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 run
By lllllllama · 450,910 installs
npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver
Source repository · Upstream listing
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 .