GitHub Issues → Arcee Analysis → Linear Task Creation

intermediate45 minPublished Apr 8, 2026
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Transform GitHub issue reports into prioritized Linear tasks using Arcee's LLM to analyze complexity, estimate effort, and assign appropriate team members.

Workflow Steps

1

GitHub

Monitor new issues

Set up a GitHub webhook or use Zapier to trigger when new issues are created in your repository. Capture issue title, description, labels, and any code snippets or error logs

2

Arcee LLM

Analyze issue complexity

Send the issue content to Arcee's model with a structured prompt to analyze technical complexity, estimate story points, suggest team assignment, and identify dependencies or potential blockers

3

Linear

Create prioritized task

Use Linear's API to automatically create a new task with the AI-generated analysis. Set priority level, assign to suggested team member, add effort estimates, and link back to the original GitHub issue

4

Slack

Notify development team

Send a summary message to your dev team's Slack channel with the new task details, AI analysis highlights, and estimated complexity to keep everyone informed of new work items

Workflow Flow

Step 1

GitHub

Monitor new issues

Step 2

Arcee LLM

Analyze issue complexity

Step 3

Linear

Create prioritized task

Step 4

Slack

Notify development team

Why This Works

Leverages Arcee's technical understanding to bridge the gap between bug reports and actionable development tasks, while maintaining the open source advantage for cost-conscious development teams

Best For

Automated project management for development teams

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