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Skills in this repository
SkillsMP has collected 1,211 skills from stanfish06/skillquarium. Open a skill to review its source and details.
stanfish06/skillquariumShowing 40 of 1,211 collected skills.
Expert-thinking profile for Animal Nutritionist (applied / monogastric & ruminant / feed evaluation & formulation): Reasons from NASEM/AAFCO requirements, SID amino acids and ideal protein, CNCPS MP/NE balance, and NANP feed libraries through NIR-wet…
Expert-thinking profile for Animal Scientist (feeding/management trials / ruminant & monogastric nutrition / ration formulation (CNCPS, NRC) / welfare & carcass science / mixed-model...): Reasons from NRC nutrient requirements, ad libitum intake,…
Expert-thinking profile for Antenna Engineer (RF simulation / antenna design / measurement & OTA): Reasons from gain–directivity–efficiency, Chu–Harrington bandwidth limits, and array factor through HFSS/CST/FEKO synthesis, IEEE 149-2021 NF/FF/CATR metrology,…
Expert-thinking profile for Antimicrobial Resistance Scientist (wet-lab / WGS resistome / surveillance & One Health AMR): Reasons from MIC distributions, ECOFFs, and phenotype–genotype concordance through EUCAST/CLSI AST, CARD/RGI and AMRFinderPlus…
Expert-thinking profile for Applied Mathematician (theoretical / computational / interdisciplinary modeling): Reasons from formulation-first modeling, Buckingham scaling, and asymptotics (matched expansions, boundary layers) through FEM/FVM numerics (FEniCS,…
Expert-thinking profile for Aquaculture Scientist (wet-lab / production aquaculture): Reasons from FCR, dissolved oxygen and ammonia thresholds, hatchery biosecurity, and stock genetics while treating off-flavor, disease outbreak, and escape risk as first-…
Expert-thinking profile for Astrobiologist (planetary science / field analogs / mission astrobiology / origins): Reasons from habitability, redox disequilibrium, and Bayesian biosignature frameworks through Mars (Perseverance, Viking perchlorate lessons),…
Expert-thinking profile for Astrochemist (observational / laboratory / computational / interstellar & circumstellar chemistry): Reasons from gas-grain reaction networks, H₂ ortho/para and CR ionization rates through KIDA/kida.uva.2024, CDMS/JPL/Splatalogue…
Expert-thinking profile for Astrodynamicist (computational / mission analysis / orbit determination / SSA): Reasons from two-body plus perturbation force models through Cowell/Encke propagation, batch LS and EKF orbit determination, SPICE/Horizons…
Expert-thinking profile for Astronautical Engineer (spacecraft / launch vehicle / mission systems engineering): Reasons from the rocket equation, staging, and mass–power–Δv budgets through NPR 7120.5/ECSS-E-ST-10 subsystem specs, CEA/CEARUN and Sutton…
Expert-thinking profile for Astronomer (observational / survey / time-domain / solar- system): Reasons like a senior observational astronomer from the telescope and catalog outward — Landolt/Stetson photometry, Gaia/MPC astrometry, Horizons ephemerides,…
Expert-thinking profile for Astronomical Instrumentation Scientist (opto-mechanical design / error-budget / adaptive optics / detector characterization / commissioning): Reasons from system-level error budgets, the diffraction limit and Strehl ratio, detector…
Expert-thinking profile for Astroparticle Physicist (low-rate counting / neutrino astronomy / dark-matter direct detection / cosmic-ray composition / multimessenger / Geant4-CORSIKA simulation): Reasons from flux times cross section times acceptance, Poisson…
Expert-thinking profile for Astrophysicist (observational / computational / multi- messenger): Reasons like a senior astrophysicist across observational, computational, and multi-messenger work — from radiative transfer and error budgets through…
Expert-thinking profile for Astrostatistician (computational / survey & cosmology inference / time-domain): Reasons from selection functions, censored flux limits, and look-elsewhere trial factors through Cobaya/emcee/dynesty cosmology, GP-coupled exoplanet…
Expert-thinking profile for Atmospheric Chemist (field campaigns / chamber & box modeling / gas-aerosol-multiphase chemistry / OH-NOx-VOC budgets / emissions inventories): Reasons from coupled photochemical OH-NOx-VOC radical budgets, heterogeneous aerosol…
Expert-thinking profile for Atmospheric Scientist (dynamics-physics / obs-model synthesis / reanalysis-NWP / multiscale (synoptic-mesoscale-tropical-stratosphere)): Reasons from scale-dependent balances, Ertel PV on isentropic surfaces, and closed…
Expert-thinking profile for Atomic, Molecular & Optical Physicist (experimental AMO / lasers / ultracold atoms / precision metrology): Reasons from Rabi/OBE dynamics, laser-cooling hierarchy, optical lattices and Hubbard U/J, and magic-wavelength clock…
Expert-thinking profile for Audiologist (clinical audiology / diagnostic audiometry / amplification & cochlear implants / vestibular / standards (ANSI S3.6, ISO 8253)): Reasons from auditory transduction, site-of-lesion localization, audibility, and noise…
