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Commands

run

Execute the full benchmark pipeline.
OptionDescription
-p, --providerMemory provider (supermemory, mem0, zep)
-b, --benchmarkBenchmark (locomo, longmemeval, convomem)
-j, --judgeJudge model (default: gpt-4o)
-r, --run-idRun identifier (auto-generated if omitted)
-m, --answering-modelModel for answer generation (default: gpt-4o)
-l, --limitLimit number of questions
-s, --sampleSample N questions per category
--sample-typeSampling strategy: consecutive (default), random
--forceClear checkpoint and restart
See Supported Models for all available judge and answering models.

compare

Run benchmark across multiple providers in parallel.

test

Evaluate a single question for debugging.

status

Check progress of a run.

show-failures

Debug failed questions with full context.

list-questions

Browse benchmark questions.

Random Sampling

Sample N questions per category with optional randomization.

serve

Start the web UI.
Opens at http://localhost:3000.

help

Get help on providers, models, or benchmarks.

Checkpointing

Runs are saved to data/runs/{runId}/ and automatically resume from the last successful phase. Use --force to restart.