Skill collection
K-Dense-AI/scientific-agent-skills agent skills
- skills
- 153
- GitHub stars
- 48k
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
- Homepage
- arxiv.org/abs/2609.00065
- 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
npx skills add K-Dense-AI/scientific-agent-skillsAdd --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
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 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/ | 48k | 1 repo | ~3.2k | Automated safety check: Pass | MIT | 5 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/ | 48k | 1 repo | ~4.9k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 5 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/ | 48k | 1 repo | ~3k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~3.6k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~4.6k | Automated safety check: Notes | MIT | 5 days ago |
| 7 | Creates research posters in LaTeX using beamerposter, tikzposter, or baposter. | K-Dense-AI/ | 48k | 1 repo | ~2.7k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~3.2k | Automated safety check: Notes | MIT | 5 days ago |
| 9 | 9.Matlab Builds, reviews, migrates, and plans MATLAB or GNU Octave numerical workflows. | K-Dense-AI/ | 48k | 1 repo | ~4.1k | Automated safety check: Notes | MIT | 5 days ago |
| 10 | Analyzes Neuropixels extracellular recordings end-to-end with SpikeInterface. | K-Dense-AI/ | 48k | 1 repo | ~5k | Automated safety check: Pass | MIT | 5 days ago |
| 11 | 11.Nmrglue Processes calibrated one-dimensional complex NMR free-induction decays with nmrglue into phased spectra, peak candidates, and signed integration regions. | K-Dense-AI/ | 48k | 1 repo | ~2.1k | Automated safety check: Pass | MIT | 5 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/ | 48k | 1 repo | ~1.9k | Automated safety check: Pass | MIT | 5 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/ | 48k | 1 repo | ~4.4k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~4.1k | Automated safety check: Pass | MIT | 5 days ago |
| 15 | 15.Pybamm 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/ | 48k | 1 repo | ~1.8k | Automated safety check: Pass | MIT | 5 days ago |
| 16 | 16.Pycalphad Computes finite-temperature CALPHAD equilibria, phase fractions, and phase compositions from thermodynamic TDB databases using pycalphad. | K-Dense-AI/ | 48k | 1 repo | ~2k | Automated safety check: Pass | MIT | 5 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/ | 48k | 1 repo | ~2.7k | Automated safety check: Notes | Apache-2.0 | 5 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/ | 48k | 1 repo | ~5.2k | Automated safety check: Notes | MIT | 5 days ago |
| 19 | Creates and audits truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly. | K-Dense-AI/ | 48k | 1 repo | ~3.9k | Automated safety check: Notes | MIT | 5 days ago |
| 20 | 20.Tellurium 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/ | 48k | 1 repo | ~2k | Automated safety check: Pass | MIT | 5 days ago |
| 21 | 21.Rowan Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. | K-Dense-AI/ | 48k | 2 repos | ~4.3k | Automated safety check: Pass | Proprietary | 5 days ago |
| 22 | 22.Alphagenome 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/ | 48k | 1 repo | ~4.4k | Automated safety check: Notes | MIT | 5 days ago |
| 23 | 23.Arboreto Infers candidate gene regulatory networks from bulk or single-cell expression data using AertsLab Arboreto GRNBoost2 and GENIE3. | K-Dense-AI/ | 48k | 1 repo | ~2.7k | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 24 | 24.Autoskill 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/ | 48k | 1 repo | ~4.2k | Automated safety check: Notes | MIT | 5 days ago |
| 25 | 25.Bulk Rnaseq Prepares bulk RNA-seq FASTQ, Salmon, STAR or featureCounts output for gene-level differential expression. | K-Dense-AI/ | 48k | 1 repo | ~4.2k | Automated safety check: Pass | MIT | 5 days ago |
| 26 | 26.Fictiv Operates Fictiv (app.fictiv.com), the on-demand manufacturing platform, end to end in the user's browser. | K-Dense-AI/ | 48k | 1 repo | ~3.6k | Automated safety check: Pass | MIT | 5 days ago |
| 27 | 27.Flowio Reads, inspects, and writes Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO. | K-Dense-AI/ | 48k | 1 repo | ~3.4k | Automated safety check: Notes | BSD-3-Clause | 5 days ago |
| 28 | 28.Flowkit 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/ | 48k | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 5 days ago |
| 29 | 29.Fluidsim Plans, configures, inspects, restarts, and analyzes bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety checks. | K-Dense-AI/ | 48k | 1 repo | ~3.5k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~3.2k | Automated safety check: Notes | MIT | 5 days ago |
| 31 | 31.Geomaster 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/ | 48k | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 5 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/ | 48k | 1 repo | ~3k | Automated safety check: Pass | MIT | 5 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/ | 48k | 1 repo | ~2.5k | Automated safety check: Notes | MIT | 5 days ago |
| 34 | 34.Liteparse Local document and PDF parsing that returns spatial text with bounding boxes. | K-Dense-AI/ | 48k | 1 repo | ~3.1k | Automated safety check: Notes | Apache-2.0 | 5 days ago |
| 35 | 35.Mageck 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/ | 48k | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 5 days ago |
| 36 | Solves seawater carbonate chemistry with PyCO2SYS for chemical oceanography, ocean acidification, and marine carbon-cycle research. | K-Dense-AI/ | 48k | 1 repo | ~2.4k | Automated safety check: Pass | MIT | 5 days ago |
| 37 | 37.Matchms Processes, cleans, compares, and searches tandem mass spectra with matchms. | K-Dense-AI/ | 48k | 1 repo | ~3.2k | Automated safety check: Notes | Apache-2.0 | 5 days ago |
| 38 | 38.Ncats Arax 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/ | 48k | 1 repo | ~2.3k | Automated safety check: Notes | MIT | 5 days ago |
| 39 | 39.Neurokit2 Builds and audits reproducible NeuroKit2 research workflows for physiological time-series preprocessing, event/interval analysis, multimodal alignment, variability, and complexity. | K-Dense-AI/ | 48k | 1 repo | ~3.9k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~2.8k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~3.6k | Automated safety check: Notes | MIT | 5 days ago |
| 42 | Organizes research with the self-hosted Open Notebook alternative to NotebookLM. | K-Dense-AI/ | 48k | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 5 days ago |
| 43 | 43.Openpiv Performs Particle Image Velocimetry (PIV) analysis with OpenPIV. | K-Dense-AI/ | 48k | 1 repo | ~4.8k | Automated safety check: Notes | BSD-3-Clause | 5 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/ | 48k | 1 repo | ~3.8k | Automated safety check: Notes | MIT | 5 days ago |
| 45 | 45.Pacsomatic Prepares and launches nf-core/pacsomatic matched tumor-normal PacBio HiFi genomics workflows from unaligned BAM inputs. | K-Dense-AI/ | 48k | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 5 days ago |
| 46 | 46.Pathml 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/ | 48k | 1 repo | ~3.3k | Automated safety check: Notes | MIT | 5 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/ | 48k | 1 repo | ~2.7k | Automated safety check: Notes | MIT | 5 days ago |
| 48 | Performs pathway and gene-set enrichment analysis on gene lists or ranked gene data and interprets the results. | K-Dense-AI/ | 48k | 1 repo | ~4.2k | Automated safety check: Pass | MIT | 5 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.