paper-context-resolver
Installation
Summary
Resolve reproduction-critical gaps by extracting dataset, preprocessing, and protocol details from primary papers.
- Targets narrow reproduction questions (dataset splits, preprocessing steps, evaluation protocols, checkpoint mappings) rather than general paper summaries
- Requires concrete reproduction context: existing README, repo evidence, and a specific gap to fill
- Documents conflicts between README guidance and paper sources explicitly
- Designed as a helper skill, typically invoked by orchestrators to supplement README-first reproduction workflows
- Skips general paper explanation, title-only lookups, and environment setup tasks
SKILL.md
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.
Installs
140.1K
Repository
lllllllama/ai-paper-reproduction-skillGitHub Stars
412
First Seen
Mar 30, 2026
Security Audits