MCP.Market

VRAMGlass MCP server

online · 100% uptime
by vramglass.com·com.vramglass/mcp·v1.0.0

Live GPU prices, VRAM requirements and local LLM hardware planning from VRAMGlass.

A98/100grade A
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Safety scan
A98/100

full report

Adoption
Growing

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Nobody has reviewed VRAMGlass yet.

If you have run it, two minutes of your experience saves the next person an afternoon.

VRAMGlass tools

Tool list not cached yet. `describe` through the gateway fetches it live.

Public scan report

scanner v0.1.10 · 2026-10-25 · same rubric, same numbers if you re-run it

no findings
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 356ms (auth required)20/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualityOAuth resource metadata advertised on 40115/15
  • Maintenancelast push 3 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; website matches verified namespace9/10
Overall 98/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How VRAMGlass compares

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
98/100
higher than 99% of 4,460 AI and agents servers
Uptime
100%
of our recent checks; the typical remote AI and agents server answers 100%
Response time
425 ms
faster than 32% of 2,331 AI and agents servers

Install VRAMGlass in Claude Code, Cursor or VS Code

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

What the publisher says

From the VRAMGlass repository's README, as published. We do not edit it. Read it on GitHub

VRAMGlass MCP Server

Live GPU prices, VRAM requirements and local LLM hardware planning for your AI assistant, from VRAMGlass.

Connect it to Grok Bot, Claude, ChatGPT, Claude Code, Codex, Cursor or any MCP client, then ask in plain language. Answers come from the same data as vramglass.com, with links back to the source.

https://mcp.vramglass.com/mcp

Remote server, Streamable HTTP, read-only. Free; a VRAMGlass account is required.

Developer docs · 简体中文文档 · 日本語ドキュメント · MCP page · Methodology

What you can ask

  • "What does an RTX 3090 cost on eBay right now?"
  • "How much VRAM does Qwen3.8 27B need at 4-bit with a 32K context?"
  • "Which models can a DGX Spark run, and how fast?"
  • "Build me a PC for DeepSeek V4 Flash under $5,000."
  • "Are used GPU prices going up or down this month?"
  • "How much is renting an A100 per hour?"

For example, asked for RTX 3090 prices on October 22, 2026, the server returned a median eBay (US) asking price of $1,799 across 110 listings, ¥8,600 on Xianyu and ¥416,420 on Amazon.co.jp, each with its publish time and a link to the VRAMGlass page.

Connect

With an API key (recommended)

  1. Sign up or log in at vramglass.com/login. It's free; an email address is enough.
  2. Create a key under Your account → MCP connections. Give it a name, choose how long it stays valid and copy it right away; it is shown only once.
  3. Send this to your AI, with YOUR_KEY replaced by your key. Grok Bot, Claude Code, Codex, Manus, WorkBuddy and other assistants that can change their own settings add the server themselves:
Please add a remote MCP server:
   Name: VRAMGlass
   URL: https://mcp.vramglass.com/mcp
   Header: Authorization: Bearer YOUR_KEY
   Once it's added, try it by checking what an RTX 4090 costs right now.

Manual configuration

Any client needs two things: the server URL and the header Authorization: Bearer YOUR_KEY. Choose HTTP (Streamable HTTP) as the transport.

Claude Code:

claude mcp add --transport http vramglass https://mcp.vramglass.com/mcp --header "Authorization: Bearer YOUR_KEY"

Cursor and other clients that use mcp.json:

{
  "mcpServers": {
    "vramglass": {
      "url": "https://mcp.vramglass.com/mcp",
      "headers": { "Authorization": "Bearer YOUR_KEY" }
    }
  }
}

With OAuth (no key)

Connectors in Claude (web and desktop) and ChatGPT can't take a key, so they sign in instead. Any other client that supports MCP OAuth works the same way.

  • Claude: Settings → Connectors → Add custom connector, and paste the server URL.
  • ChatGPT: Settings → Apps, turn on developer mode, then create an app with the server URL.

Your client opens the VRAMGlass login page. Log in with an email code or Google (an account is created if you don't have one), check the app name and return address on the consent page, and click Allow. The client renews access by itself; after 30 days without use, or 180 days after you authorized it, you sign in again.

Tools

The assistant picks the right tool by itself; you don't need to remember these names.

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

VRAMGlass: common questions

Is VRAMGlass MCP server safe?
Yes, by our scan: it is graded A (98/100). Read the VRAMGlass safety report
How do I install VRAMGlass?
It runs remotely at mcp.vramglass.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does VRAMGlass need an API key?
No key to paste: it signs you in with OAuth when your client connects.
Is VRAMGlass maintained?
The last commit was 13 days ago (2026-10-22). The latest release is v1.0.0.
Is VRAMGlass up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of VRAMGlass?
Servers from other publishers that do the same job: Watch Skill MCP server, WaveSpeed MCP server and Godot MCP server.
How does VRAMGlass compare with other AI and agents MCP servers?
safety score 98/100 (higher than 99% of 4,460 AI and agents servers); uptime 100% (of our recent checks; the typical remote AI and agents server answers 100%); response time 425 ms (faster than 32% of 2,331 AI and agents servers). Full comparison.

Alternatives to VRAMGlass

Same job from other publishers: the closest match first, then the best rated.

  • Watch Skill
    Watch video and live sessions, keep timestamped evidence, and verify an agent's own work.
    B
  • WaveSpeed
    Run any model on the live WaveSpeed catalog: image, video, audio, 3D.
    A
  • Godot MCP
    Agent-driven Godot playtesting: editor control, input injection, game-time stepping, live state.
    A
  • Guaardvark
    Local AI studio on your GPU: images, video, music, voice, RAG. Needs the Guaardvark app installed.
    B
  • Openflowkit
    Architecture diagrams for your agent: draw on the live OpenFlowKit canvas or edit diagram files.
    A