All authors
Claude Skills by raktim-mondol
github.com/raktim-mondol559 skills6 installs638 views
- RadiologistReasons from modality–question fit, contrast kinetics, and ACR Appropriateness Criteria (1–9); applies BI-RADS, LI-RADS, PI-RADS, and Lung-RADS with Fleischner/incidental-findings algorithms; integrates PACS/RIS/DICOM/IHE workflows, CTDIvol/DLP/DIR dose stewardship, and critical-results communication while treating perceptual misses, satisfaction of search, and CT/MRI/PET artifacts as first-class failure modes.Votes: 0GitHub stars: 2
- Reaction Engineering SpecialistReasons from rate laws, stoichiometry, residence-time distributions, and coupled heat-rate balances through LHHW and Michaelis-Menten kinetics, Thiele/effectiveness and Weisz-Prater diffusion criteria, tracer RTD models, and RC1/ARC calorimetry while treating thermal runaway, hot spots, catalyst deactivation, channeling, and k_L-a mass-transfer masking as first-class failure modes.Votes: 0GitHub stars: 2
- Regenerative Medicine ScientistReasons from potency assurance, 361 vs 351/ATMP pathways, USP <1043> ancillary tiers, G-Rex/closed CAR-T manufacture, MSC matrix potency, and ISO 10993/dECM scaffolds while treating comparability-without-bioassay and CFU-F-as-potency as first-class failure modes.Votes: 0GitHub stars: 2
- Regulatory Affairs ScientistReasons from CTD/eCTD Modules 1–5 traceability, FDA Type B/EOP and EMA PRIME/scientific-advice strategy, ICH Q8–Q12 lifecycle CMC, and expedited pathways (BTD/RMAT/accelerated approval); treats RTF, clinical-hold CMC gaps, ignored meeting minutes, and eCTD validation failures as first-class failure modes.Votes: 0GitHub stars: 2
- Rehabilitation ScientistReasons from ICF/disablement models, COSMIN MCID/MDC triangulation, TIDieR-Rehab/CONSORT 2025 trial design, gait lab and PROMIS outcomes, motor-learning mechanisms, and RE-AIM implementation science; treats natural recovery, therapist allegiance, and lab-vs-function confounds as first-class failure modes.Votes: 0GitHub stars: 2
- Reinforcement Learning ResearcherReasons from MDP/POMDP and Bellman operators through DQN/PPO/SAC/TD3, MuJoCo/Atari/Procgen/Brax benchmarks, offline RL (CQL/IQL), reward-hacking diagnostics, Gymnasium/CleanRL/SB3 stacks, and NeurIPS/ICML/CoRL seed-stratified evaluation with bootstrap CIs.Votes: 0GitHub stars: 2
- Reliability EngineerReasons from failure mechanisms, time-to-failure distributions, censored field data, and stress-strength interference through FMECA, physics-of-failure models (Coffin-Manson, Arrhenius, Peck), Weibull and Crow-AMSAA growth analysis, and demonstration tests while treating mixture populations, wrong acceleration models, common-cause failures, and lab-pass-equals-field-proof as first-class failure modes.Votes: 0GitHub stars: 2
- Remote Sensing ScientistReasons from sensor physics, atmospheric state, surface BRDF, and sampling geometry through Sen2Cor/LaSRC/6S atmospheric correction, sub-pixel coregistration, SAR radiometric terrain correction, and Olofsson area-adjusted accuracy while treating misregistration, NDVI saturation, BRDF anisotropy, mixed pixels, and spatial label leakage as first-class failure modes.Votes: 0GitHub stars: 2
- Renewable Energy ScientistReasons from resource-to-energy conversion, P50/P90 yield risk, LCOE/LCA boundaries, IEC monitoring, and grid constraints while troubleshooting PV soiling/PID/clipping, wind wakes/icing/yaw, hydro drought, geothermal scaling, and biomass feedstock variability.Votes: 0GitHub stars: 2
- Reporting And Archiving FindingsUse when an analysis is complete and verified, and you need to decide how to report it and archive the work for reproducibilityVotes: 0GitHub stars: 2
- Reproducibility AuditorCheck that an analysis reruns end-to-end: seeds, versions, environment.Votes: 0GitHub stars: 2
- Reproductive BiologistReasons from the HPG axis, gametogenesis, embryo development, and endometrial receptivity through WHO 6th semen analysis, LC-MS/MS hormone assays, EmbryoScope morphokinetics, PGT-A, and ASRM/ESHRE guidelines while treating mis-timed cycle-day sampling, incubator CO2/pH drift, sperm DNA fragmentation, and embryo mosaicism as first-class failure modes.Votes: 0GitHub stars: 2
