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inference-format-optimizer
95 / 100 · Low risk
Fine to try.
By a2ui-project/a2ui (GitHub) · design · 17,059 stars · scanned at commit 2341bb6
Iterative benchmarking, evaluation, and algorithmic optimization of alternative A2UI inference formats (such as Express, Atom, and Elemental). Trigger when asked to: (1) Run optimization passes or loops on an inference format, (2) Evaluate or benchmark format accuracy, latency, or token efficiency, (3) Create parallel worktree subagents for format iteration, or (4) Benchmark format trade-offs against baselines.
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.
Found in 31 places.
Show 17 more
- eval/iterative_format_optimizer/skills/inference-format-optimizer/scripts/utils/archiver.py, line 62
res = subprocess.run(cmd, cwd=workspace_root, capture_output=True, text=True) - eval/iterative_format_optimizer/skills/inference-format-optimizer/scripts/utils/runner.py, line 73
result = subprocess.run( - eval/iterative_format_optimizer/skills/inference-format-optimizer/scripts/utils/runner.py, line 157
result = subprocess.run(cmd, cwd=eval_root, capture_output=False) - eval/iterative_format_optimizer/skills/inference-format-optimizer/scripts/utils/runner.py, line 171
output = subprocess.check_output(dump_cmd, text=True, encoding="utf-8") - eval/iterative_format_optimizer/skills/inference-format-optimizer/scripts/utils/runner.py, line 186
result = subprocess.run( - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_compare_results.py, line 84
@patch("subprocess.check_output") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_compare_results.py, line 133
@patch("subprocess.check_output") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_compare_results.py, line 363
@patch("subprocess.check_output") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_optimize_format.py, line 113
@patch("subprocess.run") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_optimize_format.py, line 121
@patch("subprocess.run") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_optimize_format.py, line 129
@patch("subprocess.run") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_optimize_format.py, line 136
@patch("subprocess.run") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_optimize_format.py, line 143
@patch("subprocess.check_output") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_optimize_format.py, line 150
@patch("subprocess.run") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_sync_history.py, line 92
@patch("subprocess.check_output") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_utils.py, line 155
@patch("subprocess.run") - eval/iterative_format_optimizer/skills/inference-format-optimizer/tests/test_utils.py, line 193
@patch("subprocess.run")
and 11 more places
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'inference-format-optimizer' ] || [ -L ~/.agents/skills/'inference-format-optimizer' ]; then echo 'A skill folder named inference-format-optimizer already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/a2ui-project/a2ui' "$d" && git -C "$d" checkout --quiet '2341bb68c9ba1c95e79bc2e24e9513d6c30dd343' -- 'eval/iterative_format_optimizer/skills/inference-format-optimizer' && mkdir -p ~/.agents/skills && cp -R "$d"/'eval/iterative_format_optimizer/skills/inference-format-optimizer' ~/.agents/skills/'inference-format-optimizer' && 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/'inference-format-optimizer' ~/.claude/skills/'inference-format-optimizer' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
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Score history
| Date | Version | Score |
|---|
| 2026-11-11 | 2341bb6 | 95 |
| 2026-11-08 | 078b3d5 | 95 |