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paper-context-resolver

by @lllllllamav
4.8(656)

Resolves key contextual information in AI paper reproduction, supplementing technical details like dataset versions, evaluation protocols, and checkpoint mappings, providing actionable evidence.

reproducibilityai-engineeringmodel-trainingresearchGitHub
Installation
npx skills add lllllllama/ai-paper-reproduction-skill --skill paper-context-resolver
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Before / After Comparison

1
Before

Manually searching for papers and related materials, inferring missing information, and multiple trial-and-error attempts to determine the correct configuration. Solving a reproduction issue takes 1-2 hours.

After

Automatically identifying knowledge gaps, retrieving relevant papers and issues, extracting specific configuration details, and providing actionable recommendations. Solving a problem takes only 10-15 minutes.

SKILL.md

paper-context-resolver

paper-context-resolver

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.

  • 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. Weekly Installs509Repositorylllllllama/ai-p…on-skillGitHub Stars1First SeenTodaySecurity AuditsGen Agent Trust HubPassSocketPassSnykWarnInstalled onopencode509gemini-cli509deepagents509antigravity509codebuddy509github-copilot509

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Statistics

Installs127.9K
Rating4.8 / 5.0
Version
Updated2026年5月23日
Comparisons1

User Rating

4.8(656)
5
16%
4
49%
3
31%
2
4%
1
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Compatible Platforms

🔧Claude Code

Timeline

Created2026年3月31日
Last Updated2026年5月23日