Paper Context Resolver
Skill Verified ActiveOptional narrow helper skill for README-first AI 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.
To provide narrow, targeted assistance in resolving specific details from primary paper sources that are critical for reproducing AI research repositories, especially when a gap exists between the README and the paper.
Features
- Resolves reproduction-critical paper details
- Targets dataset splits, preprocessing, evaluation protocols, and runtime assumptions
- Records conflicts between README and primary paper sources
- Supplements README-first reproduction efforts
Use Cases
- Use when the README and repository files leave a narrow, reproduction-critical gap concerning specific paper details.
- Use when the main skill needs a narrow evidence supplement to resolve a concrete reproduction question.
- Use to identify and record conflicts between README instructions and primary paper source details.
Non-Goals
- General paper summary or explanation
- Repository scanning or environment setup
- Command execution or replacing README guidance by default
- Overriding README instructions without documenting the conflict
Practical Utility
- info:Usage examplesWhile the skill's purpose and inputs/outputs are clear, explicit end-to-end usage examples showing invocation and outcome are not present in the SKILL.md or README.
Installation
npx skills add lllllllama/ai-paper-reproduction-skillRuns the Vercel skills CLI (skills.sh) via npx — needs Node.js locally and at least one installed skills-compatible agent (Claude Code, Cursor, Codex, …). Assumes the repo follows the agentskills.io format.
Quality Score
VerifiedSimilar Extensions
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