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.

Ir para a instalação

Repositório: lllllllama/RigorPilot-Skills
Última atividade na origem: 18 de maio de 2026 às 03:58
Idioma detectado do SKILL.md: inglês
Estrelas: 477
Forks: 16

Opções de instalação

Por padrão, está selecionado o prompt que primeiro revisa a origem. Você pode mudar para um comando direto ou baixar uma cópia local.

Instalar com Codex ou Claude Copie este prompt, cole no Codex, Claude ou outro assistente e deixe que ele revise a página da skill e instale para você.

Um comando direto ignora o prompt de revisão. Verifique a origem antes de executá-lo.

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

O comando permanece em uma só linha. Role horizontalmente para revisá-lo antes de copiar.

Prefere uma cópia local? Baixe os arquivos disponíveis atualmente no SkillsMP.

Revise os arquivos de origem

Leia o SKILL.md e os arquivos complementares exibidos pelo SkillsMP antes de decidir se vai instalar.

Explorador de arquivos

3 arquivos

SKILL.md

Instruções da origem · Visualização somente leitura

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ai-research-explore

Rigor Explore compatible skill slug for meaningful and potentially novel deep learning research candidates. Use when the researcher has chosen the task family, dataset, benchmark, evaluation method, provided SOTA references, and wants candidate-only exploration on top of `current_research` with auditable repo understanding, idea gating, fair comparison, and governed experiments written to `explore_outputs/`. Do not use for README-first trusted reproduction, open-ended direction finding, narrow code-only or run-only exploration, passive repo analysis, verified novelty claims, or implicit experimentation.

2026-07-26

ai-research-reproduction

Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction. Use when the user wants an end-to-end, minimal-trustworthy flow that reads the repository first, selects the smallest documented inference or evaluation target, coordinates intake, setup, trusted execution, optional trusted training, optional repository analysis, and optional paper-gap resolution, enforces conservative patch rules, records evidence assumptions deviations and human decision points, and writes the standardized `repro_outputs/` bundle. Do not use for paper summary, generic environment setup, isolated repo scanning, standalone command execution, silent protocol changes, score chasing, or broad research assistance outside repository-grounded reproduction.

2026-07-26

repo-intake-and-plan

Rigor Intake helper for README-first deep learning repo reproduction. Use when the task is specifically to scan a repository, read the README and common project files, extract documented commands, classify inference, evaluation, and training candidates, and return the smallest trustworthy reproduction plan to the main orchestrator. Do not use for environment setup, asset download, command execution, final reporting, paper lookup, or end-to-end orchestration.

2026-07-26

Ver todas deste repositório

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