Forge MCP server

Forge is a service from Voxell that turns text into vectors. A vector is just a long list of numbers that captures the meaning of a piece of text, so two pieces of text with similar meaning end up with similar number lists. This MCP server lets your AI use Forge directly, which is handy if you work with search, document matching, or grouping text by topic.

What this MCP server does

You ask your AI to turn some text into vectors. The AI passes that text to this helper program. The helper sends it to Forge, which runs it through an embedding model and returns a list of numbers. The AI shows you those numbers, or uses them right away to compare texts, group them, or find the closest match. You never have to write code or call the service yourself.

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What you can do with it

• Turn a sentence, a paragraph, or a whole file into vectors
• Compare two pieces of text and see how similar they are
• Embed a batch of documents at once
• Get shorter vectors on purpose to save space
• List the available Forge models and their sizes
• Use a different input type for search queries versus documents

Try asking your AI

• “Turn this paragraph into a vector using the default model.”
• “Embed these five product descriptions and tell me which two are most alike.”
• “Give me the same vector but cut down to 256 numbers.”
• “List the Forge models and how many dimensions each one has.”

What it gives back to you

You get back the vectors themselves, which look like long lists of numbers. Along with them, the AI tells you which model was used, how many dimensions the vector has, and how many tokens the text counted as. If you asked for a comparison or a match, the AI gives you the answer in plain words instead of raw numbers.

Before you start

Who it's for

People who work with search, document collections, or text grouping and want their AI to handle the embeddings without writing a script.