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.
Risky. This skill has patterns associated with unsafe behaviour. Read the source carefully before running it.
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
Skillspace indexes and rates this skill; it does not host or endorse it. Run third-party skills at your own risk.