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Dotnet Pipeline Behaviors

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ronnythedev
dotnet-pipeline-behaviors

Generates MediatR Pipeline Behaviors for cross-cutting concerns like logging, validation, exception handling, caching, and performance monitoring. Implements the decorator pattern around handlers.

Overview

Publisherronnythedev
Repositorydotnet-clean-architecture-skills
Skill namedotnet-pipeline-behaviors
Stars
77
Forks
16
Bundled files
Instructions only
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by ronnythedev on GitHub. Read the source before you install it.

Installation

Install the Dotnet Pipeline Behaviors AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/ronnythedev/dotnet-clean-architecture-skills/tree/main/skills/10-dotnet-pipeline-behaviors
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/ronnythedev/dotnet-clean-architecture-skills.git /tmp/dotnet-clean-architecture-skills
mkdir -p .claude/skills
cp -r /tmp/dotnet-clean-architecture-skills/skills/10-dotnet-pipeline-behaviors .claude/skills/dotnet-pipeline-behaviors
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Dotnet Pipeline Behaviors in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Dotnet Pipeline Behaviors on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Dotnet Pipeline Behaviors is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

MediatR Pipeline Behaviors

Overview

Pipeline Behaviors implement cross-cutting concerns that execute before/after every command or query handler:

  • Validation - Validate requests before handler executes
  • Logging - Log request/response details
  • Exception Handling - Convert exceptions to Results
  • Transaction - Wrap handlers in database transactions
  • Caching - Cache query results
  • Performance - Monitor slow operations

Quick Reference

BehaviorPurposeOrder
LoggingBehaviorLog requestsFirst (outer)
ValidationBehaviorValidate inputSecond
ExceptionHandlingBehaviorConvert exceptionsThird
TransactionBehaviorDatabase transactionFourth
CachingBehaviorCache responsesFifth (inner)

Behavior Structure

/Application/Abstractions/Behaviors/
├── LoggingBehavior.cs
├── ValidationBehavior.cs
├── ExceptionHandlingBehavior.cs
├── TransactionBehavior.cs
├── QueryCachingBehavior.cs
└── PerformanceBehavior.cs

Template: Logging Behavior

csharp
// src/{name}.application/Abstractions/Behaviors/LoggingBehavior.cs
using MediatR;
using Microsoft.Extensions.Logging;
using Serilog.Context;

namespace {name}.application.abstractions.behaviors;

/// <summary>
/// Logs all requests and responses with timing information
/// </summary>
public sealed class LoggingBehavior<TRequest, TResponse>
    : IPipelineBehavior<TRequest, TResponse>
    where TRequest : IRequest<TResponse>
{
    private readonly ILogger<LoggingBehavior<TRequest, TResponse>> _logger;

    public LoggingBehavior(ILogger<LoggingBehavior<TRequest, TResponse>> logger)
    {
        _logger = logger;
    }

    public async Task<TResponse> Handle(
        TRequest request,
        RequestHandlerDelegate<TResponse> next,
        CancellationToken cancellationToken)
    {
        var requestName = typeof(TRequest).Name;
        var requestId = Guid.NewGuid();

        using (LogContext.PushProperty("RequestId", requestId))
        using (LogContext.PushProperty("RequestName", requestName))
        {
            _logger.LogInformation(
                "Handling {RequestName} ({RequestId})",
                requestName,
                requestId);

            var stopwatch = System.Diagnostics.Stopwatch.StartNew();

            try
            {
                var response = await next();

                stopwatch.Stop();

                _logger.LogInformation(
                    "Handled {RequestName} ({RequestId}) in {ElapsedMs}ms",
                    requestName,
                    requestId,
                    stopwatch.ElapsedMilliseconds);

                return response;
            }
            catch (Exception ex)
            {
                stopwatch.Stop();

