paper-context-resolver

Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.

Jump to install

Repository: lllllllama/RigorPilot-Skills
Last source activity: May 18, 2026 at 03:58
Detected SKILL.md language: English
Stars: 477
Forks: 16

Install options

The review-first prompt is selected by default. You can switch to a direct command or download a local copy.

Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.

A direct command skips the review prompt. Inspect the source before running it.

npx skills add https://github.com/lllllllama/RigorPilot-Skills --skill paper-context-resolver

The command stays on one line. Scroll horizontally to inspect it before copying.

Prefer a local copy? Download the files currently available to SkillsMP.

Review the source files

Read SKILL.md and any companion files shown by SkillsMP before deciding whether to install.

File Explorer

3 files

SKILL.md

Source instructions · Read-only preview

Back to search Back to installation

paper-context-resolver

Use this as the Rigor Paper Context helper. The installed slug remains paper-context-resolver for compatibility.

When to apply

README and repo files leave a reproduction-critical gap.

The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.

The main skill needs a narrow evidence supplement instead of a full paper summary.

There is already a concrete reproduction question to answer.

When not to apply

The README already gives enough reproduction detail.

The user wants a general paper explanation rather than reproduction support.

The goal is to override README instructions without documenting the conflict.

The only available input is a paper title and there is no concrete reproduction gap yet.

Clear boundaries

This skill is optional.

This skill is helper-tier and should usually be orchestrator-invoked.

It supplements README-first reproduction.

It does not replace the main orchestration flow.

It does not summarize the whole paper by default.

Input expectations

target repo metadata

reproduction-critical question

existing README or repo evidence

any already known paper links

Output expectations

narrowed source list

reproduction-relevant answer only

explicit README-paper conflict note when applicable

clear distinction between direct evidence and inference

Notes

Use references/paper-assisted-reproduction.md.

name

paper-context-resolver

description