Ablation Planner

Ablation Planner is an AI Engineering skill for Claude Code, published by wanshuiyin in Auto-claude-code-research-in-sleep.

14.7K stars1.3K forkson wanshuiyin/Auto-claude-code-research-in-sleepAdded 2026/08/14Repository updated 2026/08/11

View source on GitHub Download repo ZIP

ai-researchai-toolsarisautonomous-agentclaudeclaude-codeclaude-code-skillscodexdeep-learninggptidea-generationllmmachine-learningmcpmcp-serverml-researchopenaipaper-reviewpaper-writingresearch-automation

Install in seconds

Install Ablation Planner

Copy Ablation Planner into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/ablation-planner ~/.claude/skills/ablation-planner

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/ablation-planner/SKILL.md in wanshuiyin/Auto-claude-code-research-in-sleep
Installs to: ~/.claude/skills/ablation-planner
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Ablation Planner does

Ablation Planner designs ablation studies for machine learning research papers, isolating component contributions and prioritizing experiments when main results pass.

Ablation Planner is cataloged under AI Engineering on DirSkills. Ablation Planner comes from a repository tagged ai-research, ai-tools, aris, autonomous-agent and claude.

Documentation

README

Excerpt

Ablation Planner

Systematically design ablation studies that answer the questions reviewers will ask. Codex leads the design (reviewer perspective), CC reviews feasibility and implements.

Context: $ARGUMENTS

When to Use

Main results pass /result-to-claim with claim_supported = yes or partial
User explicitly requests ablation planning
/auto-review-loop reviewer identifies missing ablations

Workflow

Step 1: Prepare Context

This is the opening of the README. Read the full README on GitHub.

Commands Ablation Planner provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/result-to-claim
/auto-review-loop

Frequently asked about Ablation Planner

What else does wanshuiyin publish alongside Ablation Planner?
Ablation Planner is one of 25 skills that DirSkills catalogs from wanshuiyin/Auto-claude-code-research-in-sleep, the repository it ships in. Its siblings there include AlphaXiv, Analyze Results and ArXiv Paper Search. Each one is a separate skill with its own page in this directory, installs the same way Ablation Planner does, and is maintained by wanshuiyin in that same repository. The rest of the collection is listed on the wanshuiyin/Auto-claude-code-research-in-sleep page.
How does Ablation Planner compare to other AI Engineering skills?
Ablation Planner ranks #304 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Ablation Planner against them. Open each page to compare what they document and how they install.