Local Code Review → Qwen Enhancement → Slack Notification

advanced30 minPublished Mar 4, 2026
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Automatically review code commits using local AI tools, enhance the analysis with Qwen's reasoning, and notify your team via Slack. Ideal for development teams wanting AI-assisted code reviews without exposing proprietary code to third parties.

Workflow Steps

1

Locally AI

Scan code for basic issues

Configure Locally AI to monitor your Git repository and automatically scan new commits for syntax errors, security vulnerabilities, and code quality issues while keeping your proprietary code completely local.

2

Qwen

Analyze code architecture and logic

Send anonymized code snippets and the basic scan results to Qwen for deeper architectural analysis, logic flow review, and suggestions for optimization and best practices.

3

GitHub

Create detailed review comments

Use GitHub's API to automatically post the combined analysis as review comments on the pull request, including both security findings and architectural suggestions with specific line references.

4

Slack

Notify team with summary

Send a formatted message to your development channel with a summary of the code review, including severity levels, number of issues found, and direct links to the GitHub PR for immediate action.

Workflow Flow

Step 1

Locally AI

Scan code for basic issues

Step 2

Qwen

Analyze code architecture and logic

Step 3

GitHub

Create detailed review comments

Step 4

Slack

Notify team with summary

Why This Works

Protects sensitive code with local processing while leveraging cloud AI for enhanced insights, then seamlessly integrates with existing dev workflows

Best For

Automated code review for development teams with proprietary codebases

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Deep Dive

Automate Code Reviews with Local AI and Qwen Integration

Set up an automated code review system using Locally AI, Qwen, and Slack that keeps proprietary code secure while delivering comprehensive analysis.

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