious and error-prone. tray.ai can query the Clubhouse API on a schedule, aggregate story and epic data, and push formatted reports into Slack channels, Google Sheets, or a BI tool like Looker. Teams get consistent, automated sprint summaries without relying on anyone to compile them.
- Schedule automated velocity and cycle time reports for leadership
- Push sprint summaries directly into Slack or email without manual effort
- Maintain a historical record of sprint data in Google Sheets or a data warehouse
Use case
Cross-Tool Bug Escalation Workflows
When a critical bug surfaces in PagerDuty or Datadog, response time matters. tray.ai can detect high-severity alerts and automatically create a Clubhouse story, assign it to the on-call engineer, set it as high priority, and post a message in the relevant Slack channel—all within seconds of the alert firing. No manual incident-to-ticket translation during high-stress moments.
- Reduce mean time to ticket creation for production incidents
- Ensure critical bugs are never lost in a queue or forgotten
- Automatically link incident alerts to Clubhouse stories for post-mortems
Use case
Salesforce Opportunity to Feature Request Tracking
Sales and account management teams surface feature requests tied to deals, but getting that context into engineering planning rarely happens without someone doing it manually. tray.ai can monitor Salesforce opportunities for custom fields or notes flagging feature requests, then automatically create or update Clubhouse stories with deal value, account name, and priority. Product managers can then prioritize roadmap items with direct revenue context attached.
- Link roadmap stories directly to revenue-generating opportunities in Salesforce
- Give product managers business context alongside engineering requirements
- Automate the handoff between sales discovery and product planning
Use case
New Story Notifications and Team Alerts
When stories are created, assigned, or moved to specific workflow states, the right team members often don't know until they manually check Clubhouse. tray.ai can watch for story events via the Clubhouse API and send targeted Slack messages, emails, or Microsoft Teams notifications to the assignee, team, or stakeholder group. Everyone stays in the loop without constant tool-checking.
- Instantly notify engineers when they're assigned a new story or blocked item
- Alert product managers when stories move into review or QA stages
- Reduce missed handoffs between design, engineering, and QA teams
Build Clubhouse Agents
Give agents secure and governed access to Clubhouse through Agent Builder and Agent Gateway for MCP.
Fetch Story Details
Data SourceRetrieve full details of a Clubhouse story including status, owner, epic, and estimates. An agent can use this to give context about ongoing work or answer questions about specific tasks.
Search Stories
Data SourceQuery Clubhouse stories by keyword, label, state, or assignee to find relevant work items. An agent can surface related stories during planning, triage, or reporting workflows.
List Epics and Milestones
Data SourcePull a list of epics and milestones along with their progress and associated stories. An agent can use this to give stakeholders a high-level summary of project health and delivery timelines.
Retrieve Team Workflow States
Data SourceFetch the defined workflow states for a Clubhouse team or project. An agent can use this to validate transitions or understand what stages work moves through before taking action.
Get Member Information
Data SourceLook up Clubhouse members and their current workload or assigned stories. An agent can use this to help with capacity planning or route new work to the right person.
Create Story
Agent ToolCreate a new Clubhouse story with a title, description, type, estimate, and assignee. An agent can automate story creation from external triggers like bug reports, customer feedback, or intake forms.
Update Story Fields
Agent ToolModify story attributes such as state, owner, estimate, labels, or due date. An agent can keep stories in sync with decisions made in other tools or automatically progress work based on external events.
Add Comment to Story
Agent ToolPost a comment on a Clubhouse story to log updates, decisions, or automated findings. An agent can document the reasoning behind a change or pull in context from linked tools without anyone having to do it manually.
Create Epic
Agent ToolProgrammatically create a new epic and associate it with a milestone or project. An agent can turn incoming initiative requests or roadmap items into structured epics without manual setup.
Move Story to New Workflow State
Agent ToolTransition a story through workflow states, such as moving from 'In Progress' to 'Ready for Review'. An agent can trigger these transitions automatically based on CI/CD events, pull request merges, or external approvals.
