llm-prompt-optimizer

Item: llm-prompt-optimizer
Rating: 73
Author: M8ven

A deterministic prompt optimization middleware for AI coding agents that preserves intent, compresses context, and detects drift, available as an MCP server with tools for optimize_prompt, classify_prompt, and more.

→ Divyesh-freelance/llm-prompt-optimizer · 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.

configLPO_STRICT_INTENT— "": "true",

configLPO_SEMANTIC_THRESHOLD— "": "0.90",

configLPO_TOKEN_BUDGET

configLPO_MCP_HOST

configLPO_MCP_PORT

configLPO_MCP_TRANSPORT

configLPO_LOG_LEVEL— "": "WARNING"

configLPO_GRAPH_PROVIDER

configLPO_INSTALL_HOME— The install manifest itself lives at ~/.config/llm-prompt-optimizer/install-manifest.json (or %APPDATA%\llm-prompt-optimizer\install-manifest.json on Windows). Override with $.

configXDG_CONFIG_HOME

configLPO_DISPLAY_MODE

// 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/divyesh-freelance-llm-prompt-optimizer-drd2dn)](https://m8ven.ai/mcp/divyesh-freelance-llm-prompt-optimizer-drd2dn)

commit: 456fd6300162769ebdcad20450422c122b139c70

code hash: 57a3a0f67d6fb49b3ea73f37284ef5b53c1c53cc2e3f922913d93267f0b95e3a

verified: 7/30/2026, 8:27:46 PM

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