Claude Code Skills for the late-start technical professional

The premise of Claude Code Skills is that you can package repeatable AI workflows as reusable, version-controlled commands. For a PhD or MS holder entering industry, this should feel familiar: you’ve spent years writing exactly these — SOPs, analysis pipelines, reproducible research workflows. Skills are the same idea, packaged for an LLM instead of a wet lab.

This collection brings together the open-source Skills most directly useful for late-start technical professionals doing real research work in industry. Every entry is a real installable Skill from a public GitHub repository — you can clone the source repo, copy the skill folder into ~/.claude/skills/, and start using it today.

How this collection is organized

The first cluster (literature, biomedical, clinical-trials, biorxiv, chembl) is the scientific search stack. All five live in yorkeccak/scientific-skills. They share the same Valyu semantic-search engine, just scoped to different sources. If you only install one, install biomedical-search — it’s the broadest. If you’re domain-specific, the specialized ones return tighter results.

The second cluster (anti-slop, writing-clearly, content-research-writer, writing-plans) is the writing and quality stack. These are the editing layer that turns AI-drafted text into something you’d put your name on. Anti-slop is the most-installed skill in the public registry (65k+ installs) for a reason: nobody wants visibly AI-generated work attached to their reputation. Writing-clearly is the constructive companion. Together they cover most of what you need to ship AI-assisted writing without losing your voice.

How to use them together

A working pattern for industry research scientists:

  1. Scope a research question with /biomedical-search or /literature-search
  2. Draft a synthesis using your normal Claude Code conversation, leaning on the search results
  3. Run /anti-slop and /writing-clearly-and-concisely on the draft before showing it to anyone
  4. Use /writing-plans if the work needs a structured plan before code

That’s a four-skill workflow that compresses what used to be a half-day exercise into about ninety minutes — and the output is yours, not a generic AI summary you’d be embarrassed to ship.

What this collection is not

These are starting points. Every Skill in this list will need 20–30 minutes of system-prompt customization to fit your specific domain. A genomics researcher and a quant will calibrate /biomedical-search differently. The defaults are usable; the custom versions are valuable.

What’s missing (and on the roadmap)

  • A Skill for converting an academic CV section into industry-formatted resume bullets — currently doable manually with Claude Code but not packaged as an installable Skill
  • A regulatory-affairs companion to /clinical-trials-search that pulls FDA guidance documents
  • A statistical-methodology checker for late-start scientists writing analysis plans

If you’ve found or built something that fits these slots, the newsletter is the right place to share it.

Skills in this collection

Data Clinical Decompose

yorkeccak/scientific-skills

/literature-search

Comprehensive scientific literature search across PubMed, arXiv, bioRxiv, medRxiv. Natural language queries powered by Valyu semantic search.

literature-reviewresearchpubmed
Clinical Pre-Clinical Decompose

yorkeccak/scientific-skills

/biomedical-search

Complete biomedical information search combining PubMed, preprints, clinical trials, and FDA drug labels. Powered by Valyu semantic search.

biomedicalresearchfda
Clinical Decompose

yorkeccak/scientific-skills

/clinical-trials-search

Search ClinicalTrials.gov with natural language queries. Find clinical trials, enrollment, and outcomes using Valyu semantic search.

clinical-trialsregulatorytrial-design
Pre-Clinical Data Decompose

yorkeccak/scientific-skills

/biorxiv-search

Search bioRxiv biology preprints with natural language queries. Semantic search powered by Valyu.

biologypreprintsmolecular-biology
Pre-Clinical Decompose

yorkeccak/scientific-skills

/chembl-search

Search ChEMBL bioactive molecules database with natural language queries. Find compounds and assay data with Valyu semantic search.

chemistrydrug-discoverybiotech
Writer Decompose

rand/cc-polymath

/anti-slop

Comprehensive toolkit for detecting and eliminating AI slop — generic, low-quality AI-generated patterns in natural language, code, and design. Use when reviewing or improving content quality.

writingai-detectionquality
Writer Decompose

softaworks/agent-toolkit

/writing-clearly-and-concisely

Use when writing prose humans will read — documentation, commit messages, error messages, explanations, reports, or UI text. Applies Strunk's timeless rules for clearer, stronger, more professional writing.

writingprosedocumentation
Writer Decompose

ComposioHQ/awesome-claude-skills

/content-research-writer

Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.

writingresearchcitations
Data Decide

obra/superpowers

/writing-plans

Use when you have a spec or requirements for a multi-step task, before touching code

planningprocessdiscipline