scholar-init

scholar-init is a Code generation & scaffolding skill for AI agents, published by joshzyj in the open-scholar-skill repository on GitHub. Skillspace rates scholar-init F (45/100) and the safety scan rated it risky; the rating is based on static analysis only.

Initialize a new research project directory for open-scholar-skill. Creates the standard layout (data/raw, data/interim, data/processed, materials, output, .claude, logs), copies or symlinks raw files and materials into place, runs a local safety scan on every ingested file, and writes .claude/safety-status.json so the PreToolUse guard knows which files Claude may Read. Four modes: (1) init — create a fresh project from a slug and file list; (2) review — walk through NEEDS_REVIEW entries interactively and resolve each to CLEARED/LOCAL_MODE/ANONYMIZED/OVERRIDE/HALTED with logged rationale; (3) add — ingest new files into an existing project without rebuilding; (4) status — print the current state of .claude/safety-status.json and logs/init-report.md. Invoke before any data-touching scholar-* skill on a new dataset.

Grade
F
Quality
45 / 100
Safety
Risky
GitHub stars
102

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since.

Our review

Architecture
89 / 100
Maturity
Basic: a single SKILL.md
Security scan
High-risk patterns
License
Not declared. Check the repository before reusing it.
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • exfiltration language
  • mentions secrets in text

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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