Expert-thinking subagents for molecular & cell biology: genetics, genomics, omics, biochemistry, biophysics, microbiology, immunology, virology, and structural/synthetic/systems biology.
63 agents
Expert-thinking subagents for earth, environmental, ocean, and atmospheric science: geology, geophysics, climate, oceanography, hydrology, remote sensing, and sustainability.
Plugin sci-agents-earth-environment from marketplace plugin-place in galeep/plugin-place. Commands read from the repo's manifest — today.
air-quality-scientistAir Quality Scientist: Reasons from source emissions through transformation, transport, and dose using SMOKE/MOVES inventories, WRF-driven CTMs like CMAQ and CAMx, PMF/ME-2 apportionment, and concentration-response functions, while treating rotational PMF ambiguity, AOD-to-PM bias in humid regions,
carbon-cycle-scientistCarbon Cycle Scientist: Reasons from carbon mass balance across reservoirs and timescales, sign conventions, and budget closure through the Global Carbon Budget protocol, ONEFlux/REddyProc eddy-covariance processing, atmospheric inversions (CarbonTracker, CAMS, GEOS-Chem), Δ¹⁴C/δ¹³C isotopic partiti
civil-engineerCivil Engineer: Reasons from load paths, factored load combinations, soil-structure interaction, and governing limit states through ASCE 7, ACI 318, AISC 360, and tools like SAP2000/ETABS, PLAXIS, and HEC-RAS while treating missing load paths, connection and foundation failures, differential settlem
climate-risk-analystClimate Risk Analyst: Reasons from TCFD/IFRS S2 four-pillar disclosure, NGFS Phase V orderly/disorderly/hot-house scenarios, hazard–exposure–vulnerability and RMS/AIR/CLIMADA cat economics, transition carbon-price and stranded-asset pathways, and PCAF financed emissions while treating exposure geoco
climate-scientistClimate Scientist: Reasons from ERF/EEI energy-budget closure, AR6 forcing (WMGHG vs ERFaci), optimal fingerprinting and FAR event attribution, CMIP6/ScenarioMIP SSP workflows (ESGF, ESMValTool), and paleo proxy physics (PAGES2k, ice-core δD/CO₂, foraminifera Mg/Ca, coral Sr/Ca) while treating aeros
climatologistClimatologist: Characterizes climate via WMO CLINO baselines (1991–2020 vs 1961–1990), ETCCDI indices, and teleconnection modes; bridges ERA5 climatology to CMIP6/ScenarioMIP SSP deltas (xsdba/QDM), optimal-fingerprint attribution, AR6 ERF/ECS/TCR, and proxy reconstructions (CPS/EIV, PAGES2k, MXD di
cognitive-scientistCognitive Scientist: Reasons from Marr's levels of analysis, latent processes behind RT and accuracy, and strong inference through PsychoPy paradigms, signal-detection d-prime/criterion, sequential-sampling and ACT-R models, and crossed mixed-effects designs while treating speed-accuracy tradeoffs,
developmental-psychologistDevelopmental Psychologist: Reasons from developmental trajectories, measurement invariance, and familial-environmental context through age-normed instruments (Bayley, WPPSI/WISC, CBCL, MacArthur-Bates CDI), false-belief and violation-of-expectation paradigms, and lme4/lavaan growth models while tre
environmental-engineerEnvironmental Engineer: Reasons from mass balances, reaction kinetics, source-pathway-receptor transport, and permit limits through BioWin/GPS-X, SWMM, AERMOD/CALPUFF, GAC/IX and activated-sludge design, and 40 CFR Part 136 QA/QC, while treating nitrifier washout, clarifier upset, PFAS breakthrough,
environmental-policy-analystEnvironmental Policy Analyst: Reasons from statutory authority, baseline definition, and monetization boundaries through NEPA/ESA compliance, Circular A-4 RIAs, EPA SC-GHG and benefit transfer, IAM/IPCC scenario use, and APA regulatory comment while treating discount-rate dominance, weak transfer ex
foundation-engineerFoundation Engineer: Reasons from effective stress, ULS versus SLS limit states, and construction-altered soil behavior through CPT/SPT logging, triaxial and oedometer testing, LRFD φ-factor checks, and LPILE/PLAXIS analysis while treating liquefaction-driven lateral spread, negative skin friction d
geodesistGeodesist: Reasons from coordinates as four-dimensional objects with epoch, velocity, and frame realization (ITRS vs. ITRF2020, WGS84) through GAMIT/GLOBK and Bernese PPP-AR, SBAS/PS-InSAR with GACOS atmospheric correction, IERS Conventions, and 14-parameter Helmert transforms while treating ITRF-re
geodynamics-tectonics-scientistGeodynamics & Tectonics Scientist: Reasons from plate kinematics, lithospheric rheology, and interseismic-versus-coseismic strain partitioning through GAMIT/GLOBK and MintPy geodesy, Okada/viscoelastic slip inversion, OxCal paleoseismic chronologies, ASPECT mantle modeling, and OpenQuake/USGS NSHM h
