Remote Docker Debugger
SkillFiles & storageLets your agent run commands inside a remote Docker container using this debug skill.
Use Remote Docker Debugger in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add Remote Docker Debugger and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the Remote Docker Debugger skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
About this skill
Run commands inside a remote Docker container via the file-based command relay (tools/debugger). Use when the user says "run in Docker", "run on GPU", "debug remotely", "run test in container", "check nvidia-smi", "run pytest in Docker", or needs to execute any command inside a Docker container that
What this skill tells your AI
The instructions your AI receives, as published by nvidia/model-optimizer in plugins/modelopt/skills/debug/SKILL.md and read by ahel’s review.
Execute commands inside a Docker container from the host using the file-based command relay.
Read tools/debugger/CLAUDE.md for full usage details — it has the protocol and examples.
Quick Reference
# Check connection
bash tools/debugger/client.sh status
# Connect to server (user must start server.sh in Docker first)
bash tools/debugger/client.sh handshake
# Run a command
bash tools/debugger/client.sh run "<command>"
# Long-running command (default timeout is 600s)
bash tools/debugger/client.sh --timeout 1800 run "<command>"
# Cancel the currently running command
bash tools/debugger/client.sh cancel
# Reconnect after server restart
bash tools/debugger/client.sh flush
bash tools/debugger/client.sh handshake
Signals
- GitHub stars
- 5k
- Forks
- 716
- Last commit
- Oct 2026
- Hacker News mentions
- 20
Advanced
- Item type
- skill
- Key
debug-nvidia- Source
- github.com/nvidia/model-optimizer
github.com/nvidia/model-optimizer