43
grade D
13 days ago
glama

LLM Optimizer

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.

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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: 7bfa769d02e472dbf845003d429cc5c07de72445
code hash: dfcb3cd38835f4afd1c9931e4eaea3324ce79061b905e7ea332d08d7218cb531
verified: 4/11/2026, 2:51:27 PM
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