paper-context-resolver
SkillSearchLets your agent fill narrow gaps when reproducing an ML paper's code, like exact dataset splits or eval settings.
Use paper-context-resolver in Claude, ChatGPT or Ahel Desktop
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Then ask your AI: use the paper-context-resolver skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
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Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
About this skill
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
What this skill tells your AI
The instructions your AI receives, as published by lllllllama/rigorpilot-skills in skills/paper-context-resolver/SKILL.md and read by Ahel’s review.
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.
Signals
- GitHub stars
- 496
- Forks
- 17
- Last commit
- Sep 2026
Ahel recommends instead
Advanced
- Item type
- skill
- Key
rigorpilot-skills-paper-context-resolver- Source
- github.com/lllllllama/rigorpilot-skills