LLM Optimizer MCP Server

by metavert Your server? Claim it

not responding

LLM Optimizer is listed as active in the registry but did not answer our last check. Last commit 17 Oct 2026.

AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings.

Uptime history 91 days of history · worst day 51%

91 days agonow

65.9%

Uptime 24h

60 of 91 checks

—

Tools

hidden behind auth

358 ms

Response time

average over 24h

Stars

last commit 17 Oct 2026

What changed 1

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 17 October 2026. No other catalogue keeps this.

17 Oct the owner changed

LLM Optimizer does not always answer

Over the last week it answered 66.7% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 11 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add llmopt --transport http https://llmopt.metavert.io/mcp

Settings → Connectors → Add custom connector, then paste this address

https://llmopt.metavert.io/mcp

~/.codex/config.toml

[mcp_servers.llmopt]
url = "https://llmopt.metavert.io/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "llmopt": {
      "url": "https://llmopt.metavert.io/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "llmopt": {
      "type": "http",
      "url": "https://llmopt.metavert.io/mcp"
    }
  }
}

Endpoints

URL	Transport	State	Latency	Checked
https://llmopt.metavert.io/mcp	streamable-http	answering	7600 ms	11 min ago

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LLM Optimizer — questions

Answers built from our own checks of this server.

Is LLM Optimizer working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 60 of 91 checks got a reply (65.9%), average response time 358 ms. The bar chart above shows every period we have measured.

The registry lists LLM Optimizer as active — why does it not respond?

The official MCP registry stores what the author submitted; it does not verify that the server still runs. We check the endpoint ourselves, and this one does not answer. Catalogues that copy the registry without checking will show it as working.

How do I connect LLM Optimizer?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does LLM Optimizer need an API key?

No. LLM Optimizer completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. This is what we observed, not what the docs claim.

How fast is LLM Optimizer?

It answers our handshake in 358 ms on average, which is faster than 38% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.

Is LLM Optimizer open source?

The code is open source: it is published under the MIT licence, written in Go and 10 stars on GitHub. The licence covers the code in the repository, not the hosted service at llmopt.metavert.io, which runs on its operator's own terms.