                _logger.LogError(
                    ex,
                    "Error handling {RequestName} ({RequestId}) after {ElapsedMs}ms",
                    requestName,
                    requestId,
                    stopwatch.ElapsedMilliseconds);

                throw;
            }
        }
    }
}

Template: Validation Behavior

csharp
// src/{name}.application/Abstractions/Behaviors/ValidationBehavior.cs
using FluentValidation;
using MediatR;
using {name}.domain.abstractions;

namespace {name}.application.abstractions.behaviors;

/// <summary>
/// Validates requests using FluentValidation validators
/// Returns ValidationResult with errors instead of throwing
/// </summary>
public sealed class ValidationBehavior<TRequest, TResponse>
    : IPipelineBehavior<TRequest, TResponse>
    where TRequest : IRequest<TResponse>
{
    private readonly IEnumerable<IValidator<TRequest>> _validators;

    public ValidationBehavior(IEnumerable<IValidator<TRequest>> validators)
    {
        _validators = validators;
    }

    public async Task<TResponse> Handle(
        TRequest request,
        RequestHandlerDelegate<TResponse> next,
        CancellationToken cancellationToken)
    {
        if (!_validators.Any())
        {
            return await next();
        }

        var context = new ValidationContext<TRequest>(request);

        var validationResults = await Task.WhenAll(
            _validators.Select(v => v.ValidateAsync(context, cancellationToken)));

        var errors = validationResults
            .SelectMany(result => result.Errors)
            .Where(failure => failure is not null)
            .Select(failure => new Error(
                failure.PropertyName,
                failure.ErrorMessage))
            .Distinct()
            .ToArray();

        if (errors.Length != 0)
        {
            return CreateValidationResult<TResponse>(errors);
        }

        return await next();
    }

    private static TResponse CreateValidationResult<TResponse>(Error[] errors)
    {
        // Handle Result type
        if (typeof(TResponse) == typeof(Result))
        {
            return (TResponse)(object)ValidationResult.WithErrors(errors);
        }

        // Handle Result<T> type
        var resultType = typeof(TResponse);

        if (resultType.IsGenericType &&
            resultType.GetGenericTypeDefinition() == typeof(Result<>))
        {
            var valueType = resultType.GetGenericArguments()[0];

            var validationResultType = typeof(ValidationResult<>).MakeGenericType(valueType);

            var validationResult = Activator.CreateInstance(
                validationResultType,
                BindingFlags.Instance | BindingFlags.NonPublic,
                null,
                new object[] { errors },
                null);

            return (TResponse)validationResult!;
        }

        throw new InvalidOperationException(
            $"Cannot create validation result for type {typeof(TResponse).Name}");
    }
}

Template: Exception Handling Behavior

csharp
// src/{name}.application/Abstractions/Behaviors/ExceptionHandlingBehavior.cs
using MediatR;
using Microsoft.Extensions.Logging;
using {name}.domain.abstractions;

namespace {name}.application.abstractions.behaviors;

/// <summary>
/// Catches unhandled exceptions and converts them to Result.Failure
/// </summary>
public sealed class ExceptionHandlingBehavior<TRequest, TResponse>
    : IPipelineBehavior<TRequest, TResponse>
    where TRequest : IRequest<TResponse>
    where TResponse : Result
{
    private readonly ILogger<ExceptionHandlingBehavior<TRequest, TResponse>> _logger;

    public ExceptionHandlingBehavior(
        ILogger<ExceptionHandlingBehavior<TRequest, TResponse>> logger)
    {
        _logger = logger;
    }

    public async Task<TResponse> Handle(
        TRequest request,
        RequestHandlerDelegate<TResponse> next,
        CancellationToken cancellationToken)
    {
        try
        {
            return await next();
        }
        catch (Exception ex)
        {
            var requestName = typeof(TRequest).Name;

