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K‑Dense Web

Research. Analyze. Synthesize.

An AI agent with access to 250+ databases, hundreds of thousands of on-demand tools, and native support for 200+ scientific data formats. Autonomously executes complex tasks across science, engineering, healthcare, finance, and beyond.

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Pay-as-you-go pricing

See It In Action

Example Use Cases

Explore 79 real research sessions powered by K‑Dense Web, organized by domain

GBM Clinical Trial Landscape Analysis
Cancer Biology

GBM Clinical Trial Landscape Analysis

Analyze 1,913 glioblastoma clinical trials identifying the immunotherapy gap (682 trials, 0 approvals) and novel target pipeline attrition.

ICD Adverse Events Analysis
Medical Devices

ICD Adverse Events Analysis

Analyze 10,000 FDA MAUDE reports for implantable cardioverter defibrillators to identify failure modes by manufacturer.

Nanoparticle Protein Corona Prediction
Nanomedicine

Nanoparticle Protein Corona Prediction

Build ML models to predict protein corona composition on gold nanoparticles using physicochemical properties.

HNSCC Treatment Response Biomarkers
Cancer Biology

HNSCC Treatment Response Biomarkers

Build ML classifier for head and neck cancer treatment response using 270 patient samples with AUC=0.76.

Natural Products Chemical Space
Drug Discovery

Natural Products Chemical Space

Cluster 715K+ compounds from the COCONUT database to identify bacterial-derived drug candidates using ML dimensionality reduction.

Longevity Gene Analysis
Genomics

Longevity Gene Analysis

Map model organism longevity genes to human orthologs and evaluate their validation through GWAS studies.

Platform Capabilities

Built for Real Research at Scale

Not a chatbot with a science skin. K‑Dense Web writes and executes real code, connects to real databases, reads your actual instrument files, and produces outputs you can publish.

250+

Databases

Direct access to scientific, clinical, financial, and chemical databases. Dedicated integrations for PubMed, ChEMBL, UniProt, SEC EDGAR, FRED, and dozens more, plus multi-database packages like BioServices and BioPython that each unlock 30‑40 additional sources.

Unlimited

Tools, Generated on Demand

K‑Dense writes and executes code on the fly, turning every function in every Python package into a callable tool. Pre-built optimizations cover the most common workflows, but the system is never limited to what is pre-defined. Hundreds of thousands of capabilities, generated on demand.

500K+

Python Packages Available

Use any of the 500,000+ packages on PyPI. Ships with curated optimizations for 200+ of the most common scientific, research, and financial packages including RDKit, Scanpy, scikit-learn, PyTorch, BioPython, statsmodels, and more.

200+

Scientific Data Formats

Native support for instrument files, data formats, and outputs across every major scientific domain. From FASTA and BAM in genomics to DICOM and SVS in medical imaging, mzML in mass spectrometry, FITS in astronomy, CIF and POSCAR in materials science, FCS in flow cytometry, and hundreds more.

Publish

Ready Outputs

Generate manuscript-ready papers, presentation slides, LaTeX and PowerPoint posters, PDF reports, interactive visualizations, scientific schematics, and figures. Not just code: deliverables you can submit, present, or share.

79+

Documented Use Cases

Real research sessions across science, finance, engineering, health, and society — each with shareable outputs, and most with downloadable PDF reports.

Data Compatibility

Every Format Your Instruments Produce

From raw instrument output to publication-ready deliverables, K‑Dense handles the formats your research actually uses. Native support across 14 scientific domains.

.sam.vcf.fastq.gtf.tbi.clustal.nexusBIOM.pdbSMILESPOSCARKPOINTSGaussianQ-ChemDICOM.nii.gz.ndpi.qptiff.mzml.msp.idxml.featurexmlVOTable.lf.bin.fcs.mtx.hdf5.npy.gpkg.csv.xml.arrowSBML.docx.bib.svg.eps
.bam.bcf.bed.bigwig.gb.stockholm.newick.mol.cifInChICONTCARvasprun.xmlLAMMPSABINIT.dcm.nrrd.mrxsCODEX.mzxml.traml.mzid.fitsSpikeGLXOpen Ephys.h5ad10X.h5.shp.kml.tsv.yaml.feather.ndjson.pptx.md.png.webp
.cram.fasta.gff.bai.embl.phylip.phyloxml.sdf.xyzmmCIFINCAROUTCARCP2KFEFF.nii.svs.ome.tiffMERFISH.mgf.mztab.pepxml.fits.gz.ap.bin.nwb.loom.zarr.nc.geojsonPostGIS.json.parquet.xlsx.pdf.tex.html.tiff
Genomics & SequencingPhylogeneticsChemistry & MolecularMaterials ScienceMedical ImagingMass SpectrometryAstronomyNeuroscienceSingle-CellGeospatialData & InterchangeDocuments & Outputs

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