# 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.

Source: https://skillsagentes.com/skills/lllllllama/rigorpilot-skills/paper-context-resolver
Repository: https://github.com/lllllllama/RigorPilot-Skills
Author: lllllllama
License: MIT
Updated: hace 2 meses
Context cost: 132 tok installed, 517 tok once triggered, 940 tok with every bundled file
Bundle: 3 files, 4 KB
Permissions requested: none declared

## Install

```bash
npx -y skills add lllllllama/RigorPilot-Skills --skill paper-context-resolver --agent claude-code
```

## What it does

- Busca en fuentes primarias del paper un detalle concreto necesario para reproducir un repo (split de datos, preprocesado, protocolo de evaluación, mapeo de checkpoints o supuestos de runtime)
- Distingue evidencia directa del paper frente a inferencia propia
- Señala explícitamente conflictos entre el README y el paper cuando existen
- Reduce la lista de fuentes a las relevantes para esa pregunta puntual

## Use it when

- El README y los archivos del repo dejan un vacío crítico para la reproducción
- El vacío es sobre versión/split de dataset, preprocesado, protocolo de evaluación, mapeo de checkpoints o supuestos de runtime
- Ya existe una pregunta concreta de reproducción que responder
- El skill principal necesita solo un complemento de evidencia puntual, no un resumen completo del paper

## Don't bother when

- El README ya da suficiente detalle de reproducción
- El usuario quiere una explicación general del paper, no soporte de reproducción
- Solo se dispone del título del paper y no hay un vacío de reproducción concreto

## What triggers it

- "El README no dice qué split de validación usa este paper, ¿puedes revisarlo en el paper original?"
- "Necesito confirmar el protocolo de evaluación exacto del paper para este checkpoint"
- "¿El paper especifica el preprocesado de imágenes que falta en el README de este repo?"

## Before you install

- Requiere el archivo references/paper-assisted-reproduction.md y se usa normalmente invocado por un skill orquestador, no de forma independiente.

## Files

- SKILL.md — 2 KB
- agents/openai.yaml — 368 B
- references/paper-assisted-reproduction.md — 1 KB

## SKILL.md

Reproduced verbatim from lllllllama/RigorPilot-Skills under MIT. This section is the upstream document and is in English.

# 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`.

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Skills Agentes — https://skillsagentes.com/skills/lllllllama/rigorpilot-skills/paper-context-resolver