What is Qdrant and why does Merge Mind use it?

Qdrant is a vector database, a type of database built specifically to store and search high-dimensional embeddings rather than plain rows and columns.

Merge Mind uses Qdrant to store embeddings generated from your codebase. When a new merge request comes in, it searches Qdrant for the most similar existing code so it can compare the new change against your team's actual patterns, not a generic style guide.

• Stores vector representations of code so similarity search is fast even across large codebases
• Lets Merge Mind ground its GPT-4 feedback in real examples from your own repository
• Grows more useful as more code gets indexed through initial and continuous learning

Without a vector database like Qdrant, Merge Mind would have no efficient way to recall how the team usually solves a given problem before generating a review comment.

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