Skill collection

K-Dense-AI/scientific-agent-skills agent skills

Every skill in the K-Dense-AI/scientific-agent-skills repository on GitHub, ranked by score, with the commands to install them.
skills
153
GitHub stars
48k
Collection

GitHub description: “Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 250,000+ scientists worldwide. 177 ready-to-use validated skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard.”

Stars
48,215 (4,338 forks)
Licence
MIT
Last push
Oct 2026
Created
Oct 2025
  • ai-scientist
  • bioinformatics
  • chemoinformatics
  • claude
  • claude-skills
  • claudecode
  • clinical-research
  • computational-biology
  • data-analysis
  • drug-discovery
  • genomics
  • materials-science
  • metabolomics
  • proteomics
  • scientific-computing
  • scientific-visualization

Install all skills

skills CLI (any agent)
npx skills add K-Dense-AI/scientific-agent-skills

Add --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).

Skills in K-Dense-AI/scientific-agent-skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Skills in K-Dense-AI/scientific-agent-skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Estimates reaction fluxes inside cells from steady-state carbon-13 labeling data with a bundled mfapy-based solver, and reports which fluxes the data pin down.

K-Dense-AI/scientific-agent-skills48k1 repo~3.2kAutomated safety check: PassMIT5 days ago
2

Plans, runs, and documents analytical method validation, verification, or transfer studies under ICH Q2(R2)/Q14, USP, ICH M10, CLSI EP, or ISO/IEC 17025.

K-Dense-AI/scientific-agent-skills48k1 repo~4.9kAutomated safety check: NotesMIT5 days ago
3

Runs Cantera constant-volume or constant-pressure ignition simulations and reports temperature-based ignition delay with mechanism provenance and checks.

K-Dense-AI/scientific-agent-skills48k1 repo~2.2kAutomated safety check: PassMIT5 days ago
4

Predicts how small molecules bind to a protein with DiffDock, covering batch docking, pose ranking by confidence and checks on the results; not for binding affinity.

K-Dense-AI/scientific-agent-skills48k1 repo~3kAutomated safety check: NotesMIT5 days ago
5

Plans and audits runs of the HypoGeniC and HypoRefine packages, which propose hypotheses from labeled text datasets, with local checks before any model call.

K-Dense-AI/scientific-agent-skills48k1 repo~3.6kAutomated safety check: NotesMIT5 days ago
6

Organizes scope, controlled documents, risk files and traceability into draft evidence for human review against ISO 13485, 14971, 17025 and 15189.

K-Dense-AI/scientific-agent-skills48k1 repo~4.6kAutomated safety check: NotesMIT5 days ago
7

Creates research posters in LaTeX using beamerposter, tikzposter, or baposter.

K-Dense-AI/scientific-agent-skills48k1 repo~2.7kAutomated safety check: NotesMIT5 days ago
8

Runs systematic, scoping or narrative literature reviews across PubMed, arXiv, bioRxiv and Semantic Scholar, with citation checks and Markdown or PDF output.

K-Dense-AI/scientific-agent-skills48k1 repo~3.2kAutomated safety check: NotesMIT5 days ago
9

Builds, reviews, migrates, and plans MATLAB or GNU Octave numerical workflows.

K-Dense-AI/scientific-agent-skills48k1 repo~4.1kAutomated safety check: NotesMIT5 days ago
10

Analyzes Neuropixels extracellular recordings end-to-end with SpikeInterface.

K-Dense-AI/scientific-agent-skills48k1 repo~5kAutomated safety check: PassMIT5 days ago
11

Processes calibrated one-dimensional complex NMR free-induction decays with nmrglue into phased spectra, peak candidates, and signed integration regions.

K-Dense-AI/scientific-agent-skills48k1 repo~2.1kAutomated safety check: PassMIT5 days ago
12

Converts neuroscience acquisition data to Neurodata Without Borders files with NeuroConv and PyNWB, preserves metadata and timebases, checks evidence-based clock alignment, and produces schema…

K-Dense-AI/scientific-agent-skills48k1 repo~1.9kAutomated safety check: PassMIT5 days ago
13

Pharmacokinetic and pharmacodynamic modelling and simulation - non-compartmental analysis, compartmental and population PK, PK/PD and exposure-response, TMDD, PBPK orientation, bioequivalence…

K-Dense-AI/scientific-agent-skills48k1 repo~4.4kAutomated safety check: NotesMIT5 days ago
14

Designs and audits PCR and RT-qPCR primers with Primer3, explicit thermodynamic conditions, reference-based off-target amplification searches, and traceable sequence coordinates.

