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Skills في هذا المستودع
جمع SkillsMP عدد ٤٢٠ من skills من eightmm/codex-science. افتح أي skill لمراجعة مصدره وتفاصيله.
eightmm/codex-scienceعرض ٤٠ من أصل ٤٢٠ skills مجمعة.
Process, assign, and verify molecular NMR evidence. Use for 1D or 2D solution NMR, FID processing, chemical shifts, multiplicities, couplings, integrations, COSY, HSQC, HMBC, NOE or ROE evidence, mixture assessment, and molecular structure or stereochemical…
لغة النص الأصلي: الإنجليزية
Formulate and verify nuclear and particle physics calculations. Use for reactions, decays, relativistic kinematics, conservation laws, cross sections, lifetimes, quantum numbers, detector yields, backgrounds, and statistical significance.
لغة النص الأصلي: الإنجليزية
Classify, solve, approximate, and verify ordinary and partial differential equations with explicit domains, initial or boundary data, well-posedness, residuals, and convergence checks. Use for IVPs, BVPs, dynamical systems, eigenvalue problems, Fourier…
لغة النص الأصلي: الإنجليزية
Parameterize drug-like small molecules for molecular simulation with pinned OpenFF Toolkit/force fields and explicit charge, stereochemistry, and coverage checks. Use before OpenMM or GROMACS when ligands or nonstandard organic molecules need parameters.
لغة النص الأصلي: الإنجليزية
Run pinned OpenFold3 preview inference for proteins, nucleic acids, noncanonical residues, and small-molecule complexes. Use when an open AlphaFold3-style workflow is wanted and preview-status limitations are acceptable.
لغة النص الأصلي: الإنجليزية
Build, equilibrate, run, checkpoint, and analyze reproducible molecular dynamics with OpenMM. Use for proteins, nucleic acids, solvated complexes, or parameterized protein-ligand systems when local CPU/GPU simulation is requested.
لغة النص الأصلي: الإنجليزية
Model and verify optical and wave phenomena. Use for ray optics, wave propagation, polarization, interference, diffraction, coherence, resonators, dispersion, scattering, imaging, and electromagnetic boundary problems.
لغة النص الأصلي: الإنجليزية
Formulate, solve, and verify finite-dimensional optimization and calculus-of-variations problems. Use for convex programs, constrained extrema, KKT systems, duality, optimal control, Euler-Lagrange equations, and numerical optimization.
لغة النص الأصلي: الإنجليزية
Profile noncovalent protein-ligand interactions with a pinned PLIP release and compare interaction fingerprints across experimental structures, docking poses, or trajectory representatives. Use after structure preparation or pose generation.
لغة النص الأصلي: الإنجليزية
Formulate, solve, simulate, and verify probability and stochastic-process problems. Use for conditional probability, random variables, limit theorems, Markov chains, Poisson processes, martingales, stochastic simulation, and uncertainty in random systems.
لغة النص الأصلي: الإنجليزية
Design or score protein sequences for fixed backbones with ProteinMPNN, LigandMPNN, or SolubleMPNN. Use for backbone-conditioned design, ligand-context design, soluble-protein design, residue constraints, or side-chain packing.
لغة النص الأصلي: الإنجليزية
Run pinned Protenix structure prediction for protein, nucleic-acid, ligand, antibody-antigen, template, MSA, or constrained complexes. Use Protenix-v2 or another explicitly selected released model with a recorded training-data cutoff and inference budget.
لغة النص الأصلي: الإنجليزية
Formulate, solve, simulate, and verify nonrelativistic quantum mechanics problems using states, operators, boundary conditions, symmetries, stationary and time-dependent evolution, approximation methods, measurement, and open-system dynamics.
لغة النص الأصلي: الإنجليزية
Formulate and verify special- and general-relativity problems. Use for Lorentz transformations, four-vectors, relativistic kinematics, metrics, geodesics, curvature, gravitational fields, horizons, and stress-energy dynamics.
لغة النص الأصلي: الإنجليزية
Run pinned RFdiffusion for unconditional generation, motif scaffolding, binder backbones, symmetric assemblies, partial diffusion, or macrocyclic peptide design. Use when structural conditioning and a downstream sequence/refolding validation funnel are…
لغة النص الأصلي: الإنجليزية
Run RoseTTAFold All-Atom for proteins, nucleic acids, small molecules, metals, covalent modifications, and higher-order assemblies. Use when its Hydra input model and confidence metrics fit the problem and licensed dependencies are available.
لغة النص الأصلي: الإنجليزية
Run pinned scGPT checkpoints for single-cell embeddings, cell-type annotation, reference mapping, perturbation modeling, or fine-tuning. Use when a pretrained single-cell transformer is requested and donor/batch/feature provenance can be preserved.
لغة النص الأصلي: الإنجليزية
Build and evaluate reproducible scvi-tools workflows for single-cell RNA, protein, chromatin, spatial, or multimodal data using scVI, scANVI, totalVI, MultiVI, PeakVI, DestVI, or related models.
لغة النص الأصلي: الإنجليزية
Run Apple's released SimpleFold flow-matching protein structure models with PyTorch or MLX. Use for single-protein folding, conformer ensembles, or Apple-silicon inference when model-size and model-license constraints are acceptable.
