VoxellInc/forge-mcp

What it does

VoxellInc/forge-mcp is an official Model Context Protocol (MCP) server that integrates Forge, Voxell's hosted text embedding API. It enables developers to generate high-quality vector embeddings for text data, supporting multiple embedding dimensions (turbo 1024d, pro 2560d, ultra 4096d) with Matryoshka truncation capabilities. This tool is designed for applications requiring semantic search, retrieval-augmented generation (RAG), and other NLP tasks that depend on vector representations.

How to set up

Installation is straightforward using npm: run npx @voxell/forgemcp to install and configure the MCP server. Once installed, the server integrates with compatible AI platforms and applications that support the MCP standard. Users need valid Forge API credentials from Voxell to authenticate and access the embedding services.

Key features

• Multiple embedding dimensions: turbo (1024d), pro (2560d), and ultra (4096d) models
• Matryoshka truncation for flexible vector sizing
• Seamless integration with MCP-compatible platforms including Claude, ChatGPT, and AI Studio
• Optimized for semantic search and RAG workflows
• Official support from Voxell with maintained documentation