Skip to:

Marketplace

AgentWorkLog: Human-in-the-Loop AI Review & ROI for Jira

works with Jira Cloud

OVERALL RATINGS

INSTALLS

1

SUPPORT

  • Partner Supported

TRUST SIGNALS

Showing details for Cloud

Key highlights of the appEnforce Human-in-the-loop review gate on AI agent deliverables, track time saved, and govern AI work and stop hallucinations

Zero-Touch AI Agent Worklog & Time Tracker

Automatically track active session duration and worklogs for Atlassian Rovo, Copilot, Claude Code, and Cursor on Jira issues. Measure exact machine cycle time from assignment to completion without manual logging.

AI ROI & Engineering Productivity Metrics

Quantify true financial return with a configurable blended hourly rate. Measure Net Value Delivered ($) by subtracting developer rework time from hours saved, tracking consensus quality scores across all active AI agents

Human Takeover Detection & Audit CSV Export

Automatically detect human interventions and reassignments to cap agent timers instantly. Export itemized, unaggregated session logs to CSV for SOC 2, ISO 27001 compliance audits, and agile sprint retrospectives.

More details

Engineering teams adopt AI agents like Rovo, Claude Code, Cursor, and Copilot, but lack governance over unreviewed deliverables and true ROI.

AgentWorkLog enforces human review before release, tracks developer hours saved, and proves AI ROI across Jira.

Key Capabilities

• Human Review Gate: Review and sign off on AI deliverables in one click via a native Jira issue glance.
• JQL Sprint Gates: Block releases and filter standup boards using native JQL: issue in aiPendingReview().
• Net Time Reclaimed & ROI: Measure engineering hours saved against rework tax with custom blended hourly rates.
• Automated Agent Worklogs: Track execution time for Rovo, Claude, Cursor, and Copilot with zero manual logging.
• Audit Trail & CSV Export: Export session logs with reviewer attribution for SOC 2 compliance.
• 100% Forge-Native: Zero data egress—runs securely in Atlassian Cloud.

Resources

  • App documentation

    Comprehensive set of documentation from the partner on how this app works

Privacy and Security

Privacy policy

Atlassian's privacy policy is not applicable to the use of this app. Please refer to the privacy policy provided by this app's partner.

Partner privacy policy

Security program

This app is not part of the Marketplace Bug Bounty program.

Integration permissions

AgentWorkLog: Human-in-the-Loop AI Review & ROI for Jira integrates with your Atlassian app

Version information

Version 3.1.0•for Jira Cloud

Release date
Oct 10th 2026
Summary
Added Human review gate
Details

Minor version update

Payment model
Paid via Atlassian
License type
Commercial

Learn and explore

  • What’s Marketplace
  • App installation
  • About Atlassian
  • Atlassian resources
  • Search and ranking
  • Atlassian events
  • Atlassian foundation

Follow