Observed arrival · 2026-10-11
Lab Skillz’s checked Claude tools for research
Lab Skillz presents Claude tools for academic English editing and optical thin-film design, including an optics engine that can run inside Claude.
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- Researchers editing papers or designing optical coatings
- Worth noticing
- The academic-editing skill draws on patterns measured in 1,646 papers and uses four script gates to protect numbers, citations, and terms.
Field notes
The academic-editing tool says its field-specific patterns were measured across 1,646 open-access papers, with four script gates checking numbers, citations, and terms. For optics, the site describes a browser-based simulator and an MCP server that runs locally; it reports agreement with closed-form solutions to within 10⁻¹⁵. The homepage also reports use by 100+ researchers at one organization and by two university departments.
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✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
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