            _logger.LogError(
                ex,
                "Unhandled exception for request {RequestName}",
                requestName);

            return CreateExceptionResult<TResponse>(ex);
        }
    }

    private static TResponse CreateExceptionResult<TResponse>(Exception exception)
    {
        var error = new Error(
            "Error.Unhandled",
            exception.Message);

        if (typeof(TResponse) == typeof(Result))
        {
            return (TResponse)(object)Result.Failure(error);
        }

        var resultType = typeof(TResponse);

        if (resultType.IsGenericType &&
            resultType.GetGenericTypeDefinition() == typeof(Result<>))
        {
            var valueType = resultType.GetGenericArguments()[0];

            var failureMethod = typeof(Result)
                .GetMethod(nameof(Result.Failure), new[] { typeof(Error) })!
                .MakeGenericMethod(valueType);

            return (TResponse)failureMethod.Invoke(null, new object[] { error })!;
        }

        throw new InvalidOperationException(
            $"Cannot create exception result for type {typeof(TResponse).Name}");
    }
}

Template: Transaction Behavior

csharp
// src/{name}.application/Abstractions/Behaviors/TransactionBehavior.cs
using MediatR;
using Microsoft.EntityFrameworkCore;
using Microsoft.Extensions.Logging;
using {name}.application.abstractions.messaging;
using {name}.infrastructure;

namespace {name}.application.abstractions.behaviors;

/// <summary>
/// Wraps command handlers in database transactions
/// Only applies to commands (write operations)
/// </summary>
public sealed class TransactionBehavior<TRequest, TResponse>
    : IPipelineBehavior<TRequest, TResponse>
    where TRequest : ICommand<TResponse>  // Only commands
{
    private readonly ApplicationDbContext _dbContext;
    private readonly ILogger<TransactionBehavior<TRequest, TResponse>> _logger;

    public TransactionBehavior(
        ApplicationDbContext dbContext,
        ILogger<TransactionBehavior<TRequest, TResponse>> logger)
    {
        _dbContext = dbContext;
        _logger = logger;
    }

    public async Task<TResponse> Handle(
        TRequest request,
        RequestHandlerDelegate<TResponse> next,
        CancellationToken cancellationToken)
    {
        var requestName = typeof(TRequest).Name;

        // Check if already in a transaction
        if (_dbContext.Database.CurrentTransaction is not null)
        {
            return await next();
        }

        await using var transaction = await _dbContext.Database
            .BeginTransactionAsync(cancellationToken);

        _logger.LogInformation(
            "Beginning transaction for {RequestName}",
            requestName);

        try
        {
            var response = await next();

            await transaction.CommitAsync(cancellationToken);

            _logger.LogInformation(
                "Committed transaction for {RequestName}",
                requestName);

            return response;
        }
        catch (Exception ex)
        {
            await transaction.RollbackAsync(cancellationToken);

            _logger.LogError(
                ex,
                "Rolled back transaction for {RequestName}",
                requestName);

            throw;
        }
    }
}

Template: Query Caching Behavior

csharp
// src/{name}.application/Abstractions/Caching/ICachedQuery.cs
namespace {name}.application.abstractions.caching;

/// <summary>
/// Marker interface for queries that should be cached
/// </summary>
public interface ICachedQuery
{
    string CacheKey { get; }
    TimeSpan? CacheDuration { get; }
}

/// <summary>
/// Strongly-typed cached query
/// </summary>
public interface ICachedQuery<TResponse> : IQuery<TResponse>, ICachedQuery
{
}
csharp
// src/{name}.application/Abstractions/Behaviors/QueryCachingBehavior.cs
using MediatR;
using Microsoft.Extensions.Caching.Distributed;
using Microsoft.Extensions.Logging;
using System.Text.Json;
using {name}.application.abstractions.caching;
using {name}.domain.abstractions;

namespace {name}.application.abstractions.behaviors;

