Voyage AI (AI Embeddings API) MCP Connector for Claude

Connect your Voyage AI account to any AI agent to leverage state-of-the-art embedding and reranking models. Optimized for Retrieval-Augmented Generation (RAG), this server enables your agent to process complex data structures and find the most relevant information with surgical precision.

What you can do

• Advanced Embeddings — Generate vectors for text, code, and documents using models like voyage-4 and voyage-code-3.
• Contextualized Retrieval — Use voyage-context-3 to embed chunks while maintaining the context of the surrounding document, significantly reducing retrieval errors.
• Multimodal Search — Vectorize interleaved text and images into a single vector space for visual search capabilities.
• Smart Reranking — Refine search results using cross-encoders (rerank-2.5) to ensure the most relevant context is provided to your LLM.
• Batch Operations — Manage large-scale data processing by initiating and monitoring batch inference jobs.

How it works

1. Subscribe to this server
2. Enter your Voyage AI API Key
3. Start building high-performance RAG systems directly from your agent

Who is this for?

• AI Engineers — building production-grade RAG pipelines that require better retrieval than standard embedding models.
• Data Scientists — experimenting with multimodal search and contextualized chunking.
• Developers — looking to integrate high-precision search into their applications without managing complex infrastructure.