VRAMGlass MCP

A free remote MCP server providing live GPU and memory prices, price history, market direction indices, VRAM requirements for local LLMs, PC build recommendations, and cloud rental pricing data to AI agents.

Visit VRAMGlass

Endpoint and access

OAuth sign-in: the first time you connect, your client opens the vendor's own authorization prompt in a browser.

Vendor evidenceStreamable HTTPOAuth sign-inEndpoint checked 2026-11-01Operated by VRAMGlass

You need:Create an account Free. All you need is an email address.Create an API key Create one under Your account → MCP connections

MCP endpoint (Streamable HTTP)

https://mcp.vramglass.com/mcp

Vendor documentation

What you can do with it

Check current median asking prices for specific GPUs on marketplaces like eBay
Determine VRAM requirements for running specific LLM models locally
Analyze GPU price trends and market direction over time
Get recommended PC builds for running specific AI models within a budget

Source and maintenance

Vendor evidenceRegistry 1.0.0

mcp-registry: com.vramglass/mcp@1.0.0 Source repository Project website

Maintenance checked: Nov 1, 2026, 8:14 AM UTC

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks: 1 of 1 (100%)
Average latency: 121 ms
95th percentile latency: 121 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 1, 2026, 8:29 AM UTC · probe · passed · 121 ms · metadata changed · refuses unauthenticated initialize (HTTP 401)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http vramglass-mcp https://mcp.vramglass.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add vramglass-mcp --url https://mcp.vramglass.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable vramglass-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "vramglass-mcp": {
      "url": "https://mcp.vramglass.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).

Cline configuration

{
  "mcpServers": {
    "vramglass-mcp": {
      "type": "streamableHttp",
      "url": "https://mcp.vramglass.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start vramglass-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "vramglass-mcp": {
      "type": "http",
      "url": "https://mcp.vramglass.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http vramglass-mcp https://mcp.vramglass.com/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

{
  "mcpServers": {
    "vramglass-mcp": {
      "url": "https://mcp.vramglass.com/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "vramglass-mcp": {
      "serverUrl": "https://mcp.vramglass.com/mcp"
    }
  }
}

Let your agent find its tools

Find servers like VRAMGlass MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.

Connect Koskamo Explore workflows

See all 4,581

Do you run VRAMGlass MCP?

Prove ownership with a DNS record, a well-known file, or your Official MCP Registry entry, and your edits publish immediately. Proofs are re-checked weekly; admins can still hide or remove a listing.

Claim this listing