geographic-information-scientist-gisGeographic Information Scientist (GIS): Reasons from location, topology, scale, and positional uncertainty through PostGIS/GDAL pipelines, explicit EPSG/datum choices, kriging with cross-validated variograms, and ISO 19115/FGDC metadata while treating MAUP and ecological fallacy, Web Mercator area s
geological-oceanographerGeological Oceanographer: Reasons from sediment transport mechanics, stratigraphic context, and accommodation through multibeam (EM122/EM712) and sub-bottom/seismic imaging, gravity and piston cores with XRF/X-ray CT, CTD tow-yo ORP/Mn/CH4 plume surveys, and Bouma/Lowe facies analysis, while treatin
geologistGeologist: Reasons from Steno's principles and Walther's Law through Brunton strike/dip, measured sections, hand-lens rock ID (QAPF/Folk/Dunham), thin-section petrography (PPL/XPL, Michel-Lévy, point counting), FGDC/GeMS geologic maps, NGMDB/Geolex/Macrostrat, and stereonet structural analysis while
geomagnetistGeomagnetist: Reasons from spherical-harmonic main-field theory and remanence physics through IGRF-14/WMM2025 vs CHAOS-8 SV, INTERMAGNET baseline adoption (IBFV2.00), Swarm quiet-time modeling, stepwise AF/thermal demagnetization with PCA/Fisher, GEOMAGIA50/MagIC archaeomagnetic SVCs, and GFZ Kp/ap
geomorphologistGeomorphologist: Reasons from coupled form, process, and time and from rates, thresholds, and lag times through field mapping, lidar/SfM DEM morphometry (chi profiles, Ksn in LSDTopoTools/Landlab), cosmogenic nuclide dating (CRONUS-Earth, OSL, U-Th), and landscape-evolution models, while treating eq
geotechnical-engineerGeotechnical Engineer: Reasons from effective stress and LRFD/EC7 limit states through GDR/GBR/FDR deliverables, shallow and deep foundations (GEC 6/10/12), excavation support (DeepEX, LPILE), ground improvement, ASCE 7 liquefaction, observational-method triggers, and FHWA pile acceptance while trea
geotechnical-scientistGeotechnical Scientist: Reasons from Terzaghi effective stress, Mohr–Coulomb/CSSM, and consolidation/seepage through SPT/CPTU (Robertson SBT), triaxial/oedometer (ASTM D-series), Boulanger–Idriss liquefaction, Hoek–Brown/GSI rock mass, EC7 characteristic values, and PLAXIS/Slide2/RS2/GeoStudio workf
glaciologistGlaciologist: Reasons from mass-budget closure (SMB, dynamic discharge, calving), Glen flow law, and subglacial effective pressure through WGMS/GlaMBIE stake networks, ICESat-2/CryoSat altimetry with firn and radar-penetration corrections, ITS_LIVE velocities, ApRES basal melt, RES/MCoRDS bed picks,
hydrogeologistHydrogeologist: Reasons from Darcy's law, mass conservation, aquifer heterogeneity, and coupled biogeochemical transport through Theis and Cooper-Jacob aquifer-test analysis, MODFLOW/MT3DMS modeling with PEST uncertainty, and low-flow geochemical sampling while treating wellbore-storage and skin art
hydrologistHydrologist: Reasons from hydrologic-cycle closure (P = ET + Q + ΔS + I), runoff-generation mechanisms, and channel routing through HEC-HMS, HEC-RAS, the National Water Model, and split-sample KGE/NSE/PBIAS calibration, while treating post-flood rating-curve shifts, radar QPE bias, snow/rain misclas
industrial-engineerIndustrial Engineer: Reasons from takt, Little's Law, and ρ-stable queueing (M/M/c, Erlang C) through DMAIC/DMADV, VSM, line balancing, SLP/ALDEP/CRAFT layout, MTM/MOST, work sampling, RNLE/RULA/REBA, ISO 22400 OEE, and Arena/AnyLogic DES V&V; treats simulation warm-up/replication gaps, CRAFT non-co
life-cycle-assessment-analystLife-Cycle Assessment Analyst: Reasons from functional unit, attributional-versus-consequential framing, and ISO 14044 allocation hierarchy through openLCA, SimaPro, Brightway2, ecoinvent, and LCIA methods like TRACI and EF 3.0 while treating allocation-driven ranking flips, biogenic-versus-fossil c
marine-geologistMarine Geologist: Reasons from stratigraphy, sedimentary processes, geophysical facies, and age control through multibeam bathymetry, 2D/3D seismic, piston/IODP cores tied via synthetic seismograms, and CSF-A age models while treating bad-SVP false scarps, BSRs mimicking free gas, gas-charged push-d
meteorologistMeteorologist: Reasons from hydrostatic and geostrophic balance, scale-dependent dynamics, and the obs-to-NWP pipeline; works the Snellman funnel, matches HRRR/GFS/ECMWF to scale, and treats spin-up, convective scheme bias, radar AP, and PoP misinterpretation as first-class failure modes.
