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 18 Jun 2026.

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

Uptime history 48 days of history · worst day 0%

48 days agonow

72.8%

Uptime 24h

67 of 92 checks

—

Tools

hidden behind auth

422 ms

Response time

average over 24h

Stars

last commit 18 Jun 2026

What the code does

We read the source, 22 h ago · rules 3dff92dd89df

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

Secret passed into the image build Dockerfile:20

ENV API_KEY=""

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 0 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

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "llmopt": {
      "url": "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

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

Endpoints

URL	Transport	State	Latency	Checked
https://llmopt.metavert.io/mcp	streamable-http	answering	8869 ms	0 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 67 of 92 checks got a reply (72.8%), average response time 422 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 with the file path 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 422 ms on average, which is faster than 35% 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?

Yes — it is published under the MIT licence, written in Go and 10 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.