lllllllama/rigorpilot-skills

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, 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 …

All-time #77 Trending #9519 First seen Mar 30, 2026
8-week activity · all time api

Installation

$ npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver

Summary

  • 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.

Similar popular skills

Related neighbors and high-traction skills in the same topics — useful to compare before installing.

Security audits

Partner security reviews for this skill.

agent-trust-hub SAFE

Analyzed May 29, 2026

The skill consists of instructional documentation and configuration for academic research support. It does not contain any executable code, scripts, or network operations beyond information retrieval from standard research databases.

snyk MEDIUM

Analyzed May 29, 2026

[MEDIUM] W011: Third-party content exposure detected (indirect prompt injection risk).

socket Score 0.9000 · 0 alerts

Analyzed May 29, 2026

  • license 1
  • maintenance 1
  • quality 0.9
  • supply chain 1
  • vulnerability 1

0 alerts

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Not declared
Cursor Not declared
Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
OpenCode Not declared

Repository health

Stars 484
License LICENSE
Default branch main
Open issues 0
Status Active

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,066 B
  • docs SUMMARY.md 556 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 450,900 installs

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.

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.