Llmtest MCP Server

LLMTest MCP server — benchmark AI models and get cost-saving suggestions in your IDE

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What is the Llmtest MCP Server?

LLMTest MCP server — benchmark AI models and get cost-saving suggestions in your IDE

What you get

MCP server that benchmarks AI models on your actual prompts and finds cheaper, faster alternatives. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible tool.

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
statusShow proxy status and activity summary
list_flowsList all AI flows with cost and latency stats
get_suggestionsGet pending model-switch recommendations
update_suggestionAccept or dismiss a suggestion
run_benchmarkBenchmark a flow against challenger models
optimize_promptRewrite a flow's prompt and find a cheaper model that still works
seed_samplesAdd test prompts for pre-launch benchmarking
list_samplesShow stored test samples per flow
list_new_modelsShow new and trending models
get_accountCheck credit balance and usage
get_autopilot_statusCheck whether autopilot is on and whether the account is eligible
enable_autopilotTurn on weekly auto-optimization with safety gates + drift-based auto-revert
disable_autopilotTurn off autopilot (existing optimizations stay active)
list_active_optimizationsList auto-accepted optimizations still inside their 24h revert window
revert_optimizationRoll an auto-accepted optimization back to the previous prompt

How to install the Llmtest MCP Server

{
  "mcpServers": {
    "llmtest": {
      "command": "npx",
      "args": [
        "llmtest-mcp"
      ],
      "env": {
        "LLMTEST_API_KEY": "YOUR_LLMTEST_API_KEY"
      }
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.

Configuration

VariableDescriptionRequired
LLMTEST_API_KEYDeclared in the maintainer’s client configuration.Check documentation

Example prompts to try

  • “Use Llmtest MCP to status.”
  • “Use Llmtest MCP to list flows.”
  • “Use Llmtest MCP to get suggestions.”

Frequently asked questions

LLMTest MCP server — benchmark AI models and get cost-saving suggestions in your IDE Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.