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ClaudSkills / Science & Research / math-stats

Multi Model Validation

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
ai:openaiai:geminitype:review
Run multiple AI models in parallel for 3-5x speedup with ENFORCED performance statistics tracking. Use when validating with Grok, Gemini, GPT-5, DeepSeek, MiniMax, Kimi, GLM, or Claudish proxy for code review, consensus analysis, or multi-expert validation. NEW in v3.2.0 - Direct API prefixes (mmax/, kimi/, glm/) for cost savings. Includes dynamic model discovery via `claudish --top-models` and `claudish --free`, session-based workspaces, and Pattern 7-8 for tracking model performance. Trigger keywords - "grok", "gemini", "gpt-5", "deepseek", "minimax", "kimi", "glm", "claudish", "multiple models", "parallel review", "external AI", "consensus", "multi-model", "model performance", "statistics", "free models".

About this skill (catalog notes)

Multi Model Validation includes worked examples; pricing or quota commentary; 71 code blocks for direct copy-paste. At roughly 9,549 words the SKILL.md is on the longer end of the catalog distribution.

License
MIT
Original author
MadAppGang
Indexed lastmod
Catalog position
Science & Research · math-stats
Indexed related skills
10

How Multi Model Validation fits the catalog

Multi Model Validation sits in the Science & Research category under the math-stats 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.

From the source SKILL.md

Version: 3.3.0 Purpose: Patterns for running multiple AI models in parallel via Claudish proxy with context-aware preferences, dynamic model discovery, session-based workspaces, and performance statistics Status: Production Ready

What this skill does

Multi Model Validation is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/multi-model-validation/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when validating with Grok, Gemini, GPT-5, DeepSeek, MiniMax, Kimi, GLM, or Claudish proxy for code review, consensus analysis, or multi-expert validation. NEW in v3.

Who uses this skill

The Multi Model Validation Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ 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/multi-model-validation
curl -L https://claudskills.com/skills/multi-model-validation/SKILL.md \
  -o ~/.claude/skills/multi-model-validation/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/multi-model-validation/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/multi-model-validation/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\multi-model-validation\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.

Frequently asked questions

How do I install the Multi Model Validation Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/multi-model-validation/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Multi Model Validation skill do?
Run multiple AI models in parallel for 3-5x speedup with ENFORCED performance statistics tracking. Use when validating with Grok, Gemini, GPT-5, DeepSeek, MiniMax, Kimi, GLM, or Claudish proxy for code review, consensus analysis, or multi-expert validation. NEW in v3.2.0 - Direct API prefixes (mmax/, kimi/, glm/) for cost savings. Includes dynamic model discovery via `claudish --top-models` and `claudish --free`, session-based workspaces, and Pattern 7-8 for tracking model performance. Trigger keywords - "grok", "gemini", "gpt-5", "deepseek", "minimax", "kimi", "glm", "claudish", "multiple models", "parallel review", "external AI", "consensus", "multi-model", "model performance", "statistics", "free models".
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 Multi Model Validation skill?
Use Multi Model Validation when your Claude Code task falls under the Science & Research category — specifically in the math stats 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 Multi Model Validation" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Multi Model Validation 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. Multi Model Validation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research 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
MadAppGang. (2026). Multi Model Validation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/multi-model-validation/
BibTeX
@misc{multi-model-validation-2026,
  author    = {MadAppGang},
  title     = {Multi Model Validation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/multi-model-validation/}
}

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