How to Use OpenClaw for Bug Tracking — Automate Your Issue

Bug tracking is full of repetitive work that kills developer productivity: manually triaging reports, assigning them to the right person, following up on stale issues, and writing status updates. OpenClaw handles all of that automatically.

The Core Bug Tracking Workflow

1. User submits bug report (GitHub Issue, Jira, form, or Slack)
2. Agent reads the report and classifies severity: critical, high, medium, or low
3. Agent assigns label, component tag, and team member based on routing rules
4. Agent replies to the reporter with acknowledgment and estimated timeline
5. Agent monitors for stale issues and pings assignees when SLA approaches

GitHub Issues Triage

# SKILL.md triage logic:
When a new issue is created:
1. Read title and body
2. Determine severity:
   - crash, data loss, security: critical
   - broken, not working: high
   - slow, unexpected: medium
   - cosmetic, typo: low
3. Apply severity label
4. Assign to team based on component mentions
5. Reply: "Thanks for the report! Classified as [severity]."

Jira Integration

await fetch('https://your-domain.atlassian.net/rest/api/3/issue', {
  method: 'POST',
  headers: {
    'Authorization': `Basic ${btoa(`${email}:${process.env.JIRA_API_TOKEN}`)}`,
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
    fields: {
      project: { key: 'BUG' },
      summary: bugTitle,
      issuetype: { name: 'Bug' },
      priority: { name: severity },
      assignee: { id: assigneeAccountId }
    }
  })
});

Linear Integration (GraphQL)

await fetch('https://api.linear.app/graphql', {
  method: 'POST',
  headers: { 'Authorization': process.env.LINEAR_API_KEY },
  body: JSON.stringify({
    query: `mutation { issueCreate(input: { title: "${bugTitle}", teamId: "${teamId}", priority: ${priority} }) { issue { id url } } }`
  })
});

Stale Issue Cron

{
  "name": "stale-bug-checker",
  "schedule": "0 9 * * 1-5",
  "task": "Check for open bugs not updated in 5+ days. Post a status request comment and tag the assignee. Send a summary to #engineering-standup."
}

Duplicate Detection

Before creating a new issue, your agent scans existing open bugs for similar titles and descriptions. This alone can reduce issue count by 20-30% in active projects — saving your team hours of redundant investigation.

Want the complete setup? The OpenClaw Playbook ($9.99) covers everything from first install to production deployment.