To audit AI agent activity in Jira Cloud, first identify how the agent ran: an Atlassian MCP client, a Rovo agent in an automation rule, or a Jira agent session. Then compare the relevant audit or debug record with the affected work item’s Activity. Jira’s site audit log covers selected administrative and configuration events; it is not a complete history of agent actions.
Start with the agent’s execution path
There is no single log that inventories every AI agent action in Jira. Choose the record surface that matches how the agent connected or was triggered.
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Atlassian MCP client connected to Jira
- In Atlassian Administration, open Insights → Audit log.
- Filter for Rovo MCP User Actions or search for MCP.
- Open the relevant event and review its tool name, action, and recorded user. The detailed event panel can also show JSON.
This coverage applies to invocations of the Atlassian MCP server; it does not establish that the organization log captures every action by every third-party AI client. If the MCP connection authenticates with an API token, the actor may appear as the associated service or technical account rather than the individual using the external client. Check the authentication method before attributing an event to a person.
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- Open the automation audit log and find the rule run by its trigger time or status.
- Expand the run’s steps and open the Use Rovo agent action.
- Inspect the debug response for the tools used and changes made.
The run record can show trigger time, status, and attempted step details. Access to debug details may depend on the rule creator or account context described by Atlassian. Automation audit activity is retained for 90 days.
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Rovo agent session in Jira
Open For you → My agent sessions to find running, blocked, or finished sessions. The view lists the agent name, state, associated work-item key and summary, and last update time. Use it to locate work that may need review; a session listing is not a complete action-by-action ledger.
Changes to a specific work item
Open the Jira work item and inspect Activity → History, Comments, and Work log. These item-level views help identify field or workflow updates, comments, and time entries. They show results associated with that work item, not a site-wide inventory of agent invocations.
Administrative or configuration changes
In Jira, open Settings → System → Audit Log to review covered site-level administrative and configuration events. Access requires the global Administer Jira permission. Atlassian cautions that this log is not intended to record all activity in Jira, so an empty result does not prove that an agent made no changes.
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A useful audit reconstruction links the identity and authentication method to an invocation or automation run, then to its specific tool or step and outcome, and finally to changes visible on the affected work item. Do not treat an agent’s final response as proof of every underlying tool call: use the applicable invocation record or automation debug response for execution detail.
- Record the agent or automation name, relevant date range, work-item keys, and actor shown in each system.
- Compare timestamps and outcomes across the MCP or automation record and the work item’s Activity.
- Note whether the actor is an individual, service account, or technical account, and how the connection authenticated.
- Where available to the tenant, third-party app activity logs can show actions by third-party apps in the form of API calls. Organization audit event panels may also provide JSON details.
For Rovo agents, available Jira tools can include creating a work item, changing its status, or searching with JQL. Atlassian says tools respect the permissions of the user invoking the agent, and consequential cross-system tools request confirmation before execution. Include the invoking identity and its permissions in the review.
Which Jira record should you use?
| Record surface | Best use | Useful detail | Main limitation |
|---|---|---|---|
| Organization audit log / MCP actions | Atlassian MCP tool invocations | Tool, action, recorded user, and—where available—event JSON | API-token authentication can attribute activity to a technical account; app-log visibility depends on plan and category. |
| Automation audit log and Rovo debug response | Rovo agent invoked through automation | Trigger, status, attempted steps, tools used, and changes reported in debug detail | 90-day retention; debug visibility may depend on creator or account context. |
| Jira work-item Activity | Investigating one item’s visible changes | Comments, field or workflow history, and work-log entries | Item-level record, not an inventory of agent actions across Jira. |
| Jira site audit log | Covered administrative and configuration events | Selected site events; CSV export and REST API access | Not intended to capture all Jira activity. |
| My agent sessions | Finding agent work by status or item | Agent state, associated work item, and last update | Session overview rather than complete action-level evidence. |
Retention, exports, and plan access
| Record surface | Documented visibility or retention | Access and export notes |
|---|---|---|
| Jira site audit log | Not stated as a retention period in the cited guidance. | Requires Administer Jira; unavailable when all Jira Cloud apps are on the Free plan. CSV export supports up to 100,000 events; if more exist, the newest events are included. REST API access can export events or add events triggered by external plugins. |
| Organization audit log | Seven days visible by default; a custom range can show up to 180 days of logged activity. Older records are removed and cannot be recovered. | Some app-log categories depend on subscription. New events may take a few minutes to appear. |
| Automation audit log | 90 days; older entries are automatically deleted and cannot be recovered. | Inspect the relevant rule run and its step details. |
Atlassian’s access matrix lists Jira app admin logs as unavailable with Guard Standard alone and available with Guard Standard plus Cloud Premium, Cloud Enterprise, or Guard Premium. Jira app user logs are listed for Cloud Enterprise and Guard Premium. Rovo app admin and user logs, as well as Rovo MCP app user logs, are listed across the plans shown in that matrix. Confirm the exact log category and plan in your tenant rather than assuming that every category is available.
The Jira audit-log documentation also notes that improvements were released in August 2024 and that some earlier events may not appear. Treat historical completeness accordingly when investigating older activity.
Keep evidence before it expires
If an investigation or compliance process needs a longer evidence window than the relevant retention period, export records on a schedule that meets that requirement. Keep the export with the related work-item keys, agent or automation name, date range, and actor or authentication mode so that records from different surfaces can be compared later.
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