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fine-tuning-openvla-oft
80 / 100 · Low risk
Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.
By hashgraph-online/awesome-codex-plugins (GitHub) · coding · 1,573 stars · scanned at commit 70b6a3a
Fine-tunes and evaluates OpenVLA-OFT and OpenVLA-OFT+ policies for robot action generation with continuous action heads, LoRA adaptation, and FiLM conditioning on LIBERO simulation and ALOHA real-world setups. Use when reproducing OpenVLA-OFT paper results, training custom VLA action heads (L1 or diffusion), deploying server-client inference for ALOHA, or debugging normalization, LoRA merge, and cross-GPU issues.
Works with any agent that supports SKILL.md skills.
What this skill can do
Runs commands on your computer
The author does not mention this. Expected for a coding skill.
Found in 15 places.
Show 12 more
- plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 120
pip install packaging ninja - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 148
git clone https://github.com/Lifelong-Robot-Learning/LIBERO.git - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 166
python experiments/robot/libero/run_libero_eval.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 212
torchrun --standalone --nnodes 1 --nproc-per-node 8 vla-scripts/finetune.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 241
python vla-scripts/merge_lora_weights_and_save.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 264
python experiments/robot/aloha/preprocess_split_aloha_data.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 290
torchrun --standalone --nnodes 1 --nproc-per-node 8 vla-scripts/finetune.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 313
python vla-scripts/deploy.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 328
python experiments/robot/aloha/run_aloha_eval.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 374
python vla-scripts/merge_lora_weights_and_save.py \ - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 410
export MUJOCO_GL=egl PYOPENGL_PLATFORM=egl - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 421
export HF_HOME=/scratch/$USER/.cache/huggingface
Downloads and installs other software
The author does not mention this.
Found in 17 places.
Show 14 more
- plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 120
pip install packaging ninja - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 121
pip install "flash-attn==2.5.5" --no-build-isolation - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 149
pip install -e LIBERO - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/SKILL.md, line 150
pip install -r experiments/robot/libero/libero_requirements.txt - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/aloha-workflow.md, line 18
pip3 install torch torchvision torchaudio - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/aloha-workflow.md, line 19
pip install -e . - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/aloha-workflow.md, line 20
pip install uvicorn fastapi json-numpy - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/aloha-workflow.md, line 28
pip3 install torch torchvision torchaudio - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/aloha-workflow.md, line 29
pip install -e . - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/aloha-workflow.md, line 30
pip install -r experiments/robot/aloha/requirements_aloha.txt - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/libero-workflow.md, line 18
pip3 install torch torchvision torchaudio - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/libero-workflow.md, line 19
pip install -e . - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/libero-workflow.md, line 22
pip install -e LIBERO - plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft/references/libero-workflow.md, line 23
pip install -r experiments/robot/libero/libero_requirements.txt
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'fine-tuning-openvla-oft' ] || [ -L ~/.agents/skills/'fine-tuning-openvla-oft' ]; then echo 'A skill folder named fine-tuning-openvla-oft already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/hashgraph-online/awesome-codex-plugins' "$d" && git -C "$d" checkout --quiet '70b6a3a3a7c774671e45af646306e1448baf0511' -- 'plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/KalarisLabs/research-agent-skills/skills/fine-tuning-openvla-oft' ~/.agents/skills/'fine-tuning-openvla-oft' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'fine-tuning-openvla-oft' ~/.claude/skills/'fine-tuning-openvla-oft' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for hashgraph-online/awesome-codex-plugins shows the score of its lowest-scoring skill.

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Score history
| Date | Version | Score |
|---|
| 2026-11-14 | 70b6a3a | 80 |
| 2026-11-13 | 3e1e6b2 | 80 |
| 2026-11-12 | 6d2e63f | 80 |
| 2026-11-11 | 4070676 | 80 |
| 2026-11-10 | f620aba | 80 |
| 2026-11-09 | 3062ea3 | 80 |
| 2026-11-08 | 057d789 | 80 |
| 2026-11-06 | e012fe1 | 80 |