K-Dense-AI/scientific-agent-skills: README-based editorial guide

K-Dense-AI/scientific-agent-skills describes itself in the README as "Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 170,000+ scientists worldwide. 158 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery.". This article keeps to facts that can be checked in the repository. Stars, forks, and promotional badges are signals of attention, not proof of quality. Under "Star History", the README says: > 🔔 Claude Scientific Skills is now Scientific Agent Skills. Same skills, broader compatibility , now works with any AI agent that supports the open Agent Skills standard, not just Claude.. That establishes the project's stated boundary, not a production test.

The README's "Star History" section gives a useful starting point for deciding whether the project fits: 🧪 Cheminformatics & Drug Discovery - Molecular property prediction, virtual screening, ADMET analysis, molecular docking, lead optimization. If that problem is not yours, popularity is a poor reason to adopt it. Project names, commands, and component names are kept as written so a reader can return to the primary source without guessing at terminology. Another checkable README item is: 🧬 Bioinformatics & Genomics - Sequence analysis, single-cell RNA-seq, gene regulatory networks, variant annotation, phylogenetic analysis. It can shape a first test, but it does not replace testing in the intended environment.

The operating model is spread across sections such as "Star History". The source evidence includes: A comprehensive collection of 158 ready-to-use scientific and research skills (covering cancer genomics, individual-level 1000 Genomes queries, hosted regulatory-sequence prediction, live pathogen-variant surveillance, analytical method. This article does not turn missing architecture, performance, or security details into claims. A real deployment still needs a look at the repository layout, configuration files, and release history.