LLM Optimizer

Item: LLM Optimizer
Rating: 45
Author: M8ven

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.

→ jonradoff/llmopt · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configVITE_API_URL

configVITE_PORT

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 1 concrete improvement we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/jonradoff-llmopt-2kpwhq)](https://m8ven.ai/mcp/jonradoff-llmopt-2kpwhq)

commit: cd0c8f56cc512a795d5797c629f2dcbd33918c93

code hash: 2bb95573a07d198968b87e8753e4fd1d302c1a8468f35f5e732e962269ecd2c1

verified: 6/12/2026, 11:50:48 AM

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