Extending .NET Agents with MCP and Agent Skills

How to extend Microsoft Agent Framework agents with MCP tools and Agent Skills, when to use each model, and what trust boundaries to keep around external servers, local files, and scripts.

May 12, 2026 · 11 min · Lukas Walter

Structured Output in .NET Agents

Use structured output in Microsoft Agent Framework to turn LLM responses into typed C# objects that can be validated, tested, and used safely in application code.

May 10, 2026 · 9 min · Lukas Walter

Tools and Dependency Injection in Microsoft Agent Framework

How to expose small C# methods as Microsoft Agent Framework tools, pass application services through dependency injection, and protect side-effecting actions.

May 6, 2026 · 7 min · Lukas Walter

RAG with EF Core and pgvector

How to build RAG retrieval in .NET by storing embeddings in PostgreSQL with pgvector and querying them through EF Core.

May 2, 2026 · 6 min · Lukas Walter

Dynamic Agent Context with AIContextProvider

How to use AIContextProvider in Microsoft Agent Framework to inject dynamic memory, reduce tool-token overhead, add guardrails, and extend agent context at runtime.

April 30, 2026 · 7 min · Lukas Walter

Controlling Token Growth with Chat Reducers

How to control token growth in Microsoft Agent Framework with message-count and summarizing chat reducers, including setup, tradeoffs, and when each approach fits.

April 28, 2026 · 6 min · Lukas Walter

State Management and Chat History

How to manage short-term and persistent conversation state in Microsoft Agent Framework using AgentSession, StateBag, and a custom ChatHistoryProvider.

April 23, 2026 · 4 min · Lukas Walter

Chat vs. Streaming: Don't Keep Your Users Waiting

When to use RunAsync vs. RunStreamingAsync in Microsoft Agent Framework, and why streaming improves chat UX while blocking calls still fit structured outputs and background work.

April 20, 2026 · 4 min · Lukas Walter

Zero to First Agent

How to initialize the Microsoft Agent Framework, connect to Azure, OpenAI or local Ollama models and execute your first asynchronous agent run.

April 16, 2026 · 5 min · Lukas Walter

Microsoft Agent Framework: Introduction

How Microsoft Agent Framework builds on Microsoft.Extensions.AI, when it supersedes Semantic Kernel for new .NET agent systems, and where MCP, context providers, and workflows fit.

April 14, 2026 · 8 min · Lukas Walter