Local AI Code Review → GitHub PR Comments → Slack Notifications

intermediate30 minPublished Apr 2, 2026
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Use Ollama's local AI models to automatically review code changes, post findings as GitHub PR comments, and notify your team via Slack when reviews are complete.

Workflow Steps

1

Ollama

Run local code analysis

Set up Ollama with a code-focused model like CodeLlama. Configure it to analyze git diff files for code quality, security issues, and best practices violations.

2

GitHub Actions

Trigger on PR creation

Create a workflow that triggers when pull requests are opened or updated. Extract the diff and send it to your local Ollama instance via API call.

3

GitHub API

Post review comments

Use GitHub's REST API to automatically post Ollama's findings as line-specific comments on the pull request, formatted with severity levels and suggested fixes.

4

Slack

Send completion notification

Configure a Slack webhook to notify the development team when the AI review is complete, including a summary of issues found and a link to the PR.

Workflow Flow

Step 1

Ollama

Run local code analysis

Step 2

GitHub Actions

Trigger on PR creation

Step 3

GitHub API

Post review comments

Step 4

Slack

Send completion notification

Why This Works

Ollama keeps sensitive code on-premises while still providing AI-powered insights, and the GitHub integration makes reviews seamless for developers

Best For

Development teams wanting privacy-first code reviews without sending code to external AI services

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