ai-research-explore
Rigor Explore compatible skill slug for meaningful and potentially novel deep learning research candidates. Use when the…
@lllllllamaInstall SkillDevelopment
Skill
/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,
Claude Code
$ npx -y skills add lllllllama/rigorpilot-skills --skill paper-context-resolver --agent claude-code
Codex
$ npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver -a codex -y
Cursor
$ npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver -a cursor -y
Gemini CLI
$ npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver -a gemini-cli -y
GitHub Copilot
$ npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver -a github-copilot -y
OpenCode
$ npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver -a opencode -y
Windsurf
$ npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver -a windsurf -y
SKILL.md
paper-context-resolver.SKILL.mdname: paper-context-resolver
description: 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 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.
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`.
Read more
name: paper-context-resolver description: 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 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.
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`.
Stats
486
Stars
20
Forks
Maintained
Maintenance
Python
Language
MIT
License
Last commit
Created
Ships withrigorpilot-skills
Run research repositories from their README, with bounded execution and auditable evidence. RigorPilot adds section-level results without rewriting the original README. Trusted reproduction is the default; candidate exploration requires explicit authorization.
48611 skills
Stars on GitHub
Momentum
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- 486
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Questions about paper-context-resolver.
- Which coding agents can use paper-context-resolver?
- paper-context-resolver installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.