How does Merge Mind analyze code changes when a merge request is opened?

Once GitLab's webhook notifies Merge Mind that a merge request was opened, it runs the changed code through several layers of comparison before generating feedback.

• Compares the change against embeddings of the codebase's existing patterns, stored in Qdrant
• Checks it against framework-specific best practices for whatever stack the project uses
• Cross-references the team's documented preferences
• Screens for common security and performance anti-patterns

Only after combining all four signals does it hand the assembled context to GPT-4 to generate the actual review comments, which is what lets the feedback sound specific to that codebase rather than generic.

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