code-context-mcp/dist/embedding.js

MCP server for semantic code search powered by MongoDB Atlas Vector Search and Voyage AI embeddings

import { VoyageExclusiveEmbedding } from "@mongodb/claude-context-core";
/**
 * Create Voyage AI embedding instance (MongoDB Exclusive)
 */
export function createEmbeddingInstance(config) {
    console.log(`[EMBEDDING] 🚢 Creating Voyage AI embedding instance (MongoDB Exclusive)...`);
    console.log(`[EMBEDDING] 🔧 Model: ${config.voyageModel}`);
    const voyageEmbedding = new VoyageExclusiveEmbedding({
        apiKey: config.voyageApiKey,
        model: config.voyageModel,
        batchSize: config.batchSize,
        maxRetries: 3
    });
    console.log(`[EMBEDDING] ✅ Voyage AI embedding instance created successfully`);
    console.log(`[EMBEDDING] 📊 Configuration:`);
    console.log(`[EMBEDDING]   - Model: ${config.voyageModel}`);
    console.log(`[EMBEDDING]   - Dimension: 1024`);
    console.log(`[EMBEDDING]   - Max Tokens: 32000`);
    console.log(`[EMBEDDING]   - Batch Size: ${config.batchSize}`);
    return voyageEmbedding;
}
export function logEmbeddingProviderInfo(config, embedding) {
    console.log(`[EMBEDDING] ✅ Voyage AI initialized (MongoDB Exclusive Provider)`);
    console.log(`[EMBEDDING] Provider details:`);
    console.log(`[EMBEDDING]   - Model: ${config.voyageModel}`);
    console.log(`[EMBEDDING]   - Dimension: ${embedding.getDimension()}`);
    console.log(`[EMBEDDING]   - Provider: ${embedding.getProvider()}`);
    // Log model-specific information
    switch (config.voyageModel) {
        case 'voyage-code-3':
            console.log(`[EMBEDDING]   - Optimization: Best for source code`);
            console.log(`[EMBEDDING]   - Use Cases: Code search, similarity, completion`);
            break;
        case 'voyage-3.5':
            console.log(`[EMBEDDING]   - Optimization: General purpose with multilingual support`);
            console.log(`[EMBEDDING]   - Use Cases: Documentation, comments, mixed content`);
            break;
        case 'voyage-finance-2':
            console.log(`[EMBEDDING]   - Optimization: Financial domain`);
            console.log(`[EMBEDDING]   - Use Cases: Trading algorithms, financial models`);
            break;
    }
    console.log(`[EMBEDDING] 🔗 MongoDB Integration: Optimized for Atlas Vector Search`);
}
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