30-SECOND BRIEF
What it does—and when it fits
Paper Context Resolver is a narrow helper for README-first deep-learning reproduction. It investigates only reproduction-critical gaps such as dataset split or version, preprocessing, evaluation protocol, checkpoint mapping, and runtime assumptions, then separates direct evidence from inference and flags README–paper conflicts instead of silently overriding the repository.
INSTALL BY AGENT
Choose your Agent
Paths come from official Agent docs or the universal installer behind skills.sh. Compatibility still follows this Skill's record.
.claude/skills/paper-context-resolver/~/.claude/skills/paper-context-resolver/Use project scope for team sharing and personal scope across repositories. The installer defaults to project scope; add -g for personal scope.
npx skills add lllllllama/rigorpilot-skills --skill paper-context-resolver --agent claude-codeClaude Code discovers custom Skill folders automatically at project or personal scope.
View path evidence ↗TYPICAL WORKFLOW
A practical workflow
Resolve a critical gap
Answer one narrow question that blocks a trustworthy reproduction.
Compare paper and repository
Surface conflicts between published methods and current repository instructions.
Label evidence quality
Separate source-backed facts from reasoned inference in the final answer.
THE TRADEOFFS
Advantages and tradeoffs
Notable strengths
- This profile is manually organized around the current upstream SKILL.md workflow.
- The capability boundary remains explicitly tied to lllllllama/rigorpilot-skills.
- Core uses, limitations, and risks are separated for pre-install review.
Limitations
- It is not a general paper summary, title lookup, repository scan, setup workflow, or experiment runner.
- Missing or contradictory sources may leave the reproduction partially blocked rather than producing a convenient answer.
BEST FIT
Who it is for
Researchers reproducing deep-learning repositories
Reviewers auditing experimental comparability
BEFORE YOU USE IT
Risks to review before use
Inferred protocol mistaken for evidence
A plausible guess about splits, preprocessing, or evaluation can invalidate comparisons. Preserve citations, label inference explicitly, and stop when the evidence does not support a trustworthy choice.
Upstream instruction drift
Behavior can change with upstream updates. Record the commit used for important workflows and review updates before adoption.
SECURITY
What the permission profile means
- Declared access remains governed by the current upstream SKILL.md and runtime requests.
- Treat repository files, web content, and tool output as untrusted input.
- SkillSignal has not independently executed or security-audited this package; external skills.sh labels are not SkillSignal certification.
Not a security certification. External ratings are attributed references. SkillSignal has not independently executed or security-reviewed this Skill.
INSIDE THE PACKAGE
Indexed files
TAGS
Manually expanded from the current upstream SKILL.md and linked source at lllllllama/rigorpilot-skills, checked 2026-08-20. This is an original summary, not an execution result or security certification.