classCodeVectorStore{// Store code embeddingsstoreEmbeddings(code: string,metadata: Metadata);// Semantic searchsearchSimilar(query: string,k: number): Promise<Result[]>;// Update index on file changesupdateIndex(file: string,content: string);}
Enhanced Features with RAG
a) Semantic Code Search
Understand code concepts
Find related implementations
Identify similar patterns
b) Context-Aware Responses
Better code suggestions
More relevant examples
Understanding of code relationships
c) Intelligent Navigation
Find related files
Discover dependencies
Understand code flow
Integration Points
// Add to existing search workflowasyncfunctionenhancedCodeSearch(query: string){// Traditional text searchconsttextResults=awaitripgrepSearch(query);// Semantic searchconstsemanticResults=awaitvectorStore.searchSimilar(query);// Combine resultsreturnmergeResults(textResults,semanticResults);}