K-Dense-AI/scientific-agent-skills48k1 repo~4.1kAutomated safety check: PassMIT5 days ago
15

Simulates lithium-ion battery charge, discharge and rest experiments with PyBaMM, records parameter-set provenance, checks mesh and solver sensitivity, and compares predicted voltage curves with…

K-Dense-AI/scientific-agent-skills48k1 repo~1.8kAutomated safety check: PassMIT5 days ago
16

Computes finite-temperature CALPHAD equilibria, phase fractions, and phase compositions from thermodynamic TDB databases using pycalphad.

K-Dense-AI/scientific-agent-skills48k1 repo~2kAutomated safety check: PassMIT5 days ago
17
17.Pymc

Builds and checks Bayesian models with PyMC, including hierarchical models, NUTS MCMC, variational inference, mutable-data predictions, posterior predictive checks, diagnostics, and PSIS-LOO model…

K-Dense-AI/scientific-agent-skills48k1 repo~2.7kAutomated safety check: NotesApache-2.05 days ago
18

Supports multivariate severity assessment and exploratory endpoint-time score forecasting for laboratory animal studies using the RELSA (RELative Severity Assessment) score and ARIMA-based foRcast…

K-Dense-AI/scientific-agent-skills48k1 repo~5.2kAutomated safety check: NotesMIT5 days ago
19

Creates and audits truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly.

K-Dense-AI/scientific-agent-skills48k1 repo~3.9kAutomated safety check: NotesMIT5 days ago
20

Simulates biochemical kinetic models from SBML or Antimony with Tellurium and libRoadRunner, checks model units, compares deterministic parameter perturbations, and exports and replays SBML plus…

K-Dense-AI/scientific-agent-skills48k1 repo~2kAutomated safety check: PassMIT5 days ago
21

Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API.

K-Dense-AI/scientific-agent-skills48k2 repos~4.3kAutomated safety check: PassProprietary5 days ago
22

Looks up precomputed AlphaGenome Atlas effects for any GRCh38 single-nucleotide variant (AVI score with Phred and 18 SHAP feature attributions, plus raw and quantile scores for RNA-seq, DNase, ATAC…

K-Dense-AI/scientific-agent-skills48k1 repo~4.4kAutomated safety check: NotesMIT5 days ago
23

Infers candidate gene regulatory networks from bulk or single-cell expression data using AertsLab Arboreto GRNBoost2 and GENIE3.

K-Dense-AI/scientific-agent-skills48k1 repo~2.7kAutomated safety check: PassBSD-3-Clause5 days ago
24

Analyzes user-requested Screenpipe history windows to detect repeated research workflows, match existing scientific skills, and stage new skill drafts or composition recipes for review.

K-Dense-AI/scientific-agent-skills48k1 repo~4.2kAutomated safety check: NotesMIT5 days ago
25

Prepares bulk RNA-seq FASTQ, Salmon, STAR or featureCounts output for gene-level differential expression.

K-Dense-AI/scientific-agent-skills48k1 repo~4.2kAutomated safety check: PassMIT5 days ago
26

Operates Fictiv (app.fictiv.com), the on-demand manufacturing platform, end to end in the user's browser.

K-Dense-AI/scientific-agent-skills48k1 repo~3.6kAutomated safety check: PassMIT5 days ago
27

Reads, inspects, and writes Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO.

K-Dense-AI/scientific-agent-skills48k1 repo~3.4kAutomated safety check: NotesBSD-3-Clause5 days ago
28

Analyzes flow cytometry data with FlowKit, including spillover compensation, logicle and biexponential transforms, hierarchical gating, GatingML strategies, and supported FlowJo 10 workspaces.

K-Dense-AI/scientific-agent-skills48k1 repo~2.2kAutomated safety check: PassMIT5 days ago
29

Plans, configures, inspects, restarts, and analyzes bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety checks.

K-Dense-AI/scientific-agent-skills48k1 repo~3.5kAutomated safety check: NotesMIT5 days ago
30

Converts genomic intervals between coordinate conventions, normalises and compares variant representations, and detects assembly or contig-naming mismatches before they corrupt an analysis.

K-Dense-AI/scientific-agent-skills48k1 repo~3.2kAutomated safety check: NotesMIT5 days ago
31

Supports geospatial research workflows for remote sensing, vector and raster GIS, spatial statistics, terrain and network analysis, and machine learning for Earth observation.

K-Dense-AI/scientific-agent-skills48k1 repo~2.8kAutomated safety check: PassMIT5 days ago
32

Analyzes and engineers protein glycosylation by scanning canonical N-glycosylation sequons, describing S/T-rich regions, checking curated glycan evidence, and preparing NetNGlyc, NetOGlyc and…

K-Dense-AI/scientific-agent-skills48k1 repo~3kAutomated safety check: PassMIT5 days ago
33

Builds, registers, debugs, and operates bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake, programmatic execution, and Latch MCP.

