Claude skills for researchers

Research tools that run on Claude, checked before you see them

We are researchers, not software developers, and we build everything with Claude Code. Our tools put Claude to work on real lab tasks, like editing a paper for its field or designing an optical coating, and every result passes code checks before it reaches you.

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no more DASI · public benchmark case

Before

Tumor tissues ~~was~~ collected from 42 patients [3]. ~~The expression of Ki-67 was increased~~ to 67.4 %.

After

Tumor tissues were collected from 42 patients [3]. Ki-67 expression increased to 67.4 %.

✓ 42, [3] and 67.4 % checked byte-for-byte by script

100+researchers using our tools at one organization
2university departments using our tools
3products live today
1,646open-access papers measured

Products

What you can use today

Open source where it can be, and free to try. Claude does the work, and our scripts and simulators check it.

CLAUDE SKILL

no more DASI

Academic English proofreading that follows how each field actually writes. Claude edits against patterns measured in 1,646 papers, and four script gates protect numbers, citations and terms. MIT licensed.

no-more-dasi.dev ↗

SIMULATION

Thin Film Lab

Design and simulate optical thin films, the coatings in lenses, sensors and displays. The engine runs in your browser and matches closed-form solutions to within 10⁻¹⁵.

thinfilmlab.org ↗

NEW · MCP SERVER

Optics MCP

The Thin Film Lab engine inside Claude. Describe the coating you need, Claude designs the layer stack, and the engine checks the physics before you see it. One file, runs locally.

optics.labskillz.com ↗

OPEN SOURCE

GitHub

Source, corpus registry, benchmark cases and gate scripts for no more DASI. Everything on this page can be checked there.

github.com/yelixir-dev ↗

DOCS

Docs

Install guides for every tool, from linking the skill into Claude Code to adding Optics MCP. Written so first-time users can follow along.

docs.labskillz.com ↗

FOR LABS

Custom lab skills

Have a repetitive task in your lab? Tell us about it. We turn lab workflows into Claude skills with checks you can trust.

Tell us your task →

See it live

A quick tour of our products

How it works

Claude does the work. Code checks it.

Researchers can't afford a confident wrong answer. So no Claude output reaches you without a deterministic check.

Measure first
We build the rules from real data. For writing, that means published papers in your field. For optics, it means physics with closed-form answers.
Claude works
Claude edits, designs or drafts with that evidence in context, and logs why it made each change.
Code verifies
Scripts and simulators check the result. If a check fails, Claude repairs it. Claude never grades its own work.

Our story

From one lab problem to a set of tools

It started with a problem every non-native English researcher knows. Papers come back with “please have the English checked.” We built the fix with Claude Code, then kept going.

2025.03Lab Skillz beginsFirst Claude-built tools for our own thin-film research
2025.09First university departmentOur lab tools go to work outside our own lab
2026.03Second department, 100+ researchersA second university department and a partner organization with 100+ researchers start using our tools
2026.08no more DASI beginsFirst commit of a Claude skill for field-aware academic English, built with Claude Code
2026.09Thin Film Lab launchesOptical thin-film design and simulation software, live at thinfilmlab.org
2026.10no more DASI goes public1,646 papers, 71 fields, 120 benchmark cases, open source at no-more-dasi.dev
2026.10Optics MCP and labskillz.comThe Thin Film Lab engine ships as an MCP server, and our tools come together under one name

Contact

Get updates, say hello

Try a tool

Start with no more DASI on a manuscript you're about to submit. It's free and open source.

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Work with us

Custom lab skills, setup help or collaboration. Tell us briefly what you want to get done.

admin@labskillz.com