/// <summary>
/// Caches query results using distributed cache
/// Only applies to queries implementing ICachedQuery
/// </summary>
public sealed class QueryCachingBehavior<TRequest, TResponse>
    : IPipelineBehavior<TRequest, TResponse>
    where TRequest : ICachedQuery<TResponse>
    where TResponse : class
{
    private readonly IDistributedCache _cache;
    private readonly ILogger<QueryCachingBehavior<TRequest, TResponse>> _logger;

    private static readonly JsonSerializerOptions JsonOptions = new()
    {
        PropertyNamingPolicy = JsonNamingPolicy.CamelCase
    };

    public QueryCachingBehavior(
        IDistributedCache cache,
        ILogger<QueryCachingBehavior<TRequest, TResponse>> logger)
    {
        _cache = cache;
        _logger = logger;
    }

    public async Task<TResponse> Handle(
        TRequest request,
        RequestHandlerDelegate<TResponse> next,
        CancellationToken cancellationToken)
    {
        var cacheKey = request.CacheKey;

        // Try to get from cache
        var cachedValue = await _cache.GetStringAsync(cacheKey, cancellationToken);

        if (!string.IsNullOrEmpty(cachedValue))
        {
            _logger.LogInformation(
                "Cache hit for {CacheKey}",
                cacheKey);

            return JsonSerializer.Deserialize<TResponse>(cachedValue, JsonOptions)!;
        }

        _logger.LogInformation(
            "Cache miss for {CacheKey}",
            cacheKey);

        // Execute query
        var response = await next();

        // Cache the result if successful
        if (response is Result { IsSuccess: true })
        {
            var cacheOptions = new DistributedCacheEntryOptions
            {
                AbsoluteExpirationRelativeToNow = request.CacheDuration ?? TimeSpan.FromMinutes(5)
            };

            var serialized = JsonSerializer.Serialize(response, JsonOptions);

            await _cache.SetStringAsync(
                cacheKey,
                serialized,
                cacheOptions,
                cancellationToken);

            _logger.LogInformation(
                "Cached response for {CacheKey}",
                cacheKey);
        }

        return response;
    }
}

Using Cached Query

csharp
// src/{name}.application/{Feature}/Get{Entity}ById/Get{Entity}ByIdQuery.cs
public sealed record Get{Entity}ByIdQuery(Guid Id) 
    : ICachedQuery<{Entity}Response>
{
    public string CacheKey => $"{Entity}:{Id}";
    public TimeSpan? CacheDuration => TimeSpan.FromMinutes(10);
}

Template: Performance Behavior

csharp
// src/{name}.application/Abstractions/Behaviors/PerformanceBehavior.cs
using System.Diagnostics;
using MediatR;
using Microsoft.Extensions.Logging;

namespace {name}.application.abstractions.behaviors;

/// <summary>
/// Logs a warning for slow requests (>500ms by default)
/// </summary>
public sealed class PerformanceBehavior<TRequest, TResponse>
    : IPipelineBehavior<TRequest, TResponse>
    where TRequest : IRequest<TResponse>
{
    private readonly ILogger<PerformanceBehavior<TRequest, TResponse>> _logger;
    private readonly Stopwatch _timer;
    private const int SlowRequestThresholdMs = 500;

    public PerformanceBehavior(
        ILogger<PerformanceBehavior<TRequest, TResponse>> logger)
    {
        _logger = logger;
        _timer = new Stopwatch();
    }

    public async Task<TResponse> Handle(
        TRequest request,
        RequestHandlerDelegate<TResponse> next,
        CancellationToken cancellationToken)
    {
        _timer.Start();

        var response = await next();

        _timer.Stop();

        var elapsedMs = _timer.ElapsedMilliseconds;

        if (elapsedMs > SlowRequestThresholdMs)
        {
            var requestName = typeof(TRequest).Name;

            _logger.LogWarning(
                "Long running request: {RequestName} ({ElapsedMs}ms) - {@Request}",
                requestName,
                elapsedMs,
                request);
        }

        return response;
    }
}

Template: Idempotency Behavior

csharp
// src/{name}.application/Abstractions/Idempotency/IIdempotentCommand.cs
namespace {name}.application.abstractions.idempotency;

