Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Forge
Shortlist this skill and compare it with close alternatives before production adoption.
Fastest prototype
Forge
Best first install candidate based on install readiness and adoption.
Freshest repo
foxglove
Most recent maintenance signal among this shortlist.
| Signal | Forge Robotics Data Toolkit | Convert between robotics dataset formats (RLDS, LeRobot v2/v3, Zarr, HDF5, Rosbag). Inspect, visualize, and analyze datasets. Works with HuggingFace Hub. Built for OpenVLA, Octo, LeRobot, and Diffusion Policy workflows. | foxglove Visualize live or recorded ROS robot data remotely with Foxglove or Lichtblick. |
|---|---|---|
| Quality | 73/100 Strong | 55/100 Promising |
| Decision verdict | 72/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 54/100 Needs manual review Do a manual repository review before adding this to an agent workflow. |
| Adoption | 171 stars Verified outcomes are shown on each skill page | 22 stars Verified outcomes are shown on each skill page |
| Freshness | Jul 22, 2026 | Oct 1, 2026 |
| Use-case fit | ||
| Workflow fit |
| Platform hints | Python, Robotics, Claude Code | Claude Code, Browser agents |
| Warnings | No OpenAgentSkill engagement data yet | Low GitHub adoption signal · No OpenAgentSkill engagement data yet |
| Best for | Browser automation workflows · Claude Code teams · builders willing to evaluate younger projects | hardware workflows · Claude Code teams · builders willing to evaluate younger projects |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · production agents without a repository review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add arpitg1304/forge | $ npx skills add robium-ai/robium --skill foxglove |