mining-geologistMining Geologist: Reasons from deposit-type models (porphyry, VMS, SEDEX, orogenic Au, IOCG, skarn) through oriented core logging, domaining, variography, OK/MIK/LUC estimation, and Chain-of-Mining reconciliation to JORC Table 1, NI 43-101 Item 14, and CIM MRMR reporting; uses Leapfrog, GIM Suite/MX
mlops-engineerMLOps Engineer: Reasons from data contracts, feature parity, evaluation gates, and rollback-readiness through MLflow/W&B registries, Feast feature stores, KServe/Triton serving, Great Expectations/TFDV validation, and Evidently PSI/KS drift monitors while treating train-serve skew, data leakage, sil
neuroinformaticianNeuroinformatician: Reasons from FAIR schema, provenance, and pinned software environments through BIDS, NWB, ontologies, versioned Snakemake/Nextflow pipelines, and bids-validator/nwbinspector checks while treating silent metadata failures like wrong NWB units, colliding multi-site subject IDs, uns
paleoceanographerPaleoceanographer: Reasons from foraminiferal proxy system science (G. ruber, Cibicidoides, species/size fraction), Barker Mg/Ca cleaning and Anand/Gray calibrations, paired planktic δ¹⁸O–Mg/Ca and LR04 benthic stacks, IODP depth scales and splice ties, and AMOC fingerprints (benthic δ¹³C gradients,
paleoclimatologistPaleoclimatologist: Reasons from proxy transfer functions, archive integration time, and orbital forcing through Bayesian age-depth modeling (Bacon, OxCal), IntCal20 radiocarbon calibration, PAGES2k compositing, and proxy-equivalent PMIP/DeepMIP comparison while treating age-model uncertainty, non-s
paleontologistPaleontologist: Reason from **taphonomic filters** first: biostratinomy, diagenesis, time-averaging, and Signor–Lipps before biostratigraphic correlation, morphometrics, or phylogenetic claims.
petroleum-geologistPetroleum Geologist: Reasons from petroleum-system elements (kerogen I–IV, kitchens, critical moment), trap/spill-point and SGR fault seal, AVO/DHI and inversion QC, Archie/Simandoux/NMR petrophysics with Monte Carlo STOIIP, and PetroMod 1D–3D charge migration; treats tuning flat spots, post-trap ch
petrologistPetrologist: Reasons from Gibbs free energy minimization, the phase rule, and protolith-specific facies assemblages through petrography, EPMA/LA-ICP-MS microanalysis, pseudosections (Perple_X, THERMOCALC, MELTS), and classical thermobarometry while treating retrograde overprinting, serpentinization,
physical-oceanographerPhysical Oceanographer: Reasons from geostrophy, thermal wind, PV, and Ekman/Sverdrup balances; integrates GO-SHIP/CCHDO sections, Argo DMQC, DUACS/CMEMS altimetry, and ROMS/MITgcm/NEMO validation while treating reference-level transport ambiguity, Argo conductivity drift, and MDT/alias artifacts as
pollution-control-engineerPollution Control Engineer: Reasons from PTE, Title V Part 70, and NPDES limits through scrubber/baghouse/ESP/RTO selection, CEMS and stack-test demonstration, and parametric O&M (ΔP, pH, L/G) while treating synthetic-minor strategy, sulfite-blinded FGD, bag leaks, and WET/TIE toxicity as first-clas
quaternary-scientistQuaternary Scientist: Reasons from dated landform-sediment-proxy associations, multi-method chronology, and ice-age cyclicity (MIS, orbital forcing) through radiocarbon/OSL/cosmogenic dating, Bayesian age models (OxCal, Bacon, IntCal20), tephrochronology, and GIA models while treating uncalibrated 1
sedimentologistSedimentologist: Reasons from grain-scale hydraulics, facies associations, and base-level accommodation through measured sections, Folk & Ward granulometry, Bouma divisions, ichnofacies, and core-log-seismic ties while treating diagenetic overprint, bioturbation-destroyed laminae, fining-upward and
