scientific-toolkit-skill
zLanqing/codex-claude-academic-skills / scientific-toolkit-skill
writes and verifies MATLAB and Python code , which improves: reproducible analyses and figures for research
Details
- judge’s score
- 4/10
- place
- outside the packs
- publisher
- zLanqing
- status
- new
- pinned commit
- 7ed6377 on GitHub (new tab)
- skill’s last commit
- May 14, 2026
- repo stars
- 5,118
- main type
- Data
Judgement
Trigger too broad (MATLAB, Python, stats, ML, citations…), catch-all scope, mostly generic references. Part of the content is useful (optics defaults, libraries). Score 4/10.
reservations
- Reference annexes absent: research-writing-skill, office-academic-skill, scientific-schematics, parallel-web, paper-lookup, xlsx, pdf not provided; the rest was judged without them.
- Internal contradictions: the rule "do not use cloud services" sits alongside annexes that make externally generated diagrams mandatory.
- Annexes truncated at 5,000 characters on the 4 read; partial assessment of the MATLAB and matplotlib references.
- Mix of Chinese and French/English texts, and a dependency on 242 files: the skill is heavy to load for an occasional need.
- Triggering
- 1/2
- Added value
- 1/2
- Precision
- 1/2
- Scope
- 0/2
- Quality
- 1/2
Alerts
2 alerts, by category
Network
- high risk
The citation-management and literature-review annexes invite sending research content (figures, queries) to a third-party service (diagram generation), which may expose unpublished work.
Static scan
- info risk
bundled scripts, not run by the SKILL.md
references/scientific-skills/citation-management/scripts/doi_to_bibtex.py, references/scientific-skills/citation-management/scripts/extract_metadata.py, references/scientific-skills/citation-management/scripts/format_bibtex.py, references/scientific-skills/citation-management/scripts/search_google_scholar.py, references/scientific-skills/citation-management/scripts/search_pubmed.py
Original description
Research computing toolkit for optoelectronic information science and engineering, MATLAB/Octave, Python scientific analysis, signal processing, image processing, statistics, simulation, optimization, publication figures, sensor/time-series data, citation lookup, and common scientific libraries. Use…
added on Oct 19, 2026 · license MIT