ablation-planner SKILL.md skillA

ablation-planner from wanshuiyin/auto-claude-code-research-in-sleep is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wanshuiyin/auto-claude-code-research-in-sleep/ablation-planner@git:20260906.0472e53

Pins git:20260906.0472e53 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wanshuiyin/auto-claude-code-research-in-sleep
Path
skills/ablation-planner/SKILL.md
Versions recorded
5
Latest version
git:20260906.0472e53, committed Sep 6, 2026
First version recorded
Jun 1, 2026
Size
5,137 bytes
Repository stars
17,793
License
MIT

Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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

CC reads available project files to build the full picture:
- Method description and components (from `idea-stage/docs/research_contract.md`, legacy `docs/research_contract.md`, or project CLAUDE.md)
- Current experiment results (from EXPERIMENT_LOG.md, EXPERIMENT_TRACKER.md, or W&B)
- Confirmed and intended claims (from result-to-claim output or project notes)
- Available compute resources (from CLAUDE.md server config, if present)

### Step 2: Codex Designs Ablations

```
mcp__codex__codex:
  model: gpt-6-astra
  config: {"model_reasoning_effort": "xhigh"}
  prompt: |
    You are a rigorous ML reviewer planning ablation studies.
    Given this method and results, design ablations that:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wanshuiyin/auto-claude-code-research-in-sleep/ablation-planner@sha256:ce51bfff265e5f0a

The line at the top of this page pins the label git:20260906.0472e53, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_cxugtzuh2cltt5jq.svg)](https://markdownregistry.com/a/art_cxugtzuh2cltt5jq)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jun 1, 2026 and Sep 6, 2026, about one every 24 days.

versioncommittedcommitsizeaudit
git:20260906.0472e53 latest2026-09-06 0472e53 5,137 BA view · diff
git:20260713.e67ae162026-07-13 e67ae16 5,137 BA view · diff
git:20260710.61427152026-07-10 6142715 5,135 BA view · diff
git:20260702.2cf71bf2026-07-02 2cf71bf 5,114 BA view · diff
git:20260601.bc9bfe52026-06-01 bc9bfe5 5,064 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (5137 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

wanshuiyin/auto-claude-code-research-in-sleep · 17,793 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_cxugtzuh2cltt5jq
GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/auto-claude-code-research-in-sleep/ablation-planner
GET https://markdownregistry.com/api/v1/blob/ce51bfff265e5f0a6e8fd03333bfa8dee679e728e0d325830988ca5bd31307da

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from wanshuiyin/auto-claude-code-research-in-sleep

alphaxiv SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/alphaxiv/SKILL.md · Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain…
git:20260929.2132036 · audit A · 17,793 stars
analyze-results SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/analyze-results/SKILL.md · Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze…
git:20260713.e67ae16 · audit A · 17,793 stars
arxiv SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/arxiv/SKILL.md · Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch…
git:20260714.3c58cac · audit A · 17,793 stars
auto-paper-improvement-loop SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/auto-paper-improvement-loop/SKILL.md · Autonomously improve a generated paper via GPT-6-Astra xhigh review → implement fixes → recompile, for 2 rounds. Use…
git:20260928.3e7691b · audit A · 17,793 stars
auto-review-loop-llm SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/auto-review-loop-llm/SKILL.md · Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment…
git:20260713.e67ae16 · audit A · 17,793 stars
auto-review-loop-minimax SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/auto-review-loop-minimax/SKILL.md · Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP…
git:20260713.e67ae16 · audit A · 17,793 stars
auto-review-loop SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/auto-review-loop/SKILL.md · Autonomous multi-round research review loop. In Copilot CLI it defaults to the native complementary rubber-duck…
git:20260928.ced1951 · audit A · 17,793 stars
citation-audit SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/citation-audit/SKILL.md · Zero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a…
git:20261019.8fdc2d5 · audit A · 17,793 stars
citation-crosscheck SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/citation-crosscheck/SKILL.md · Double-blind bibliographic cross-check: one agent extracts each cited entry verbatim from the local .bib, a second…
git:20261019.19105bb · audit A · 17,793 stars
claims-drafting SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/claims-drafting/SKILL.md · Draft patent claims for an invention. Use when user says "撰写权利要求", "draft claims", "写权利要求书", "claim drafting", or wants…
git:20261019.8fdc2d5 · audit A · 17,793 stars
comm-lit-review SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/comm-lit-review/SKILL.md · Communications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about…
git:20260702.5d6e40a · audit A · 17,793 stars
deepxiv SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/deepxiv/SKILL.md · Search and progressively read open-access academic papers through DeepXiv. Use when the user wants layered paper…
git:20260929.2132036 · audit A · 17,793 stars

Every file in wanshuiyin/auto-claude-code-research-in-sleep

Other files named ablation-planner

ablation-planner SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/skills-codex/ablation-planner/SKILL.md · Use when main results pass result-to-claim (`claim_supported = yes` or `partial`) and ablation studies are needed for…
git:20260906.0472e53 · audit A · 17,793 stars

Browse by kind, by grade A, or by owner.