seismologistSeismologist: Reasons from elastic wave theory and Earth models through detection, HypoDD/iLoc location, moment tensors, ambient-noise and receiver-function imaging, PSHA/OpenQuake hazard, and NEIC-style operational products (ShakeMap, PAGER, EEW) with explicit artifact and magnitude-type discipline
structural-geologistStructural Geologist: Reasons from stress, strain, kinematics, and Mohr-Coulomb failure through stereonet fault-slip analysis, area-balanced cross sections in Move, quartz/calcite paleopiezometry on EBSD-indexed CPO, and geodetic-plus-trench slip-rate estimates while treating heterogeneous-fault pal
topologistTopologist: Reasons from continuity, compactness, connectedness, homotopy, and manifold structure through invariants and tools like π₁ via Seifert-van Kampen, cellular/simplicial homology with ∂²=0 and Smith-normal-form torsion, Mayer-Vietoris, and SnapPy/GUDHI computation, while treating lost-Hausd
tunnel-underground-engineerTunnel & Underground Engineer: Reasons from ground-structure-water-air interaction, convergence-support interaction, and face-stability limit states through Q/RMR/GSI classification, Hoek-Brown numerical models (PLAXIS, FLAC), Peck settlement troughs, and DAUB-ITA/NFPA 502 standards while treating f
volcanologistVolcanologist: Reasons from mush reservoirs, volatile exsolution, and conduit fragmentation through WOVOdat/GVP unrest synthesis, MultiGAS–DOAS CO₂/SO₂, melt-inclusion thermobarometry, GACOS/ERA5 InSAR, LP/VLP/VOISS-Net seismology, BET_EF probabilistic forecasting, and LaMEVE recurrence while treati
water-resources-engineerWater Resources Engineer: Watershed hydrology through HEC-HMS into HEC-RAS floodplain and stormwater BMP design — catchment balance, DSS coupling, FEMA products, and quantity/quality detention with defensible calibration.
water-resources-scientistWater Resources Scientist: Reasons from hydrologic-cycle mass and energy balance, green-versus-blue water, and nonstationarity through MODFLOW, SWAT/HEC-RAS, WEAP, Budyko closure, and multi-objective KGE/NSE calibration while treating equifinality, unaccounted return flows and stream depletion, sing
Expert-thinking subagents for molecular & cell biology: genetics, genomics, omics, biochemistry, biophysics, microbiology, immunology, virology, and structural/synthetic/systems biology.
63 agents
Expert-thinking subagents for clinical medical specialties: cardiology, oncology, radiology, pathology, neurology, surgery, anesthesiology, pharmacology, and related fields.
54 agents
Expert-thinking subagents for chemistry: organic, inorganic, physical, analytical, electrochemistry, catalysis, spectroscopy, mass spectrometry, and crystallography.
48 agents
Expert-thinking subagents for mechanical, civil, chemical, aerospace, and process engineering: fluid dynamics, structures, manufacturing, thermodynamics, and reliability.
48 agents
Expert-thinking subagents for organismal, ecological, and evolutionary biology: zoology, botany, physiology, taxonomy, phylogenetics, conservation, and marine/field biology.
43 agents
Expert-thinking subagents for clinical, population, and translational science: epidemiology, clinical trials, regulatory affairs, pharmacovigilance, and public/global health.
41 agents
English natural-science / clinical / physical / formal-science journal routing and per-journal fit skills with official-submission-check discipline.
155 skills
Geoscience: Earth structure and plate tectonics, minerals and rocks, deep time and stratigraphy, deformation and structure, earthquakes and seismology including the magnitude-versus-intensity distinction and prediction versus forecasting, volcanism, surface processes, soils, surface hydrology, groundwater, oceanography, the cryosphere, biogeochemical cycles, resources, natural hazards, and observation and geophysics.
5 skills
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