K-Dense-AI/scientific-agent-skills48k1 repo~2.5kAutomated safety check: NotesMIT5 days ago
34

Local document and PDF parsing that returns spatial text with bounding boxes.

K-Dense-AI/scientific-agent-skills48k1 repo~3.1kAutomated safety check: NotesApache-2.05 days ago
35

Analyzes pooled CRISPR screen FASTQ reads and guide-count matrices with MAGeCK, validates guide libraries and contrasts, measures replicate and library QC, and produces gene hit rankings with effect…

K-Dense-AI/scientific-agent-skills48k1 repo~2.2kAutomated safety check: PassMIT5 days ago
36

Solves seawater carbonate chemistry with PyCO2SYS for chemical oceanography, ocean acidification, and marine carbon-cycle research.

K-Dense-AI/scientific-agent-skills48k1 repo~2.4kAutomated safety check: PassMIT5 days ago
37

Processes, cleans, compares, and searches tandem mass spectra with matchms.

K-Dense-AI/scientific-agent-skills48k1 repo~3.2kAutomated safety check: NotesApache-2.05 days ago
38

Queries the NCATS Translator ARAX production API for bounded, typed, provenance-rich one-hop and endpoint-pinned two-hop biomedical knowledge-graph relationships.

K-Dense-AI/scientific-agent-skills48k1 repo~2.3kAutomated safety check: NotesMIT5 days ago
39

Builds and audits reproducible NeuroKit2 research workflows for physiological time-series preprocessing, event/interval analysis, multimodal alignment, variability, and complexity.

K-Dense-AI/scientific-agent-skills48k1 repo~3.9kAutomated safety check: NotesMIT5 days ago
40

Inspects and automates microscopy data workflows against OMERO.server with omero-py, BlitzGateway, OMERO CLI, tables, annotations, ROIs, rendering, and documented OMERO.web APIs.

K-Dense-AI/scientific-agent-skills48k1 repo~2.8kAutomated safety check: NotesMIT5 days ago
41

Resolves free-text scientific labels to ontology term IDs and validates existing CURIEs against the EBI Ontology Lookup Service (OLS4).

K-Dense-AI/scientific-agent-skills48k1 repo~3.6kAutomated safety check: NotesMIT5 days ago
42

Organizes research with the self-hosted Open Notebook alternative to NotebookLM.

K-Dense-AI/scientific-agent-skills48k1 repo~2.8kAutomated safety check: PassMIT5 days ago
43

Performs Particle Image Velocimetry (PIV) analysis with OpenPIV.

K-Dense-AI/scientific-agent-skills48k1 repo~4.8kAutomated safety check: NotesBSD-3-Clause5 days ago
44

Authors, reviews, migrates, simulates, and troubleshoots official Opentrons Python Protocol API v2 protocols for Flex and OT-2 robots.

K-Dense-AI/scientific-agent-skills48k1 repo~3.8kAutomated safety check: NotesMIT5 days ago
45

Prepares and launches nf-core/pacsomatic matched tumor-normal PacBio HiFi genomics workflows from unaligned BAM inputs.

K-Dense-AI/scientific-agent-skills48k1 repo~1.6kAutomated safety check: PassMIT5 days ago
46

Supports local computational pathology research with PathML: slide loading and tiling, preprocessing and QC, h5path storage, multiplex quantification, spatial graphs, and bounded model inference.

K-Dense-AI/scientific-agent-skills48k1 repo~3.3kAutomated safety check: NotesMIT5 days ago
47

Queries public GenSpectrum LAPIS data for pathogen genomic surveillance, current lineage nomenclature, weekly sequence proportions, reporting delays, and descriptive mutation frequencies.

K-Dense-AI/scientific-agent-skills48k1 repo~2.7kAutomated safety check: NotesMIT5 days ago
48

Performs pathway and gene-set enrichment analysis on gene lists or ranked gene data and interprets the results.

K-Dense-AI/scientific-agent-skills48k1 repo~4.2kAutomated safety check: PassMIT5 days ago

Questions, answered from the data.

What is the best skill in K-Dense-AI/scientific-agent-skills?

13C Metabolic Flux Analysis from K-Dense-AI/scientific-agent-skills ranks first of the 153 skills in K-Dense-AI/scientific-agent-skills listed here, with the highest score: its repository has 48k GitHub stars, 1 other GitHub owner carry a copy, its SKILL.md loads about 3.2k tokens and it passes the automated safety check with no findings. Next come Analytical Method Validation Planner and Cantera Ignition Delay.

Are the skills in K-Dense-AI/scientific-agent-skills official?

None yet. All 153 skills in K-Dense-AI/scientific-agent-skills listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.

How do I install all skills from K-Dense-AI/scientific-agent-skills?

Run npx skills add K-Dense-AI/scientific-agent-skills in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.