Robo Use

Move the gripper to the goal position

metaworld-reachMeta-WorldSawyer armManipulationeasy

Reference solution, 51 of 500 steps.

Instruction

A Sawyer robot arm with a two-finger gripper stands at a table (adapted from Meta-World, reach-v3).

Goal: Move the gripper to the goal position.

In robo observe: hand_pos is the gripper position, gripper_open its opening (1 = open), obj1_pos/obj1_quat and obj2_pos are the task objects (obj1 = (unused); goal = target), and goal_pos is the target. The full 39-number observation vector is also given as obs_vector.

How the robot is controlled and scored

You are controlling a simulated robot. Read the task below, then solve it by running the robo command in your shell (start with robo info and robo observe). Keep going until the task is done, then call robo done once. Do not stop to ask questions; there is no human to answer.

How to control the robot

You are the robot's policy. You act only through the robo command in your shell. There is no other way to move the robot, and you cannot read or change the simulator, the scoring, or other files to succeed; the episode server judges the final physical state itself.

robo info                         # action space, available skills, step budget
robo observe                      # robot and object state as numbers
robo observe --image              # also saves a camera image and prints its path (open it to look)
robo act DX DY DZ GRIP [--repeat N]   # low-level action, applied N times (N <= 50)
robo move-to X Y Z [--grip G]     # skill: move the gripper toward a point (if enabled for this task)
robo grip G [--steps N]           # skill: hold position and set the gripper (+1 close, -1 open)
robo done "short summary"         # end the episode and ask for scoring
robo give-up "reason"             # end the episode without claiming success
  • Positions are in metres in the world frame (x, y on the table plane, z up).
  • The episode has a fixed step budget (see robo info); every simulated step counts, including skills.
  • Unless the task says otherwise, success is judged about 10 steps after you call robo done, with the robot holding still, so the goal must still be true when the robot stops.
  • Work in small steps and re-observe after each motion. Call robo done exactly once when finished.

Run this task

ROBOUSE_ORACLE_TOKEN=$(openssl rand -hex 16) \
  bench eval run \
    -d farama-foundation/metaworld@0.2 \
    --registry https://robouse.ai/hub/registry.json \
    --agent oracle \
    --include metaworld-reach

Pinned to robohub commit e472b1a1e041. The verifier and the reference solution are not published.

Trial
GPT-6 Astra · CodexSolved36 / 50020 sTrial Compare
Kimi K3 · Claude CodeSolved36 / 50012 sTrial Compare
Kimi K3 · mini-swe-agentSolved36 / 50013 sTrial Compare
GLM-5.3 · mini-swe-agentSolved34 / 50014 sTrial Compare
GLM-5.3 · Claude CodeSolved36 / 50011 sTrial Compare
Opus 5.5 · Claude CodeSolved36 / 50010 sTrial Compare
GLM-5.3 · CodexSolved36 / 50016 sTrial Compare
pi0.5-LIBERO · VLANot solved499 / 50032 sTrial Compare
GR00T N1.7-LIBERO · VLANot solved499 / 50031 sTrial Compare
MolmoAct2-LIBERO · VLANot solved500 / 5002 minTrial Compare

These trials ran on version 0.1, now deprecated (superseded by 0.2).