Scientific Agent Skills: 177 Standardized Procedural Toolsets for Coding Agents
K-Dense open-sourced Scientific Agent Skills, a modular library of 177 validated skills and 100+ database connections for research and data-heavy workflows. It complies with the open Agent Skills standard across Cursor, Claude Code, and Codex.
Why it matters
You can equip coding agents in Cursor or Claude Code with structured domain knowledge for complex data modeling, simulation, and bioinformatics packages.
TL;DR
- 01177 pre-validated scientific workflows compatible with open Agent Skills standards.
- 02Portable across Cursor, Claude Code, Codex, and other compliant agent environments.
- 03Eliminates hallucinated API arguments in complex technical libraries and scientific packages.
Key facts
- Validated skills count
- 177
- Scientific databases covered
- 100+
- Community reach
- 250,000+ scientists reported by vendor
Portable Agent Skills Standard
The repository implements the open Agent Skills architecture using standard declarative descriptors. Compatible environments—such as Cursor, Claude Code, Codex, and Pi—can directly ingest the skill directories or register the entire repository through its standard plugin.json definition.
Domain Breadth and Validation
The release spans 177 curated skills covering:
- Bioinformatics & Genomics: Single-cell RNA-seq, CRISPR screen pipelines, variant annotation.
- Cheminformatics & Materials: Molecular docking, ADMET property prediction, CALPHAD phase equilibria.
- Engineering & Simulations: Chemical kinetics, battery cycling degradation models, and discrete-event scheduling.
- Statistical & ML Workflows: Bayesian estimation, time-series analysis, and publication-ready figures.
Local-First Scientific Workspace
To complement the skill definitions, the project includes K-Dense BYOK, an open-source desktop workspace allowing researchers and engineers to execute agent pipelines locally while retaining file governance. API calls route to 40+ compatible backend providers, while resource-intensive jobs can be scheduled out to Modal clusters.
Try it in 2 minutes
git clone https://github.com/K-Dense-AI/scientific-agent-skills.git
# Load specific skills or point your agent environment to plugin.jsonbash
✓ When to use
- Building automated exploratory data analysis pipelines in domain-specific Python libraries.
- Instructing coding agents to run standardized simulation, docking, or genomics tools accurately.
✕ When NOT to use
- Do not use for automated clinical patient diagnosis or regulatory certification without human expert sign-off.
- Do not use if your coding agent only handles basic CRUD web development where standard prompts suffice.
What to do today
- Clone the repository to inspect relevant skills for your scientific or analytical domain.
- Load the plugin into your Cursor or Claude Code agent configuration via the plugin.json descriptor.