LLMTest
JSON →LLM proxy that benchmarks AI models on real prompts and finds cheaper, faster alternatives across 340+ models.
Install
npx llmtest-mcp Tools · 15
- 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
Environment variables
LLMTEST_API_KEYLLMTEST_BASE_URL