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Purpose / Data analysis

Paper Context Resolver Skill Security Audit

What the author says it does (original text)

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 s

Independent security check

No obvious risks found in this check

Files checked
3
Risks found
0
Could it run dangerous commands?Looks for programs run straight after downloading, remote control of your computer, and hidden commands.No risks found
Could it expose your files or keys?Looks for uploads of files containing passwords or keys, and keys written directly in the code.No risks found
Could it delete files or keep running?Looks for broad file deletion, disk overwrites, and programs set to start automatically.No risks found
Could it bypass safety checks?Looks for skipped website security checks, excessive file access, or actions that skip your approval.No risks found
Could it mislead the AI or hide text?Checks the skill instructions for requests to ignore you, influence the report, or hide text in invisible characters.No risks found
Could it change links or payment recipients without asking?Looks for forced referral or payment changes combined with instructions to hide the change.No risks found

Inside this skill

6 instruction sections

This Skill is an optional helper used only when the README and repository leave a specific reproduction-critical gap. Its scope is limited to datasets, preprocessing, evaluation, checkpoint mapping, and runtime assumptions; it is not intended for general paper summaries or command execution.

View source
SKILL.md:13In the instructionsOpen original file
- 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.
SKILL.md:27In the instructionsOpen original file
- 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.

Sources are prioritized from README-provided links through official pages and arXiv/OpenReview; Google Scholar is used only to locate a primary source. The supplied files contain no scripts, installation steps, or instructions to execute downloaded content.

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references/paper-assisted-reproduction.md:9In the instructionsOpen original file
## Source order1. paper link explicitly provided by the README2. official project page or official paper page3. arXiv or OpenReview primary paper record4. Google Scholar only to help locate the primary source

If the paper and README disagree, the Skill requires both positions to be recorded and forbids silently replacing the README, reducing the risk of concealed changes to reproduction parameters or user decisions.

View source
references/paper-assisted-reproduction.md:43In the instructionsOpen original file
## Conflict ruleIf README and paper disagree:- do not silently replace README- record the conflict- explain which source says what- preserve the README-first policy in the final report
Start here · InstructionsSKILL.md
paper-context-resolver
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File reference map

References: 1
Files making referencesReferenced content
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Files and check records3 files

Coverage and gaps

Content covered in each file

These are the source ranges included in this check, not a guarantee that every issue has been resolved.

  • SKILL.mdFull text included
  • references/paper-assisted-reproduction.mdFull text included
  • agents/openai.yamlFull text included

This report is for the version above. We read the available code and instructions without running the skill or checking extra packages it installs. This is not a promise of safety: a different version or setup may behave differently.

  • SKILL.mdInstructions
  • agents/openai.yamlSupporting file
  • references/paper-assisted-reproduction.mdSupporting file

Operations mentioned in code and instructions

Read files
SKILL.md:13In the instructionsOpen original file
- README and repo files leave a reproduction-critical gap.- The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.
Lines read
105
File checksum (to compare versions)
13d5a4a97ee0be5151c23aefaba03cacb43b1a3b716c6cf605422610d545320a