MCP Servers

VoxellInc/forge-mcp

Official MCP server for Forge, Voxell's hosted text-embedding API.

Our verdict

Not reviewed yet

We have not reviewed VoxellInc/forge-mcp yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

How we review records

From the listing

About VoxellInc/forge-mcp

An MCP server that provides access to Voxell's hosted text-embedding API, generating vector embeddings in two dimensions: turbo (1024d) and pro (256d). It integrates with MCP-compatible clients to enable semantic search, clustering, and retrieval-augmented generation workflows.

Best for

Developers building MCP-based tools that need quick, hosted text embeddings for semantic search or RAG.

Use cases

Generate embeddings for semantic search over documents
Encode text for clustering or similarity comparisons
Feed embeddings into a vector database for RAG pipelines

Notes

0 stars on GitHub. Last updated 2026-05-31. Licensed MIT.

Pros

Simple MCP interface for embedding generation
Two embedding dimensions to balance speed and precision
Hosted API removes need for local model deployment

Cons

No offline or self-hosted option
Limited to two embedding models
Dependent on Voxell API availability and pricing

Key facts

What we have checked

Not checked yet. Dated facts such as prices, releases and repository activity appear here once we have confirmed them from a source.

How to use

How to set it up

As the listing publishes it. We have not run this install.

Install

claude mcp add forge -e FORGE_API_KEY=your-key-here -- npx -y @voxell/forge-mcp

Tools exposed

input_type
FORGE_API_KEY
FORGE_BASE_URL

Clients the listing names (not checked here)

Claude Desktop, Claude Code, Cursor, Windsurf, Cline, VS Code, ChatGPT

Install

Add VoxellInc/forge-mcp to your client

Not verified yet

Our lab has not run this server yet. "Config checked" on a client means the recipe matches that client's documented config format; it does not mean we ran it.

Claude Code

Config checked

Run in your terminal (runs on your computer)

claude mcp add --env FORGE_API_KEY=YOUR_FORGE_API_KEY --transport stdio voxellinc-forge-mcp -- npx -y @voxell/forge-mcp@0.1.6

Needs FORGE_API_KEY: replace each YOUR_ value with your own.

Version 0.1.6 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Claude Code's config docs

Claude Desktop

Config checked

Add to claude_desktop_config.json (runs on your computer)

{
  "mcpServers": {
    "voxellinc-forge-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@voxell/forge-mcp@0.1.6"
      ],
      "env": {
        "FORGE_API_KEY": "YOUR_FORGE_API_KEY"
      }
    }
  }
}

Needs FORGE_API_KEY: replace each YOUR_ value with your own.

Version 0.1.6 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Claude Desktop's config docs

Cursor

Config checked

Add to .cursor/mcp.json (runs on your computer)

{
  "mcpServers": {
    "voxellinc-forge-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@voxell/forge-mcp@0.1.6"
      ],
      "env": {
        "FORGE_API_KEY": "YOUR_FORGE_API_KEY"
      }
    }
  }
}

Needs FORGE_API_KEY: replace each YOUR_ value with your own.

Version 0.1.6 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Cursor's config docs

VS Code

Config checked

Add to .vscode/mcp.json (runs on your computer)

{
  "inputs": [
    {
      "type": "promptString",
      "id": "forge-api-key",
      "description": "Your Forge API key — create one at https://dash.voxell.ai (turbo is free forever, no card).",
      "password": true
    }
  ],
  "servers": {
    "voxellinc-forge-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@voxell/forge-mcp@0.1.6"
      ],
      "env": {
        "FORGE_API_KEY": "${input:forge-api-key}"
      }
    }
  }
}

Needs FORGE_API_KEY: replace each YOUR_ value with your own.

Version 0.1.6 · From the Official MCP registry, read 24 Oct 2026 · Format checked against VS Code's config docs

Codex

Config checked

Add to ~/.codex/config.toml (runs on your computer)

[mcp_servers.voxellinc-forge-mcp]
command = "npx"
args = ["-y", "@voxell/forge-mcp@0.1.6"]
env_vars = ["FORGE_API_KEY"]

Needs FORGE_API_KEY: replace each YOUR_ value with your own.

Version 0.1.6 · From the Official MCP registry, read 24 Oct 2026 · Format checked against Codex's config docs

ChatGPT: ChatGPT connects only to remote servers that need no API key.

Recipes come from the server's entry in the official MCP registry. Check the package name before you run it, and keep keys out of shared files.

Works with

What VoxellInc/forge-mcp connects to

5 clients, each with how we know and when we checked.

Works with	Type	How we know	Checked
Claude Code	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.6Config checked	24 Oct 2026Claude Code docs
Claude Desktop	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.6Config checked	24 Oct 2026Claude Desktop docs
Cursor	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.6Config checked	24 Oct 2026Cursor docs
VS Code	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.6Config checked	24 Oct 2026VS Code docs
Codex	Client	Install recipe matches the client's documented formatRuns locally, version 0.1.6Config checked	24 Oct 2026Codex docs

Sources

Where this comes from

No sources recorded yet. Each source we check is listed here with the date we checked it.

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.

Pairs with

Other entries in the index that connect to this one. Click through to see the chain.

Pairs with2 entries

OOSSmediumCatalogue

Milvus

Community

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

OOSSRAGmediumCatalogue

Qdrant

Community

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

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