لغة النص الأصلي: الإنجليزية
Analyze experimental spectra with traceable preprocessing, calibration, peak or band inference, uncertainty, and alternative-model checks. Use for UV-Vis, fluorescence, IR, Raman, absorbance, emission, reflectance, and related one-dimensional spectral…
لغة النص الأصلي: الإنجليزية
Compute and verify tensor-calculus and differential-geometry results. Use for coordinate transformations, metrics, differential forms, covariant derivatives, connections, geodesics, curvature, Lie derivatives, and coordinate-independent geometric identities.
لغة النص الأصلي: الإنجليزية
Solve and verify equilibrium thermodynamics and statistical mechanics problems using explicit systems, sign conventions, equations of state, thermodynamic potentials, ensembles, partition functions, fluctuations, and phase-equilibrium conditions.
لغة النص الأصلي: الإنجليزية
Analyze and verify X-ray diffraction and scattering data. Use for powder XRD, phase identification, indexing, lattice parameters, Rietveld refinement, crystallite size or strain, texture, amorphous content, SAXS, WAXS, pair distributions, and comparison with…
لغة النص الأصلي: الإنجليزية
Run reproducible AlphaFold2 monomer or multimer inference with pinned code, parameters, sequence databases, template cutoff, and seeds. Use when a local AlphaFold2 installation or approved container/database setup is available; use AlphaFold DB lookup instead…
لغة النص الأصلي: الإنجليزية
Run the official AlphaFold3 inference pipeline for approved theoretical modeling of proteins, nucleic acids, ligands, modifications, and covalent complexes. Use only when the user has legitimately obtained model parameters and accepts the source, weight,…
لغة النص الأصلي: الإنجليزية
Construct and validate asymptotic and perturbative approximations. Use for dominant balance, regular or singular perturbations, boundary layers, matched expansions, multiple scales, WKB, Laplace methods, and stationary phase.
لغة النص الأصلي: الإنجليزية
Run reproducible local protein-ligand docking with AutoDock Vina and Meeko. Use for pose generation, redocking, or small virtual screens when a receptor and a justified binding pocket are available; do not use a Vina score as experimental affinity.
لغة النص الأصلي: الإنجليزية
Run a pinned BindCraft campaign for de novo protein binders using AlphaFold2 optimization, ProteinMPNN, PyRosetta, and configurable filters. Use only when the target structure, hotspot strategy, candidate budget, dependency licenses, and experimental handoff…
لغة النص الأصلي: الإنجليزية
Run pinned Borzoi models to predict RNA-seq and regulatory tracks from long DNA sequence and compare reference versus alternate alleles. Use for regulatory variant hypotheses with explicit genome assembly, sequence-window, tissue, and track provenance.
لغة النص الأصلي: الإنجليزية
Run pinned Chai-1 inference for proteins, complexes, nucleic acids, ligands, covalent bonds, templates, or restraints. Use when multimolecular structure prediction needs Chai-1-specific inputs and confidence outputs.
لغة النص الأصلي: الإنجليزية
Analyze nonlinear dynamical systems, bifurcations, and deterministic chaos. Use for flows and maps, phase portraits, fixed points, limit cycles, Lyapunov exponents, Poincare sections, attractors, continuation, and distinguishing chaos from noise or numerical…
لغة النص الأصلي: الإنجليزية
Integrate molecular formula, NMR, MS, IR, Raman, UV-Vis, chromatography, and diffraction evidence into ranked chemical structures with explicit contradictions and confidence. Use for unknown identification, structure confirmation, isomer discrimination,…
لغة النص الأصلي: الإنجليزية
Quantify analytes from chromatographic data with validated integration, calibration, quality controls, and uncertainty. Use for HPLC, UHPLC, GC, LC-MS, GC-MS, UV or fluorescence detection, targeted assays, purity estimates, retention data, and batch…
لغة النص الأصلي: الإنجليزية
Formulate, solve, simulate, and verify classical mechanics problems using Newtonian, Lagrangian, Hamiltonian, conservation-law, oscillation, rotation, and central-force methods. Use for particles, rigid bodies, constrained systems, collisions, orbital motion,…
لغة النص الأصلي: الإنجليزية
Solve and verify complex-variable and Fourier-analysis problems. Use for analytic functions, contour integrals, residues, branch cuts, Fourier series and transforms, convolution, spectral methods, sampling, and dispersion relations.
لغة النص الأصلي: الإنجليزية
Verify computational physics software, quantify numerical uncertainty, and validate models against experiments. Use for convergence studies, manufactured solutions, conservation audits, code-to-code comparisons, calibration, uncertainty quantification, and…
لغة النص الأصلي: الإنجليزية
Analyze condensed-matter and solid-state models and computations. Use for crystal symmetry, reciprocal space, electronic bands, density of states, Fermi surfaces, phonons, transport, magnetism, superconductivity, defects, and phase behavior.
لغة النص الأصلي: الإنجليزية
Formulate, solve, and verify continuum models for solids and fluids. Use for deformation, stress, strain, conservation laws, constitutive equations, elasticity, viscosity, boundary conditions, weak forms, and finite-element or finite-volume analysis.
لغة النص الأصلي: الإنجليزية
Model dynamical systems, analyze stability, and design or verify feedback controllers. Use for state-space and transfer-function models, controllability, observability, PID, state feedback, estimation, optimal control, robustness, discretization, and…
لغة النص الأصلي: الإنجليزية
Run a pinned DiffDock release for diffusion-based protein-ligand pose prediction. Use for candidate pose generation from receptor coordinates and ligand structures, especially without a fixed pocket; do not interpret DiffDock confidence as affinity.
لغة النص الأصلي: الإنجليزية