Attach Label to Story
Agent ToolAdd or remove labels on a Clubhouse story to categorize or prioritize work. An agent can apply labels automatically based on content analysis, source system, or urgency rules.
Create and Link Tasks Within a Story
Agent ToolAdd subtasks to an existing Clubhouse story and track their completion. An agent can break a story into tasks based on templates or automated analysis of requirements.
Ready to solve your Clubhouse integration challenges?
See how Tray.ai makes it easy to connect, automate, and scale your workflows.
Challenges Tray.ai solves
Common obstacles when integrating Clubhouse — and how Tray.ai handles them.
Challenge
Mapping Clubhouse Workflow States to External Systems
Clubhouse uses custom workflow states that vary by team, which makes it hard to map story progress to standardized statuses in tools like Jira, Salesforce, or Zendesk. Hard-coded integrations break whenever a team renames or reorders their workflow states.
How Tray.ai helps
tray.ai's data transformation tools let you build configurable mappings between Clubhouse workflow state names and external system statuses. You can use conditional logic to handle variations per team or project, and update mappings without rebuilding the entire workflow.
Challenge
Handling Clubhouse API Rate Limits During Bulk Operations
When syncing large volumes of stories—during sprint imports, bulk status updates, or historical data pulls—the Clubhouse API's rate limits can cause workflows to fail or produce incomplete data, leaving silent gaps you won't notice until something goes wrong.
How Tray.ai helps
tray.ai handles API rate limiting through built-in retry logic and request throttling, so bulk operations complete reliably without overwhelming the Clubhouse API. You can also configure workflows to process stories in batches with configurable delays between requests.
Challenge
Authenticating and Managing Multiple Clubhouse Workspaces
Larger organizations or agencies may manage multiple Clubhouse workspaces for different teams or clients. Maintaining separate API tokens and routing integrations to the correct workspace is an ongoing operational headache.
How Tray.ai helps
tray.ai's authentication management lets you store and switch between multiple Clubhouse API credentials within a single workflow. You can parameterize workspace routing based on input data, making it straightforward to build multi-workspace automation from a single integration template.
Zendesk Bug Report to Clubhouse Story
Zendesk 
Clubhouse 
Slack Automatically creates a Clubhouse story whenever a Zendesk ticket is tagged as a bug, populating story fields with ticket details, severity, and customer account information.
GitHub PR Merge to Clubhouse Story State Update
GitHub Clubhouse Listens for merged pull requests in GitHub and automatically advances the linked Clubhouse story to the appropriate workflow state, such as Ready for Review or Done.
Weekly Clubhouse Sprint Report to Slack
Clubhouse Slack 
Google Sheets Runs every Monday morning to query completed and in-progress stories from the active Clubhouse sprint, formats a velocity summary, and posts it to a designated Slack channel.
PagerDuty Incident to Clubhouse Bug Story
Clubhouse Slack Watches PagerDuty for high-severity incidents and automatically creates a priority Clubhouse bug story, assigns it to the on-call engineer, and alerts the team in Slack.
Salesforce Feature Request to Clubhouse Story
Salesforce Clubhouse Detects feature request fields updated on Salesforce opportunities and creates linked Clubhouse stories with deal value and account context for product prioritization.
Clubhouse Story Done to Jira Release Ticket
Clubhouse 
Jira Slack When a Clubhouse story moves to the Done state, automatically creates or updates a corresponding Jira release management ticket to track deployment and sign-off.
How Tray.ai makes this work
Clubhouse plugs into the whole Tray.ai platform
Intelligent iPaaS
Integrate and automate across 700+ connectors with visual workflows, error handling, and observability.
Learn more →Agent Builder
Build AI agents that read, write, and take action in Clubhouse — with guardrails, audit, and human-in-the-loop.
Learn more →Agent Gateway for MCP
Expose Clubhouse actions as governed MCP tools — observable, rate-limited, authenticated.
Learn more →Related integrations
Hundreds of pre-built Clubhouse integrations ready to deploy.
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