LLM Optimizer MCP Server

LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands - then provides research-backed optimization strategies to improve that visibility. It is available as a remote MCP endpoint.

Teams that want a hosted web scraping endpoint instead of running a local process. The project is written in Go.

VERIFIED ACTIVE

LAST COMMIT 2026-06-18 · ★ 10 · #64 OF 78 MAINTAINED WEB SCRAPING · VERIFIED 2026-08-25

MIT · Go servers · how we verify → /methodology

01 · Install LLM Optimizer

before you install - you'll need

Set ANTHROPIC_API_KEY, MONGODB_URI, LLMOPT_SAAS_ENABLED, LLMOPT_ENCRYPTION_KEY, LLMOPT_JWT_ACCESS_SECRET before connecting.

Claude Code

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

Claude Desktop / Cursor / VS Code - add to config

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

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

https://llmopt.metavert.io/mcp

transport: streamable-http

endpoint alive - authentication required · probed 2026-08-25

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as remote - your agent's requests go to llmopt.metavert.io

endpoint auth requires authentication - rejected our unauthenticated MCP initialize

license MIT - declared in the repository

registry vendor namespace io.metavert - domain-verified with the official MCP registry

03 · What LLM Optimizer can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Latest releases

v1.0.0 · 2026-03-06

LLM Optimizer MCP Server v1.0.0 · AI brand visibility analytics via MCP - measures how LLMs cite and recommend your brand. · AI Visibility Score (composite + per-dimension) · YouTube brand presence analysis · Reddit…

04 · Who maintains LLM Optimizer

LLM Optimizer is maintained by jonradoff. We track 3 MCP servers from jonradoff - 3 actively maintained, 197 combined GitHub stars, oldest repo from Jan 2026. Full record: all servers from jonradoff.

05 · Facts

repository: github.com/jonradoff/llmopt
category: web scraping - ranked #64 of 78 actively-maintained web scraping servers as of 2026-08-25.
registry: io.metavert/llmopt (active, first published 2026-03-06)

06 · LLM Optimizer FAQ

What is LLM Optimizer?

Is LLM Optimizer still maintained?

Yes - as of 2026-08-25, its last commit was 2026-06-18. We re-verify nightly.

How do I install LLM Optimizer?

Run `claude mcp add jonradoff-llmopt --transport http https://llmopt.metavert.io/mcp`. The README documents 5 environment variables (ANTHROPIC_API_KEY, MONGODB_URI, LLMOPT_SAAS_ENABLED…) to set first. Set ANTHROPIC_API_KEY, MONGODB_URI, LLMOPT_SAAS_ENABLED, LLMOPT_ENCRYPTION_KEY, LLMOPT_JWT_ACCESS_SECRET before connecting. You can also paste the ready-made client config above.

Does LLM Optimizer require authentication?

Yes - when we probed the endpoint on 2026-08-25, it rejected an unauthenticated MCP initialize; you'll need credentials to connect.

07 · Alternatives to LLM Optimizer

Alternatives to LLM Optimizer

Maintained web scraping servers if LLM Optimizer isn't the fit.

Pairs well with

Servers that cover what LLM Optimizer doesn't - only shown when the pairing reason fits the companion.

More web scraping MCP servers · twscrape Twitter/X (read-only) · Kreuzcrawl · Web Fetch MCP · Fiverr MCP Server

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