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AI Agents Become Scientists#

Want your AI agent to execute complex scientific workflows — from cancer genomics to drug discovery? Scientific Agent Skills brings 163 validated skills and 100+ scientific databases.

[!TIP] Used by 175,000+ scientists worldwide. The #1 scientific agent skills library available today.

What Are Scientific Agent Skills?#

A complete collection turning any AI coding agent into an “AI Scientist”:

flowchart TB
    subgraph Domains["🔬 Scientific Domains"]
        BIO["🧬 Bioinformatics"] --> |Sequence| SEQ[RNA-seq, Variant annotation]
        CHEM["🧪 Cheminformatics"] --> |Discovery| DOCK[Molecular docking, ADMET]
        CLIN["🏥 Clinical"] --> |Evidence| PK[PK/PD modelling]
        ML["🤖 ML/AI"] --> |Learning| DL[Deep learning, RL]
        GEO["🌍 Geospatial"] --> |Imaging| GIS[GIS, Remote sensing]
    end

    subgraph Databases["📊 100+ Databases"]
        PUB[PubChem] --> CHEMBL[ChEMBL]
        CHEMBL --> UNI[UniProt]
        UNI --> COSMIC[COSMIC]
    end

    subgraph Tools["🔧 70+ Python Packages"]
        RDK[RDKIT] --> BP[BioPython]
        BP --> GGET[gget]
        GGET --> SCANPY[Scanpy]
    end

    Domains --> Databases --> Tools

Scientific Domains#

DomainSkillsExample
🧬 Bioinformatics & GenomicsSequence analysis, RNA-seqVariant annotation, phylogenetics
🧪 Cheminformatics & Drug DiscoveryMolecular docking, ADMETVirtual screening, lead optimization
🏥 Clinical ResearchClinical trials, PK/PDPharmacogenomics, dose selection
🤖 Machine LearningDeep learning, RLModel interpretability, Bayesian
🔬 ProteomicsLC-MS/MS, peptide IDProtein quantification
🖼️ Medical ImagingDICOM, pathologyComputational pathology
🌍 Geospatial ScienceSatellite imageryGIS, terrain analysis

100+ Scientific Databases#

PubChem, ChEMBL, UniProt, COSMIC, ClinicalTrials.gov,
FRED, USPTO, DepMap, PrimeKG, NCATS ARAX...
text

Plus: DepMap (cancer dependency), Hugging Science (ML resources), OneKGPd (1000 Genomes), Genomic Intelligence (variant surveillance).

Code Example#

# With Scientific Agent Skills, your AI agent can:
from rdkit import Chem
from rdkit.Chem import AllChem

# 1. Query PubChem for compound data
# 2. Perform molecular docking
# 3. Analyze ADMET properties
# 4. Generate publication-quality figures
python
# Agent can perform:
# 1. Query COSMIC for mutation data
# 2. Run variant annotation
# 3. Analyze gene regulatory networks
# 4. Generate phylogenetic trees
python

K-Dense BYOK — Free AI Co-Scientist#

flowchart LR
    subgraph BYOK["K-Dense BYOK"]
        LOCAL[Desktop App] --> API[40+ Models]
        API --> SKILLS[161 Skills]
        SKILLS --> DB[100+ Databases]
    end

    LOCAL --> |Optional| CLOUD[Cloud via Modal]

[!TIP] K-Dense BYOK is a free, open-source AI co-scientist running on your desktop. Bring your own API keys, pick from 40+ models.

Installation#

npx skills add K-Dense-AI/scientific-agent-skills
bash

Conclusion#

Scientific Agent Skills turns any AI agent into a real research assistant. With 163 skills, 100+ databases, and K-Dense BYOK, it’s an essential tool for modern scientists.

🔗 Repository: github.com/K-Dense-AI/scientific-agent-skills