verify-outcome

Verify robotic task success by comparing action results with scene and reward queries.

Updated Jul 5, 2026
One-click install
npx skills add https://github.com/bensonlee5/openral --skill verify-outcome
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: verify-outcome
Source: https://github.com/bensonlee5/openral/tree/main/rskills/verify-outcome
Command: npx skills add https://github.com/bensonlee5/openral --skill verify-outcome

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill verifies the success of a task or subtask by checking the actual outcome against the action result, ensuring accuracy before proceeding.

Core Features & Use Cases

  • Task Outcome Verification: After a skill or subtask completes, verify its success using scene and reward queries.
  • Scene and Reward Monitoring: Use query_scene and query_task_progress to confirm the task's success condition.
  • Object Pose Confirmation: Optionally confirm the object's pose with locate_in_view.
  • Evidence-Based Classification: Classify success or failure based on evidence, triggering replanning or handoff on failure.

Quick Start

Verify the outcome of the 'pick-and-place' task by using the verify-outcome skill.

Frequently Asked Questions about verify-outcome

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I verify robotic task execution success after completion?

Verify robotic task execution success by comparing the action result with the actual outcome using scene and reward queries to confirm the success condition before proceeding.

What is evidence-based task verification in robotics?

Evidence-based task verification in robotics classifies task success or failure by querying the scene and monitoring task progress, ensuring accuracy before triggering replanning or handoff.

How do I check task progress and scene state for robotic operations?

Check task progress and scene state by using query_scene and query_task_progress tools to confirm the success condition of a completed robotic subtask.

Can I confirm object pose during robotic task verification?

Yes, you can confirm object pose during robotic task verification by optionally using the locate_in_view tool to validate the object's position in the scene.

What happens when robotic task verification detects a failure?

When robotic task verification detects a failure, it triggers replanning or handoff based on the evidence gathered from scene and reward queries.

Do I need scene and reward monitoring tools to verify robotic task outcomes?

Yes, verifying robotic task outcomes requires access to scene and reward monitoring tools to compare actual outcomes against action results and classify success.