Terminal Benchmarking

Mux ships with a headless adapter for Terminal-Bench. The adapter runs the Electron backend without opening a window and exercises it through the same IPC paths we use in integration tests. This page documents how to launch benchmarks from the repository tree.

Prerequisites

Docker must be installed and running. Terminal-Bench executes each task inside a dedicated Docker container.
uv is available in the nix devShell (provided via flake.nix), or install it manually from docs.astral.sh/uv.
Standard provider API keys (e.g. ANTHROPIC_API_KEY, OPENAI_API_KEY) should be exported so Mux can stream responses.

Optional environment overrides:

Variable	Purpose	Default
`MUX_AGENT_REPO_ROOT`	Path copied into each task container	repo root inferred from the agent file
`MUX_TRUNK`	Branch checked out when preparing the project	`main`
`MUX_WORKSPACE_ID`	Workspace identifier used inside Mux	`mux-bench`
`MUX_MODEL`	Preferred model (supports `provider/model` syntax)	`anthropic/claude-sonnet-4-5`
`MUX_THINKING_LEVEL`	Reasoning level (`OFF`, `LOW`, `MED`, `HIGH`, `MAX`)	`HIGH`
`MUX_MODE`	Starting mode (`plan` or `exec`)	`exec`
`MUX_RUNTIME`	Runtime type (`local`, `worktree`, or `ssh <host>`)	`worktree`
`MUX_TIMEOUT_MS`	Legacy timeout marker forwarded to runner logs; Harbor enforces task timeouts	unset
`MUX_PROVIDERS_FILE`	Host path to `providers.jsonc` copied into each sandbox	unset (use env vars only)
`MUX_CONFIG_ROOT`	Location for Mux session data inside the container	`/root/.mux`
`MUX_APP_ROOT`	Path where the Mux sources are staged	`/opt/mux-app`
`MUX_PROJECT_PATH`	Explicit project directory inside the task container	auto-detected from common paths

Running Terminal-Bench

All commands below should be run from the repository root.

Quick smoke test (single task)

uvx terminal-bench run \
  --dataset terminal-bench-core==0.1.1 \
  --agent-import-path benchmarks.terminal_bench.mux_agent:MuxAgent \
  --n-tasks 1

This downloads the Terminal-Bench runner, copies the Mux sources into the container, and validates the adapter against the first task only. Use this before attempting a full sweep.

Full dataset

uvx terminal-bench run \
  --dataset terminal-bench-core==0.1.1 \
  --agent-import-path benchmarks.terminal_bench.mux_agent:MuxAgent

Results (pass/fail, token usage, wall-clock) are printed at the end of the run. Terminal-Bench also writes per-task logs under the current working directory; review them when diagnosing failures. You can also use make:

TB_CONCURRENCY=6 TB_LIVESTREAM=1 \
make benchmark-terminal TB_ARGS="--n-tasks 3 --model anthropic/claude-sonnet-4-20250514 --agent-kwarg mode=plan --agent-kwarg thinking_level=medium"

TB_DATASET defaults to terminal-bench-core==0.1.1, but can be overridden (e.g. make benchmark-terminal TB_DATASET=terminal-bench-core==head). Use --agent-kwarg mode=plan to exercise the plan/execute workflow—the CLI will gather a plan first, then automatically approve it and switch to execution. Leaving the flag off (or setting mode=exec) skips the planning phase. Use TB_CONCURRENCY=<n> to control --n-concurrent (number of concurrently running tasks) and TB_LIVESTREAM=1 to stream log output live instead of waiting for the run to finish. These map to Terminal-Bench’s --n-concurrent and --livestream flags.

How the Adapter Works

The adapter lives in benchmarks/terminal_bench/mux_agent.py. For each task it:

Copies the Mux repository (package manifests + src/) into /tmp/mux-app inside the container.
Ensures Bun exists, then runs bun install --frozen-lockfile.
Launches mux run (src/cli/run.ts) to prepare workspace metadata and stream the instruction, storing state under MUX_CONFIG_ROOT (default /root/.mux).

MUX_MODEL accepts either the Mux colon form (anthropic:claude-sonnet-4-5) or the Terminal-Bench slash form (anthropic/claude-sonnet-4-5); the adapter normalises whichever you provide.

Troubleshooting

command not found: bun – ensure the container can reach Bun’s install script, or pre-install Bun in your base image. The adapter aborts if the install step fails.
Workspace creation errors – set MUX_PROJECT_PATH to the project directory inside the task container if auto-discovery misses it.
Task timeouts – pass --n-tasks 1 while iterating on fixes, or set TB_TIMEOUT=180 when using make benchmark-terminal. The runner intentionally avoids GNU timeout so Harbor can classify task limits as AgentTimeoutError.

​Prerequisites

​Running Terminal-Bench

​Quick smoke test (single task)

​Full dataset

​How the Adapter Works

​Troubleshooting