Auto-Moderate GitHub PRs → Flag AI Content → Notify Team
Automatically scan incoming GitHub pull requests for AI-generated code, flag suspicious contributions, and alert maintainers to enforce AI contribution policies.
Workflow Steps
GitHub
Trigger on new pull request
Set up webhook to fire whenever a new pull request is opened in your repository. Configure to capture PR content, author info, and diff data.
Zapier
Extract code content
Use Zapier's webhook trigger to receive GitHub PR data. Parse the PR description and code changes using Zapier's built-in text formatting tools.
OpenAI GPT-4
Analyze code for AI patterns
Send the code diff to GPT-4 with a prompt asking it to identify signs of AI generation (repetitive patterns, generic variable names, overly verbose comments). Return a confidence score and reasoning.
GitHub
Add warning label if AI detected
If GPT-4 confidence score exceeds 70%, automatically add a 'potential-ai-code' label to the PR and post a comment requesting manual review and AI disclosure.
Slack
Alert maintainer team
Send notification to designated maintainer Slack channel with PR link, AI confidence score, and quick approve/reject buttons for immediate action.
Workflow Flow
Step 1
GitHub
Trigger on new pull request
Step 2
Zapier
Extract code content
Step 3
OpenAI GPT-4
Analyze code for AI patterns
Step 4
GitHub
Add warning label if AI detected
Step 5
Slack
Alert maintainer team
Why This Works
Combines GitHub's native webhook system with GPT-4's pattern recognition to automatically enforce AI policies without manual screening of every PR.
Best For
Open-source project maintainers managing AI contribution policies
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