- Research Software EngineerReasons from Software Carpentry and FAIR4RS through SemVer releases, CITATION.cff/SPDX metadata, pytest/Hypothesis CI gates, Docker/Apptainer on Slurm, and maintainability discipline for citable, reproducible research code.Votes: 0GitHub stars: 2
- Researchcraft NotebookKeep ResearchCraft's living lab notebook with the notebook tool: hypotheses, methods, observations, decisions, artifact links, and append-only corrections.Votes: 0GitHub stars: 2
- Restoration EcologistReasons from SER International Standards (reference models, six ecosystem attributes, five-star recovery, restorative continuum), BACI/BARI monitoring, INSR seed provenance and provisional seed zones, FQA/cover-weighted metrics, and passive–active–assisted recovery while treating revegetation-as-restoration, chronosequence pseudoreplication, and year-3 cover photos as first-class failure modes.Votes: 0GitHub stars: 2
- Results InterpreterInterpret results cautiously, surfacing alternative explanations.Votes: 0GitHub stars: 2
- Rf Microwave EngineerReasons from power-wave S-parameters, Friis noise-figure cascades, and Rollett/mu stability through ADS/AWR harmonic balance, HFSS/Sonnet EM, Smith-chart matching, and TRL/SOLT-calibrated VNA/spectrum bench work while treating reference-plane errors, LO leakage and IF feedthrough, conditional instability, and uncorrelated sim-versus-measured gain as first-class failure modes.Votes: 0GitHub stars: 2
- Rna BiologistReasons like a senior RNA biologist across transcription and nascent assays, splicing, m6A, CLIP/eCLIP, RNA-seq, ribosome profiling, and GENCODE/MANE annotation—with rigor, troubleshooting, and reporting norms.Votes: 0GitHub stars: 2
- Robotics EngineerReasons from DH/PoE kinematics, Jacobian singularities, and computed-torque/impedance control through ROS 2, MoveIt/OMPL, Nav2/SLAM/AMCL, hand-eye AX=XB, Isaac/Gazebo sim-to-real, and ISO 10218/ISO TS 15066 safety while treating tf/frame errors, encoder drift, backlash, and reality-gap overclaim as first-class failure modes.Votes: 0GitHub stars: 2
- Robotics ScientistReasons from the closed sensor-to-actuator loop, kinematic reachability, and dynamic feasibility (friction cones, actuator saturation) through DH/PoE kinematics, RRT*/CHOMP planning, MPC and whole-body control, SLAM, and ROS 2 rosbag logging while treating TF-frame and timestamp mismatches, the sim-to-real gap, grasp slip, and ISO 10218/15066 force-limit violations as first-class failure modes.Votes: 0GitHub stars: 2
- RunpodUse Runpod for GPU/CPU remote compute beyond what the runpod_run tool covers — serverless endpoints, network volumes, Hub templates, SSH/file transfer.Votes: 0GitHub stars: 2
- Scientific Figure MakingPublication-ready matplotlib figures for academic papers, slides, and reports — bars, trends, scatter, heatmaps, multi-panel layouts — with a house minimalist style and print/vector export conventions. Use when the user is finalizing or creating such figures in matplotlib. Do not use for interactive dashboards (Plotly/Altair/Bookeh), exploratory-only plots, dominant 3D/GIS, or Illustrator/Figma-first infographic workflows.Votes: 0GitHub stars: 2
- Scikit BioBiological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.Votes: 0GitHub stars: 2
- Scvi ToolsDeep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch effects, multimodal data. For standard analysis pipelines use scanpy.Votes: 0GitHub stars: 2
- SeabornStatistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use scientific-visualization.Votes: 0GitHub stars: 2
- SedimentologistReasons 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 shale-equals-deep-water defaults, and single-outcrop overextrapolation as first-class failure modes.Votes: 0GitHub stars: 2
- SeismologistReasons 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.Votes: 0GitHub stars: 2
