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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rudironsoni Bundle Dotnet Domain ModelingModels business domains. Aggregates, value objects, domain events, rich models, repositories.
- rudironsoni Bundle Dotnet Efcore Patterns
EF Core, DbContext, AsNoTracking, query splitting.
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zjunlp Bundle Alfworld Storage ExplorerSystematically explores storage receptacles (drawers, cabinets, shelves) to find an appropriate placement location for an object. Use when the agent needs to store an item but the exact target receptacle is unknown or ambiguous. Opens, inspects, and closes candidate receptacles to assess suitability, then places the object in the best match.
- zjunlp Skill Alfworld Receptacle Opener
This skill opens a closed receptacle to allow access to its contents or to enable interaction with it. It should be triggered when the agent encounters a closed receptacle (e.g., 'The fridge 1 is closed.') that must be opened to proceed with a task, such as cooling an item with a fridge or taking an object from inside a cabinet. The skill outputs the 'open' action on the specified receptacle.
- zjunlp Bundle Alfworld Appliance Preparer
Prepares a household appliance (microwave, oven, toaster, fridge) for use by ensuring it is in the correct open/closed state. Use when the agent needs to heat, cool, or cook an item and must first open or close the appliance before placing an object inside. Takes an appliance identifier as input and outputs a confirmation that the appliance is ready for the next action.
- zjunlp Bundle Alfworld Navigation Planner
Plans a path to move the agent between receptacles to search for target objects. Use this when you need to traverse the environment to reach a specific location or systematically explore multiple areas. It takes the current location and destination receptacle as input, and outputs the next 'go to' action to approach the target.
- zjunlp Skill Alfworld Appliance Navigator
Navigates the agent to a target appliance (microwave, stove, fridge, or sinkbasin) needed for object processing. Use when you are holding an object that needs heating, cooling, or cleaning and must move to the correct appliance station. Identifies the required appliance from the task context and executes the movement action.
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bjornmelin Bundle AI Sdk AgentsExpert guidance for building AI agents with ToolLoopAgent (AI SDK v6+). Use when creating agents, configuring stopWhen/prepareStep, callOptionsSchema/prepareCall, dynamic tool selection, tool loops, or agent workflows (sequential, routing, evaluator-optimizer, orchestrator-worker). Triggers: ToolLoopAgent, agent loop, stopWhen, stepCountIs, prepareStep, callOptionsSchema, prepareCall, hasToolCall, InferAgentUIMessage, agent workflows.
- rudironsoni Skill Dotnet File Based Apps
Builds .NET 10 file-based C# apps. Directives, CLI commands, csproj migration.
- rudironsoni Bundle Dotnet Github Releases
Creates GitHub Releases for .NET. Release creation, assets, notes, pre-release management.
- rudironsoni Bundle Dotnet Multi Targeting
Targets multiple TFMs via polyfills and conditional compilation. PolySharp, API compat.
- rudironsoni Bundle Dotnet Nuget Authoring
Creates NuGet packages. SDK-style csproj, source generators, multi-TFM, symbols, signing.
- rudironsoni Bundle Dotnet Spectre Console
Renders rich console output. Spectre.Console tables, trees, progress, prompts, live displays.
- rudironsoni Skill Dotnet Tool Management
Installs and manages .NET tools. Global, local, manifests, restore, version pinning.
- rudironsoni Bundle Dotnet Version Upgrade
Upgrades .NET to a newer TFM. LTS-to-LTS, staged through STS, preview, upgrade paths.
- rudironsoni Bundle Dotnet Winforms Basics
Builds WinForms on .NET 8+. High-DPI, dark mode (experimental), DI patterns, modernization.
- rudironsoni Skill Dotnet Aot Architecture
Designs AOT-first apps. Source gen over reflection, AOT-safe DI, serialization, factories.
- rudironsoni Bundle Dotnet CLI Architecture
Structures CLI app layers. Command/handler/service separation, clig.dev principles, exit codes.
- rudironsoni Skill Dotnet CLI Distribution
Chooses CLI output format. AOT vs framework-dependent, RID matrix, single-file, dotnet tool.
- rudironsoni Bundle Dotnet Input Validation
Validates HTTP request inputs. .NET 10 AddValidation, FluentValidation, ProblemDetails.
- rudironsoni Skill Dotnet Maui Development
Builds .NET MAUI mobile apps. Project structure, XAML/MVVM, platform services, caveats.
- rudironsoni Skill Dotnet Mermaid Diagrams
Creates Mermaid diagrams for .NET. Architecture, sequence, class, deployment, ER, flowcharts.
- rudironsoni Skill Dotnet Project Analysis
Analyzes .NET solution layout and build config -- .sln, .csproj, CPM.
- rudironsoni Skill Dotnet Roslyn Analyzers
Authors Roslyn analyzers. DiagnosticAnalyzer, CodeFixProvider, CodeRefactoring, multi-version.
- rudironsoni Skill Dotnet Scaffold Project
Creates a new .NET project. Generates solution with CPM, analyzers, editorconfig, SourceLink.
- rudironsoni Bundle Dotnet Snapshot Testing
Verifies complex outputs with Verify. API responses, scrubbing non-deterministic values.
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manastalukdar Skill Ddd ModelApply Domain-Driven Design — identify bounded contexts, model aggregates and value objects, map context relationships, and generate implementation scaffolding
- bjornmelin Bundle Subagent Creator
Create, validate, install, and smoke-test Codex custom subagents from TOML templates. Use for ~/.codex/agents or project .codex/agents roles, subagent templates, model and sandbox defaults, or reusable agent packs.
- manastalukdar Skill Smoke Test
Run 8 post-session-start health checks to verify the project is in a working state — git clean, no broken imports, tests pass, key files present, and agent memory intact.
- manastalukdar Skill Loop Verify
Independent verification agent for loop-produced changes — runs tests, confirms diff scope, and issues APPROVE / REJECT / ESCALATE_HUMAN. Use after any implementer agent. Never in the same role as the implementer.
- rudironsoni Bundle Dotnet Solid Principles
Applies SOLID and DRY principles. C# anti-patterns, fixes, SRP compliance checks.
- rudironsoni Skill Dotnet Testing Strategy
Decides how to test .NET code. Unit vs integration vs E2E decision tree, test doubles.
- rudironsoni Bundle Dotnet Blazor Components
Implements Blazor components. Lifecycle, state management, JS interop, EditForm, QuickGrid.
- rudironsoni Skill Dotnet Csharp API Design
Designs public .NET APIs. Naming, parameter ordering, return types, error patterns, extensions.
- rudironsoni Bundle Dotnet Linq Optimization
Optimizes LINQ queries. IQueryable vs IEnumerable, compiled queries, deferred exec, allocations.
- rudironsoni Bundle Dotnet Msbuild Authoring
Authors MSBuild targets, props, conditions, incremental builds, and Directory.Build patterns.
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 ai-sdk-agents, subagent-creator, dotnet-domain-modeling. 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.