AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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coowoolf Skill The Perceived Simplicity ModelThe Perceived Simplicity Model
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coowoolf Skill The Digital Burst Collaboration ModelThe 'Digital-Burst' Collaboration Model
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coowoolf Skill The Explorer Vs Lecturer Coaching ModelThe 'Explorer vs. Lecturer' Coaching Model
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cinience Skill Aliyun Qwen Multimodal Embedding TestMinimal multimodal embedding smoke test for Model Studio VL embedding models.
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thebushidocollective Skill Create HashiCreate a new bridge plugin for MCP server integration
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steadfastasart Bundle DisbaCompute surface wave dispersion curves for layered Earth models using the Thomson-Haskell matrix method with Numba acceleration. Use when Claude needs to: (1) Calculate Rayleigh or Love wave phase velocities, (2) Compute group velocity dispersion, (3) Generate sensitivity kernels for inversion, (4) Forward model dispersion curves from velocity profiles, (5) Compare dispersion between different Earth models, (6) Set up surface wave tomography workflows.
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steadfastasart Bundle Gempy3D structural geological modeling using implicit methods. Create geological models with faults, folds, and unconformities from surface points and orientations. Use when Claude needs to: (1) Build 3D geological models from surface contacts and orientations, (2) Model faults, unconformities, or intrusions, (3) Compute and visualize subsurface geology, (4) Export models to VTK or numpy arrays, (5) Generate gravity forward models, (6) Create cross-sections or 3D visualizations.
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steadfastasart Bundle BrugesGeophysical equations and rock physics calculations for seismic analysis. Use when Claude needs to: (1) Calculate AVO responses (Zoeppritz, Shuey, Aki-Richards), (2) Perform Gassmann fluid substitution, (3) Generate seismic wavelets (Ricker, Ormsby), (4) Compute reflectivity and synthetic seismograms, (5) Calculate elastic moduli from velocities, (6) Apply Gardner/Castagna empirical relations, (7) Model rock physics effects.
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steadfastasart Bundle GemgisSpatial data processing for geological modelling with GemPy. Use when Claude needs to: (1) Prepare spatial data for GemPy models, (2) Extract interface points from geological maps, (3) Process orientations/dip measurements, (4) Sample DEMs along profiles or cross-sections, (5) Convert between GIS formats and GemPy inputs, (6) Clip/transform vector/raster data for modeling, (7) Create model extents from geospatial bounds.
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steadfastasart Bundle PastasGroundwater time series analysis and modelling using transfer function noise models. Use when Claude needs to: (1) Analyze groundwater level time series, (2) Model well responses to precipitation/pumping, (3) Calibrate aquifer parameters from head data, (4) Forecast or hindcast groundwater levels, (5) Decompose hydrological signals into components, (6) Compare response functions, (7) Perform model diagnostics and uncertainty analysis.
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steadfastasart Bundle SimpegSimulation and Parameter Estimation in Geophysics. Framework for geophysical forward modeling and inversion. Use when Claude needs to: (1) Run geophysical inversions (DC resistivity, magnetics, gravity, EM), (2) Create forward models for potential fields or electromagnetic methods, (3) Build survey geometries and receiver configurations, (4) Design mesh discretizations for simulations, (5) Apply regularization and optimization to inverse problems, (6) Model subsurface physical properties from geophysical data.
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steadfastasart Bundle LandlabLandscape evolution and surface process modelling in Python. Build 2D numerical models for erosion, hydrology, soil transport, and geomorphology. Use when Claude needs to: (1) Model landscape evolution over time, (2) Simulate river/stream erosion, (3) Route water flow across terrain, (4) Model hillslope diffusion processes, (5) Simulate weathering and soil production, (6) Analyze drainage networks, (7) Combine multiple geomorphic processes, (8) Load/save DEM data for modeling.
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steadfastasart Bundle PygimliMulti-method geophysical modelling and inversion framework. Use when Claude needs to: (1) Perform electrical resistivity tomography (ERT) inversion, (2) Run seismic refraction tomography (SRT), (3) Model induced polarization (IP) data, (4) Simulate ground penetrating radar (GPR), (5) Create finite element meshes for geophysical problems, (6) Perform joint inversions of multiple datasets, (7) Forward model geophysical responses, (8) Analyze time-lapse monitoring data.
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steadfastasart Bundle LoopstructuralBuild 3D geological models with implicit surfaces, faults, folds, and stratigraphic constraints from structural geology data. Use when Claude needs to: (1) Build 3D geological models from structural data, (2) Model fault networks and displacements, (3) Create folded geology representations, (4) Interpolate geological surfaces, (5) Export models to VTK for visualization, (6) Perform uncertainty analysis on geological models, (7) Evaluate model values on grids.
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abdullah1854-claudesuperskills Bundle Agent Evaluationagent-evaluation
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abdullah1854-claudesuperskills Bundle Multi Agent Patternsmulti-agent-patterns
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abdullah1854-claudesuperskills Bundle Sub Agent Invocationsub-agent-invocation
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agentient Skill MCP Protocol FundamentalsMCP Protocol Fundamentals Skill
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agentient Skill MCP Pydantic Tool DefinitionMCP Pydantic Tool Definition Skill
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agentient Skill MCP Resource Exposure PatternsMCP Resource Exposure Patterns Skill
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agentient Skill MCP Server Scaffolding AsyncioMCP Server Scaffolding with Asyncio Skill
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darthlinuxer Skill Vr ArVR/AR development principles. Comfort, interaction, performance requirements.
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darthlinuxer Skill 2d Games2D game development principles. Sprites, tilemaps, physics, camera.
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darthlinuxer Skill 3d Games3D game development principles. Rendering, shaders, physics, cameras.
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darthlinuxer Skill Pc Games 3PC and console game development principles. Engine selection, platform features, optimization strategies.
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darthlinuxer Skill Web Games 3Web browser game development principles. Framework selection, WebGPU, optimization, PWA.
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darthlinuxer Skill Bash Linux 3Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.
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darthlinuxer Skill Game Audio 3Game audio principles. Sound design, music integration, adaptive audio systems.
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darthlinuxer Skill Game DesignGame design principles. GDD structure, balancing, player psychology, progression.
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darthlinuxer Skill MultiplayerMultiplayer game development principles. Architecture, networking, synchronization.
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darthlinuxer Skill Mobile Games 3Mobile game development principles. Touch input, battery, performance, app stores.
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darthlinuxer Bundle Problem Solving 3Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-pattern recognition), assumption constraints (inversion exercise), scale uncertainty (scale game), and dispatch when stuck. Techniques derived from Microsoft Amplifier project patterns adapted for immediate application.
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darthlinuxer Skill Behavioral Modes 3AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.
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darthlinuxer Skill Parallel Agents 2Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
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darthlinuxer Bundle I18N Localization 3Internationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.
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darthlinuxer Bundle Lint And ValidateAutomatic quality control, linting, and static analysis procedures. Use after every code modification to ensure syntax correctness and project standards. Triggers on keywords: lint, format, check, validate, types, static analysis.
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include The Perceived Simplicity Model, The 'Digital-Burst' Collaboration Model, the-explorer-vs-lecturer-coaching-model. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.