- Semiconductor Device EngineerReasons from electrostatics, capacitance-current MOSFET physics, interface-trap behavior, and self-heating through I-V/C-V extraction ladders, Sentaurus TCAD calibrated to silicon splits, BSIM-CMG compact modeling, and JEDEC reliability stress while treating uncalibrated TCAD, unstated constant-current Vt references, ignored BTI partial recovery, and self-heating-distorted DC Ron as first-class failure modes.Votes: 0GitHub stars: 2
- Semiconductor Materials ScientistReasons from band structure, defect energetics, and process–structure–property links; grows and characterizes bulk and epitaxial semiconductors (Si, III–V, SiC, GaN, 2D) via MOCVD/MBE/HVPE, Hall/DLTS/XRD/RSM/ECCI/TEM/SIMS, and DFT defect levels while treating compensation, Fermi-level pinning, threading dislocations, and polytype mixing as first-class failure modes.Votes: 0GitHub stars: 2
- Semiconductor PhysicistReasons from ε_n(k), effective-mass tensor, and 2D subband DOS through Hall/multiband fits, mobility scattering analysis, Lang DLTS (E_T, σ, N_T), and quantum-well intersubband spectroscopy while treating compensation, rate-window artifacts, and DFT gap error as first-class failure modes.Votes: 0GitHub stars: 2
- Sensor EngineerReasons from transduction physics and error budgets through MEMS IMU Allan variance (ARW, bias instability, rate random walk), six-position and temperature calibration, piezoresistive/capacitive pressure validation, and photodiode–TIA NEP/SNR while treating vibration rectification, mag distortion, and aliased decimation as first-class failure modes.Votes: 0GitHub stars: 2
- Separation Processes EngineerReasons from VLE/LLE thermodynamics, FUG shortcuts, and NRTL/PR property packages through Aspen RadFrac, CGCC/pinch integration, membrane Robeson bounds, chromatography van Deemter scale-up, and MSZW crystallization while treating wrong BIPs, jet flood/entrainment, concentration polarization, and lab-to-plant MSZW as first-class failure modes.Votes: 0GitHub stars: 2
- Signal Processing EngineerReasons from the sampling theorem, LTI system functions H(z), and sufficient statistics for detection through Parks-McClellan filter design, Welch and multitaper spectral estimation, matched filters and CFAR detection, and bit-true fixed-point verification while treating aliasing, leakage and scalloping, IIR limit cycles, and detector leakage as first-class failure modes.Votes: 0GitHub stars: 2
- Simulation ReviewerReview simulations: discretization, convergence, stability, validation.Votes: 0GitHub stars: 2
- Single Cell BiologistReasons from assay chemistry, sample-level replication, cell-state manifolds, and metadata provenance; treats ambient RNA, doublets, dissociation stress, batch, and pseudoreplication as core failure modes.Votes: 0GitHub stars: 2
- Sleep ScientistReasons from Borbély Process S/C homeostatic–circadian integration, AASM v3 PSG scoring (1A/1B hypopnea rules), DLMO/forced desynchrony phase assays, MSLT/ICSD-3 hypersomnolence criteria, Cole-Kripke/Sadeh actigraphy, NSRR/SHHS cohorts, and CBT-I/CPAP trial design while treating first-night effect, actigraphy wake misclassification, 3% vs 4% AHI shifts, and consumer wearable stage overclaim as first-class failure modes.Votes: 0GitHub stars: 2
- Soft Matter PhysicistReason from kT and mesoscale structure; couple rheology (TA Instruments, Anton Paar), scattering (SANS/SAXS/DLS/XPCS), and PIV to Flory-Huggins, de Gennes scaling, jamming, and active-matter hydrodynamics.Votes: 0GitHub stars: 2
- Soil EcologistReasons from soil food webs (nematode EI/SI/CI), PLFA phenotypes, amoA/nirK/nifH qPCR, and 16S/ITS/metagenomics through gross 15N pool dilution and C/N priming while treating tillage, compaction, and fire recovery, compositional bias, and DNA-activity gaps as first-class failure modes.Votes: 0GitHub stars: 2
- Soil Fertility ScientistReasons from plant-available nutrient supply, pH-governed availability, and CEC/base saturation through Mehlich-3 extraction, buffer-pH lime calculations with ECCE/ENM, 4R stewardship, and regional extension calibration while treating uncalibrated cross-extractant comparison, no-till stratification, environmental P/nitrate loss, and N mineralization-immobilization leakage as first-class failure modes.Votes: 0GitHub stars: 2
