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Inference Format Optimizer

Category: General  ·  Sub-category: agents-skills-meta  ·  Last updated:
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.
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From the source SKILL.md

This skill provides procedural workflows, CLI orchestrators, decision guardrails, and subagent protocols for iteratively optimizing A2UI inference formats.

What this skill does

Inference Format Optimizer is a community-contributed Claude Code skill in the agents-skills-meta sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/inference-format-optimizer/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Inference Format Optimizer Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 206,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/inference-format-optimizer
curl -L https://claudskills.com/skills/inference-format-optimizer/SKILL.md \
  -o ~/.claude/skills/inference-format-optimizer/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/inference-format-optimizer/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/inference-format-optimizer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\inference-format-optimizer\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Inference Format Optimizer Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/inference-format-optimizer/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Inference Format Optimizer skill do?
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.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Inference Format Optimizer skill?
Use Inference Format Optimizer when your Claude Code task falls under the General category — specifically in the agents skills meta area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Inference Format Optimizer" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Inference Format Optimizer skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Inference Format Optimizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
a2ui-project. (2026). Inference Format Optimizer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/inference-format-optimizer/
BibTeX
@misc{inference-format-optimizer-2026,
  author    = {a2ui-project},
  title     = {Inference Format Optimizer [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/inference-format-optimizer/}
}

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Grade A · scanned 2026-10-11 — free static scan against the OWASP Agentic Skills Top 10.

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