/// <summary>
/// Marker interface for commands that support idempotency
/// </summary>
public interface IIdempotentCommand
{
    Guid IdempotencyKey { get; }
}
csharp
// src/{name}.application/Abstractions/Behaviors/IdempotencyBehavior.cs
using MediatR;
using Microsoft.Extensions.Logging;
using {name}.application.abstractions.idempotency;
using {name}.domain.abstractions;

namespace {name}.application.abstractions.behaviors;

/// <summary>
/// Prevents duplicate command execution using idempotency keys
/// </summary>
public sealed class IdempotencyBehavior<TRequest, TResponse>
    : IPipelineBehavior<TRequest, TResponse>
    where TRequest : IIdempotentCommand, IRequest<TResponse>
    where TResponse : Result
{
    private readonly IIdempotencyService _idempotencyService;
    private readonly ILogger<IdempotencyBehavior<TRequest, TResponse>> _logger;

    public IdempotencyBehavior(
        IIdempotencyService idempotencyService,
        ILogger<IdempotencyBehavior<TRequest, TResponse>> logger)
    {
        _idempotencyService = idempotencyService;
        _logger = logger;
    }

    public async Task<TResponse> Handle(
        TRequest request,
        RequestHandlerDelegate<TResponse> next,
        CancellationToken cancellationToken)
    {
        // Check if already processed
        if (await _idempotencyService.ExistsAsync(
            request.IdempotencyKey,
            cancellationToken))
        {
            _logger.LogInformation(
                "Duplicate request detected with key {IdempotencyKey}",
                request.IdempotencyKey);

            // Return cached response or success
            return await _idempotencyService
                .GetResponseAsync<TResponse>(request.IdempotencyKey, cancellationToken)
                ?? CreateSuccessResult<TResponse>();
        }

        var response = await next();

        // Store the response
        await _idempotencyService.SaveAsync(
            request.IdempotencyKey,
            response,
            cancellationToken);

        return response;
    }

    private static TResponse CreateSuccessResult<TResponse>()
    {
        if (typeof(TResponse) == typeof(Result))
        {
            return (TResponse)(object)Result.Success();
        }

        var resultType = typeof(TResponse);

        if (resultType.IsGenericType &&
            resultType.GetGenericTypeDefinition() == typeof(Result<>))
        {
            // Return default success - caller should use cached response instead
            throw new InvalidOperationException(
                "Cannot create default success for generic Result. " +
                "Cached response should be used.");
        }

        throw new InvalidOperationException(
            $"Cannot create success result for type {typeof(TResponse).Name}");
    }
}

Registering Behaviors

csharp
// src/{name}.application/DependencyInjection.cs
using FluentValidation;
using Microsoft.Extensions.DependencyInjection;
using {name}.application.abstractions.behaviors;

namespace {name}.application;

public static class DependencyInjection
{
    public static IServiceCollection AddApplication(this IServiceCollection services)
    {
        services.AddMediatR(configuration =>
        {
            configuration.RegisterServicesFromAssembly(typeof(DependencyInjection).Assembly);

            // Register behaviors in order (outer to inner)
            // Logging is outermost - sees everything
            configuration.AddOpenBehavior(typeof(LoggingBehavior<,>));

            // Performance monitoring
            configuration.AddOpenBehavior(typeof(PerformanceBehavior<,>));

            // Validation - reject invalid requests early
            configuration.AddOpenBehavior(typeof(ValidationBehavior<,>));

            // Exception handling - convert exceptions to Results
            configuration.AddOpenBehavior(typeof(ExceptionHandlingBehavior<,>));