- Soil ScientistReasons from CLORPT genetic horizonation, matric-potential water flow, and colloid exchange chemistry through Munsell pedon description, USDA Soil Taxonomy and WRB keys, buffer-pH lime calculation, and HYDRUS/RUSLE2/PHREEQC modeling while treating wrong-extractant nutrient values (Mehlich-3 vs Olsen), map-unit-as-pedon substitution, and PTF-output-as-measured-K_sat as first-class failure modes.Votes: 0GitHub stars: 2
- Solar PhysicistReasons from magnetic field topology, plasma beta, reconnection, and radiative transfer through DEM inversion, NLFFF/PFSS extrapolation, coronal seismology, and WSA-ENLIL forecasting while treating single-channel AIA temperature claims, HMI disambiguation ambiguity at the PIL, limb projection artifacts, and Parker-spiral connectivity uncertainty as first-class failure modes.Votes: 0GitHub stars: 2
- Space Weather ScientistReasons from Dungey coupling and prolonged southward Bz through ICME vs. CIR/SIR drivers; uses OMNI/CDAWeb, L1 RTSW, WSA-Enlil, CCMC/CAMEL validation, SuperMAG SYM-H, GloTEC/IRI, and NOAA G/S/R scales while treating sheath-vs-cloud Bz, catalog false alarms, and Dst timing artifacts as first-class failure modes.Votes: 0GitHub stars: 2
- SpectroscopistReasons from selection rules, line shapes as convolutions of intrinsic and instrument broadening, and Beer-Lambert linearity through UV-Vis, fluorescence, IR/Raman, NMR, CD, EPR, and XAS/XPS with calibration standards (polystyrene 1601 cm⁻¹, TMS/DSS, C 1s 284.8 eV) while treating inner filter effects, baseline artifacts inventing peaks, Fermi resonances, and X-ray beam damage as first-class failure modes.Votes: 0GitHub stars: 2
- Spintronics PhysicistReasons from spin-orbit coupling, spin diffusion length, exchange and DMI, and spin-dependent transport through MTJ/TMR characterization, ST-FMR and harmonic-Hall torque measurement, nonlocal spin valves, and Valet-Fert and MuMax3/OOMMF modeling, while treating barrier pinholes and shunt paths, ordinary-versus-anomalous Hall and ISHE confusion, Oersted-field and Joule-heating artifacts, and incomplete magnetization switching as first-class failure modes.Votes: 0GitHub stars: 2
- Sports ScientistReasons from periodization and session-RPE/ACWR/GPS load monitoring, VALD force-plate readiness, SWC/TE decision bands, and IOC/STROBE-SIIS/CERT/CONSORT reporting while treating pseudoreplication, Hawthorne reactivity, and single-metric injury claims as first-class failure modes.Votes: 0GitHub stars: 2
- Statistical PhysicistReasons from ensembles and partition functions through finite-size scaling (Binder cumulant, data collapse), Wolff/cluster MC, and RG/MCRG to Jarzynski–Crooks fluctuation theorems; uses ALPS, NetKet, WHAM, and ED/DMRG while treating critical slowing down, subleading FSS humps, and poor work-histogram overlap as first-class failure modes.Votes: 0GitHub stars: 2
- Statistical ReviewerAudit statistical analyses: test choice, assumptions, power, multiplicity.Votes: 0GitHub stars: 2
- StatisticianReasons from estimands, generative-model assumptions, and a budgeted Type I/II error tradeoff through analysis plans (SAP, ICH E9(R1) estimands), mixed models, multiple imputation under MCAR/MAR/MNAR, and Benjamini-Hochberg FDR while treating naive post-selection SEs, unadjusted multiplicity, ignored clustering in survey PSUs, and sequential peeking as first-class failure modes.Votes: 0GitHub stars: 2
- StatsmodelsStatistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. For guided statistical test selection with APA reporting use statistical-analysis.Votes: 0GitHub stars: 2
- Stellar AstrophysicistReasons from stellar structure, nucleosynthesis, radiative transfer, and the distance ladder through MESA evolution models, spectroscopic and asteroseismic fitting, Gaia astrometry, and MCMC/nested-sampling inference while treating PSF and flat-field artifacts, telluric contamination, Malmquist and Eddington selection bias, and look-elsewhere global significance as first-class failure modes.Votes: 0GitHub stars: 2