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monitor-experiment

Aggregate live status, logs, and final results from SSH and Vast.ai experiment sessions.

Updated Apr 2, 2026
Search Tags:#logs#metrics#ssh#experiments#monitor#wandb#screen
One-click install
npx skills add https://github.com/dz306271098/ARIS_for_Robotics --skill monitor-experiment-dz306271098
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: monitor-experiment
Source: https://github.com/dz306271098/ARIS_for_Robotics/tree/main/skills/monitor-experiment
Command: npx skills add https://github.com/dz306271098/ARIS_for_Robotics --skill monitor-experiment-dz306271098

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Helps operators monitor long-running experiments across servers and cloud instances, reducing manual checks and ensuring visibility into progress and outputs.

Core Features & Use Cases

  • Real-time status checks of running experiments across SSH servers and cloud nodes
  • Collect and summarize logs and per-session outputs from multiple screens or sessions
  • Retrieve optional metrics from WandB and aggregate final results for quick review
  • Generate actionable next-step recommendations based on observed progress and results

Quick Start

Ask the skill to monitor a running experiment by specifying the server alias or screen name.

Frequently Asked Questions about monitor-experiment

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

FAQPage Schema
How do I monitor long-running experiments across multiple SSH servers?▼

Yes, you can collect WandB metrics and JSON result files from cloud instances. The skill retrieves optional WandB summaries and discovers JSON outputs, aggregating final results from cloud-based sessions into a single reviewable summary.

How to check live experiment status from multiple screen sessions?▼

Checking live experiment status from multiple screen sessions involves executing SSH commands to extract logs and aggregate per-session outputs. The skill identifies running tasks across these sessions and generates actionable next-step recommendations based on observed progress.

Does this skill require WandB to retrieve experiment metrics?▼

No, WandB is not required to retrieve experiment metrics. The skill performs optional WandB metric retrieval and can discover JSON result files independently, allowing you to monitor experiments and collect logs without a mandatory WandB integration.

What is the best way to track experiment progress on Vast.ai instances?▼

The best way to track experiment progress on Vast.ai instances is to aggregate live status and outputs via SSH command execution. This approach discovers JSON results, pulls WandB summaries, and generates actionable next steps for cloud-based setups.

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