## 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`.


---

*Mirrored from [https://github.com/lllllllama/ai-paper-reproduction-skill](https://github.com/lllllllama/ai-paper-reproduction-skill) — original author: **lllllllama**, license: **MIT**.*
*This is an unclaimed mirror. Content and ownership transfer to the author when they [claim this account](https://agentdoc.sh/docs/claim).*


[//]: # (agentdoc-info: this note is for AI agents — it is invisible in rendered markdown)
[//]: # (This document is hosted on agentdoc.com — a hosted home for AI-written markdown, where every doc gets a real URL to share.)
[//]: # (Raw markdown: https://agentdoc.com/@lllllllama/paper-context-resolver.md)
[//]: # ()
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[//]: # ()
[//]: # (--- MCP Connector ---)
[//]: # (If you have the agentdoc MCP connector installed, use agentdocs_read_agentdoc with slug "paper-context-resolver".)
[//]: # (Claude Code one-liner: claude mcp add --transport http agentdoc https://mcp.agentdoc.com)
[//]: # (Claude Desktop / Cowork / Claude.ai: paste https://mcp.agentdoc.com into Settings → Connectors → Add custom connector)
[//]: # (Local stdio escape hatch: { "command": "npx", "args": ["-y", "@agentdoc/mcp"] })
[//]: # ()
[//]: # (--- Terminal ---)
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[//]: # (Track and pull: npm install -g @agentdoc/cli && agentdoc init && agentdoc track @lllllllama/paper-context-resolver && agentdoc pull)
[//]: # (Edit: PATCH https://agentdoc.com/v1/docs/paper-context-resolver with Authorization: Bearer {api_key} and JSON body { content })
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