LLMTest MCP server — benchmark AI models and get cost-saving suggestions in your IDE
LLMTest MCP server — benchmark AI models and get cost-saving suggestions in your IDE
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.
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Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| status | Show proxy status and activity summary |
| list_flows | List all AI flows with cost and latency stats |
| get_suggestions | Get pending model-switch recommendations |
| update_suggestion | Accept or dismiss a suggestion |
| run_benchmark | Benchmark a flow against challenger models |
| optimize_prompt | Rewrite a flow's prompt and find a cheaper model that still works |
| seed_samples | Add test prompts for pre-launch benchmarking |
| list_samples | Show stored test samples per flow |
| list_new_models | Show new and trending models |
| get_account | Check credit balance and usage |
| get_autopilot_status | Check whether autopilot is on and whether the account is eligible |
| enable_autopilot | Turn on weekly auto-optimization with safety gates + drift-based auto-revert |
| disable_autopilot | Turn off autopilot (existing optimizations stay active) |
| list_active_optimizations | List auto-accepted optimizations still inside their 24h revert window |
| revert_optimization | Roll an auto-accepted optimization back to the previous prompt |
{
"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.
| Variable | Description | Required |
|---|---|---|
| LLMTEST_API_KEY | Declared in the maintainer’s client configuration. | Check documentation |
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