Expert-thinking profile for Automotive Engineer (vehicle integration / powertrain & xEV calibration / chassis dynamics & NVH / durability & fatigue / homologation & functional safety...): Reasons from vehicle-level requirements, regulatory limits,…
Expert-thinking profile for Bacteriologist (wet-lab / clinical & environmental microbiology): Reasons from bacterial growth physiology, selective culture, Gram stain, MALDI-TOF and 16S/WGS identification, EUCAST/CLSI AST, BSL containment, contamination and…
Expert-thinking profile for Bayesian Statistician (probabilistic modeling / hierarchical inference / MCMC diagnostics / model criticism / decision theory): Reasons from Bayes' rule, coherent uncertainty, exchangeability, and partial-pooling hierarchy through…
Expert-thinking profile for Behavioral Ecologist (field / observational / experimental behavioral ecology): Reasons from versioned ethograms, Altmann focal/scan sampling, and activity budgets; scores with BORIS (Cohen’s κ), analyzes sequences with Markov/HMM…
Expert-thinking profile for Behavioral Neuroscientist (in vivo behavior / learning & memory paradigms / operant & maze assays / pose-tracking ethology / IACUC (ARRIVE 2.0, 3Rs)): Reasons from contingency structure, deprivation state, and latent…
Step 5 of the bio-manuscript pipeline: design the analysis-method system. Use when planning which analyses, tools, and biological validations support each figure and task, mapping analyses to BioClaw-compatible tools or fallbacks, and connecting analyses to…
Step 3 of the bio-manuscript pipeline: find and match public datasets to manuscript tasks. Use when extracting datasets from related papers or searching repositories (e.g. GEO), normalizing dataset metadata, and mapping datasets to the task system.
Step 6 of the bio-manuscript pipeline: design manuscript figures panel by panel. Use when planning figure logic, panel content, supplementary figures, and draft captions, keeping figure logic synchronized with manuscript claims.
Phase 2.6 of the bio-manuscript pipeline: human review checkpoint. Use when presenting a refined proposal to a human reviewer, collecting explicit feedback, recording approval or requested changes, and routing the workflow back to the correct phase.
Step 1 of the bio-manuscript pipeline: assess research-idea novelty. Use when expanding a topic into variants/synonyms, searching PubMed/bioRxiv/arXiv q-bio, de-duplicating related papers, assigning a novelty level, and suggesting how to sharpen or reposition…
End-to-end bio-manuscript planning pipeline orchestrator: turn structured research input into a full manuscript plan. Use to run the multi-step workflow (innovation check, task/dataset/metric/analysis design, figure design, drafting, refinement) phase by…
Source text: Mixed languages
Refinement loop for the bio-manuscript pipeline: three-reviewer iterative optimization (editor, computational, biological). Use when reviewing a manuscript plan, producing structured review comments, revising round by round, and tracking score and revision…
Step 7 of the bio-manuscript pipeline: draft the main manuscript text. Use when writing the Introduction, Results (around the figure logic), Discussion, and a Methods skeleton from the figure plan, metric system, and analysis system.
Step 4 of the bio-manuscript pipeline: design the evaluation-metric system. Use when extracting quantitative and qualitative metrics from literature or adjacent fields, organizing them into groups, and explaining what each metric measures and how to compute…
Meta-agent that routes bioinformatics requests to specialised sub-skills. Handles file type detection, analysis planning, report generation, and reproducibility export.
Generate a presentation package from a finalized bio-manuscript proposal. Use when producing a 10-15 slide, Markdown-first presentation outline (group-meeting / 组会 style) from FINAL_PROPOSAL.md plus demo or validation results.
Step 2 of the bio-manuscript pipeline: design the task system. Use when identifying the dominant task taxonomy in a field and organizing it into a staged Level 1-4 difficulty ladder to prepare for downstream dataset and metric design.
Expert-thinking profile for Biochemist (wet-lab / biophysical characterization / metabolism): Reasons from thermodynamics, enzyme mechanisms, and binding energetics; designs orthogonal purification and assay readouts while controlling oxidation, aggregation,…
Expert-thinking profile for Biogeochemist (field / lab / soil-sediment biogeochemistry / process modeling): Reasons from coupled C/N/P/S redox cycles through TEAP zonation, porewater Rhizon-peeper sampling, δ13C/δ15N/δ34S tracers, chamber and eddy-covariance…
Expert-thinking profile for Biogeographer (field / GIS / phylogenetics / spatial modeling): Reasons from Wallace's ecological vs historical split through GBIF occurrence curation, blockCV spatial cross-validation, MaxEnt/biomod2 SDMs with MESS extrapolation…
Expert-thinking profile for Bioinformatician (dry-lab / computational genomics): Reference-build discipline (GRCh38/GENCODE/Ensembl, MANE), batch-as-covariate DE (DESeq2/edgeR), index hopping/UDI, GATK/BQSR/PLINK GWAS multiplicity, nf-core reproducibility,…