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Brev managed GPU instances with Docker support.
Passed 20 of 20 test cases with the skill, and 7 of 20 without it.
and 17 more in the full report
14 fixed8 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want to check what L40S or A100 GPU instances are available across providers on Brev. Which CLI command should I run?
| Checked | Without skill | With skill |
|---|---|---|
| Uses brev search with GPU filtering options | Missed | Passed |
The instructions your model reads when the skill loads.
NVIDIA Brev provides on-demand GPU instances across multiple cloud providers. Instances come pre-loaded with NVIDIA drivers, CUDA, Docker, and NVIDIA Container Toolkit.
Brev is instance-based (not job-based). You create an instance, run commands on it via brev exec, and delete it when done. The TAO SDK's BrevHandler wraps this into the standard job interface.
This skill needs the brev CLI and an active login. Check before proceeding:
# 1. brev CLI installed
command -v brev >/dev/null 2>&1 || {
echo "MISSING: brev CLI not installed. Install:"
echo " https://docs.nvidia.com/brev/"
exit 1
}
# 2. brev command reference available.
brev --help >/dev/null || {
echo "MISSING: brev CLI help unavailable; verify the brev installation."
exit 1
}
# 3. brev login active — always token-login first when running headless.
# Plain `brev ls` will hit an interactive auth prompt (read: EOF on stdin)
# even when BREV_API_TOKEN is set, so refresh the session up front.
if [ -n "$BREV_API_TOKEN" ]; then
brev login --token "$BREV_API_TOKEN" >/dev/null 2>&1 || {
echo "MISSING: brev token login failed. Verify BREV_API_TOKEN."
exit 1
}
fi
# Retry once after a forced re-login: cached creds occasionally desync and the
# first `brev ls` returns auth EOF until the session is rebuilt.
brev ls >/dev/null 2>&1 || {
[ -n "$BREV_API_TOKEN" ] && brev login --token "$BREV_API_TOKEN" >/dev/null 2>&1
brev ls >/dev/null 2>&1 || {
echo "MISSING: not logged in to brev. Run:"
echo " brev login # interactive (opens browser)"
test cases passed, vs 7 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.