            // Transaction - wrap commands in transactions
            // Note: Only add if using EF Core directly in Application layer
            // configuration.AddOpenBehavior(typeof(TransactionBehavior<,>));
        });

        services.AddValidatorsFromAssembly(typeof(DependencyInjection).Assembly);

        return services;
    }
}

Behavior Execution Order

Request
    │
    ▼
┌─────────────────────┐
│  LoggingBehavior    │  ← Outermost: logs request start
│  ┌─────────────────┐│
│  │ PerformanceBeh. ││  ← Starts timer
│  │ ┌─────────────┐ ││
│  │ │ Validation  │ ││  ← Validates request
│  │ │ ┌─────────┐ │ ││
│  │ │ │Exception│ │ ││  ← Catches exceptions
│  │ │ │ ┌─────┐ │ │ ││
│  │ │ │ │Trans.│ │ │ ││  ← Begins transaction
│  │ │ │ │ ┌─┐ │ │ │ ││
│  │ │ │ │ │H│ │ │ │ ││  ← Handler executes
│  │ │ │ │ └─┘ │ │ │ ││
│  │ │ │ └─────┘ │ │ ││  ← Commits/Rolls back
│  │ │ └─────────┘ │ ││  ← Catches, converts to Result
│  │ └─────────────┘ ││  ← Stops timer, logs slow
│  └─────────────────┘│
└─────────────────────┘  ← Logs request end
    │
    ▼
Response

Critical Rules

  1. Register order matters - First registered is outermost
  2. Generic constraints - Use where TRequest : ICommand for command-only behaviors
  3. Don't swallow exceptions - Log and rethrow or convert to Result
  4. Keep behaviors focused - One responsibility per behavior
  5. Use open generics - typeof(Behavior<,>) not typeof(Behavior<Cmd, Resp>)
  6. Async all the way - Never block with .Result or .Wait()
  7. Don't modify request - Behaviors are observers, not transformers
  8. Transaction behavior last - Before handler, after validation
  9. Cache reads, not writes - Only cache query results
  10. Log at appropriate level - Info for normal, Warning for slow, Error for failures

Anti-Patterns to Avoid

csharp
// ❌ WRONG: Behavior that modifies request
public async Task<TResponse> Handle(...)
{
    request.ModifiedAt = DateTime.UtcNow;  // Don't modify!
    return await next();
}

// ✅ CORRECT: Behaviors observe, don't modify
public async Task<TResponse> Handle(...)
{
    _logger.LogInformation("Processing at {Time}", DateTime.UtcNow);
    return await next();
}

// ❌ WRONG: Swallowing exceptions silently
try { return await next(); }
catch { return default!; }  // Silent failure!

// ✅ CORRECT: Log and convert or rethrow
try { return await next(); }
catch (Exception ex)
{
    _logger.LogError(ex, "Error in handler");
    return CreateFailureResult(ex);
}

// ❌ WRONG: Blocking async code
var result = next().Result;  // Deadlock risk!

// ✅ CORRECT: Await properly
var result = await next();

// ❌ WRONG: Caching commands
public sealed class CachingBehavior<TRequest, TResponse>
    where TRequest : ICommand<TResponse>  // Commands shouldn't be cached!

// ✅ CORRECT: Cache only queries
public sealed class CachingBehavior<TRequest, TResponse>
    where TRequest : ICachedQuery<TResponse>

Related Skills

  • dotnet-cqrs-command-generator - Commands that flow through behaviors
  • dotnet-cqrs-query-generator - Queries that flow through behaviors
  • dotnet-result-pattern - Result types used by behaviors
  • dotnet-clean-architecture - Application layer placement

Frequently asked questions

What does the Dotnet Pipeline Behaviors AI skill do?

Generates MediatR Pipeline Behaviors for cross-cutting concerns like logging, validation, exception handling, caching, and performance monitoring. Implements the decorator pattern around handlers.

Why use Dotnet Pipeline Behaviors on TypingMind?

Because you install it once and use it with any model. Dotnet Pipeline Behaviors is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Dotnet Pipeline Behaviors in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/ronnythedev/dotnet-clean-architecture-skills/tree/main/skills/10-dotnet-pipeline-behaviors. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Dotnet Pipeline Behaviors?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Dotnet Pipeline Behaviors?

As many as you like. As long as a model supports skills, you can use Dotnet Pipeline Behaviors with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Dotnet Pipeline Behaviors AI skill free?

It is published on GitHub by ronnythedev. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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