Reproduce the Artificial Analysis (AA) language-model performance workload shapes against an OpenAI-compatible chat endpoint using NVIDIA AIPerf. Drives the three AA text shapes (1k input / >=1k answer, 10k / >=1.5k, 100k / >=2k) with temperature 0, top_p 1, and the vLLM-style min_tokens + ignore_eos "at least N answer tokens" guarantee. Two modes: synthetic (AIPerf generates the prompt at the token mean) and dataset-replay (a generated o200k_base-counted JSONL replayed identically). Ships a self-contained script and an `aa` perf_tune_report cell_run backend. Use when comparing a hosted inference endpoint to AA leaderboard numbers or reproducing AA's methodology. Triggers on "artificial analysis workload", "AA benchmark", "AA 1k/10k/100k shapes", "reproduce artificialanalysis.ai", "AA methodology", "aa-10k", "compare to AA leaderboard", or any combination of "artificial analysis / AA" with "workload / shape / benchmark / dataset".
Inference Aa Workload includes a dedicated installation section; worked examples; pricing or quota commentary. At roughly 2,322 words the SKILL.md is on the longer end of the catalog distribution.
License
MIT
Original author
cfregly
Indexed lastmod
Catalog position
General · ai-tooling
Indexed related skills
10
How Inference Aa Workload fits the catalog
Inference Aa Workload sits in the General category under the ai-tooling sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.
These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.
What this skill does
Inference Aa Workload is a community-contributed Claude Code skill in the ai-tooling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/inference-aa-workload/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when comparing a hosted inference endpoint to AA leaderboard numbers or reproducing AA's methodology. Triggers on "artificial analysis workload", "AA benchmark", "AA 1k/10k/100k shapes", "reproduce artificialanalysis.
Who uses this skill
The Inference Aa Workload 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 168,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
Or just download SKILL.md directly and drop it into ~/.claude/skills/inference-aa-workload/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/inference-aa-workload/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\inference-aa-workload\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.
How do I install the Inference Aa Workload Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/inference-aa-workload/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Inference Aa Workload skill do?
Reproduce the Artificial Analysis (AA) language-model performance workload shapes against an OpenAI-compatible chat endpoint using NVIDIA AIPerf. Drives the three AA text shapes (1k input / >=1k answer, 10k / >=1.5k, 100k / >=2k) with temperature 0, top_p 1, and the vLLM-style min_tokens + ignore_eos "at least N answer tokens" guarantee. Two modes: synthetic (AIPerf generates the prompt at the token mean) and dataset-replay (a generated o200k_base-counted JSONL replayed identically). Ships a self-contained script and an `aa` perf_tune_report cell_run backend. Use when comparing a hosted inference endpoint to AA leaderboard numbers or reproducing AA's methodology. Triggers on "artificial analysis workload", "AA benchmark", "AA 1k/10k/100k shapes", "reproduce artificialanalysis.ai", "AA methodology", "aa-10k", "compare to AA leaderboard", or any combination of "artificial analysis / AA" with "workload / shape / benchmark / dataset".
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 Aa Workload skill?
Use Inference Aa Workload when your Claude Code task falls under the General category — specifically in the ai tooling 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 Aa Workload" 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 Aa Workload 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 Aa Workload 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/.
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
cfregly. (2026). Inference Aa Workload [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/inference-aa-workload/
BibTeX
@misc{inference-aa-workload-2026,
author = {cfregly},
title = {Inference Aa Workload [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/inference-aa-workload/}
}
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