# Agentailor > Agentailor is a technical blog by Ali Ibrahim, part of agentailor.com — the hub for developers building AI agents. The blog publishes in-depth, code-first articles on building AI agents across all four paths: building it yourself (with frameworks like LangGraph or the OpenAI Agents SDK), building it with a coding agent (agentic engineering with tools like Claude Code), deploying an open-source agent (such as Goose), and using a managed service. It covers the core agent primitives — models, tools, memory, prompting, and the decision loop — along with the Model Context Protocol (MCP), context engineering, agentic engineering, evaluation criteria for choosing an approach, and production considerations. The target audience is software engineers and AI engineers, from those new to agents to experienced practitioners with specific architectural needs. All articles include working code examples. ## Blog Posts --- # Top 7 AI Agent Evaluation Frameworks (2026) URL: https://blog.agentailor.com/posts/top-ai-agent-eval-frameworks-2026.md Date: 2026-06-23 Tags: Evals, AI Agents, Open Source Summary: Discover the top open-source AI agent evaluation frameworks in 2026. From DeepEval and promptfoo to agentevals and Strands Evals, see which eval tools to use for trajectory checking, CI gating, red-teaming, and scoring agents in production. --- # Top Agent Skills for Agentic Engineering (and Spec-Driven Development) URL: https://blog.agentailor.com/posts/top-agent-skills-for-agentic-engineering-2026.md Date: 2026-06-19 Tags: Agent Skills, AI Agents, Agentic Engineering Summary: Frontier coding agents are capable but non-deterministic. These are the agent skills for agentic engineering and spec-driven development that keep their work durable across sessions. --- # In 2026, There Are 4 Ways to Build an AI Agent. Here's How to Choose. URL: https://blog.agentailor.com/posts/four-ways-to-build-an-ai-agent-2026.md Date: 2026-06-01 Tags: AI Agents, Roadmap, Managed Agents, Agentic Engineering Summary: Building an AI agent in 2026 isn't one decision — it's four different paths. Here's how to tell which one fits what you're actually trying to do. --- # You Don't Need to Build Your AI Agent — Just Use Goose URL: https://blog.agentailor.com/posts/goose-open-source-agent-quickstart.md Date: 2026-05-26 Tags: AI Agents, Open Source, MCP, Tools Summary: Most agent content teaches you to build. Goose is a battle-tested open-source AI agent you can install and run today, with 70+ extensions and the full codebase if you ever need to go deeper. --- # Top 5 AI Agent Protocols to Know in 2026 URL: https://blog.agentailor.com/posts/top-ai-agent-protocols-2026.md Date: 2026-05-23 Tags: AI Agents, MCP, Protocols, Open Source Summary: Frameworks are the engines of AI agents, but protocols are the roads they travel. Here are the 5 most important AI agent protocols shaping the ecosystem in 2026. --- # Top AI Agent Standards to Know in 2026 URL: https://blog.agentailor.com/posts/top-ai-agent-standards-2026.md Date: 2026-05-23 Tags: AI Agents, Standards, Open Source, Agent Skills Summary: Protocols tell agents how to connect. Standards tell them what to know. Here are the open formats giving agents consistent context about projects, capabilities, and design systems in 2026. --- # Observability for AI Agents: Why Tracing Matters and How to Do It with Langfuse URL: https://blog.agentailor.com/posts/observability-tracing-ai-agents-langfuse.md Date: 2026-05-10 Tags: LangGraph, Observability, AI Agents Summary: AI agents fail in ways that infrastructure traces can't explain. Learn why production agents need semantic observability, and how to add it to a LangGraph + Next.js app with Langfuse. --- # How I Made My Blog Native to AI Agents (And Launched One) URL: https://blog.agentailor.com/posts/how-i-made-my-blog-native-to-ai-agents.md Date: 2026-05-01 Tags: AI Agents, MCP Summary: The web was built for browsers. I spent the last few months making Agentailor native to AI agents too — here is what I built, why I built it, and what you can steal for your own project. --- # AI Agent Roadmap: Everything You Need to Build Agents (In the Right Order) URL: https://blog.agentailor.com/posts/agent-development-roadmap.md Date: 2026-04-08 Tags: AI Agents, Roadmap, LangGraph, MCP Summary: A step-by-step roadmap for developers building AI agents — covering LangGraph, MCP, tools, memory, evals, and production deployment in Python and TypeScript. --- # The MCP TypeScript SDK: A Complete Guide to Tools, Resources, Prompts, and Beyond URL: https://blog.agentailor.com/posts/mcp-typescript-sdk-complete-guide.md Date: 2026-03-18 Tags: MCP, MCP Server, AI Agents Summary: Go beyond the basics of MCP server development. A comprehensive guide to the official TypeScript SDK — architecture, tools, resources, prompts, sampling, completions, and more. --- # Top 5 Agent Skills Every Agent Builder Should Install URL: https://blog.agentailor.com/posts/top-agent-skills-for-agent-builders-2026.md Date: 2026-02-26 Tags: Agent Skills, AI Agents Summary: The 5 most impactful agent skills for developers building AI agents with coding IDEs. From prompt engineering to agent evaluation, each skill includes what it does, why it matters, and the install command. --- # Deploy Your MCP Server to Google Cloud Run (For Free) URL: https://blog.agentailor.com/posts/deploy-mcp-server-cloud-run.md Date: 2026-02-21 Tags: MCP, MCP Server, Deployment, Tutorial Summary: Take your MCP server from localhost to the cloud in minutes. Deploy to Google Cloud Run using the free tier, no local Docker required. --- # Lessons from OpenClaw's Architecture for Agent Builders URL: https://blog.agentailor.com/posts/openclaw-architecture-lessons-for-agent-builders.md Date: 2026-02-16 Tags: AI Agents, Architecture, Open Source Summary: OpenClaw went from a weekend script to 200k+ GitHub stars. This architectural deep dive breaks down the gateway pattern, Lane Queue system, skills-as-markdown extensibility, and security lessons every agent builder needs. --- # How to Build and Deploy an Agent Skill from Scratch URL: https://blog.agentailor.com/posts/how-to-build-and-deploy-agent-skill-from-scratch.md Date: 2026-02-13 Tags: Agent Skills, AI Agents, Tutorial Summary: AI agents are only as useful as the skills they have. In this guide, we build a complete Agent Skill from scratch—a data visualization skill that generates financial reports with Chart.js and deploy it to a personal finance assistant called Cameron AI. --- # Getting Started with FastMCP in TypeScript URL: https://blog.agentailor.com/posts/getting-started-with-fastmcp.md Date: 2026-01-29 Tags: MCP, AI Agents, Tutorial Summary: Build MCP servers faster with FastMCP — the TypeScript framework inspired by Python's most popular MCP library. A complete guide to scaffolding and building your first FastMCP server. --- # Implementing OAuth for MCP Clients: A Next.js + LangGraph.js Guide URL: https://blog.agentailor.com/posts/mcp-client-oauth-nextjs-langgraph.md Date: 2026-01-17 Tags: MCP, Security, LangGraph, AI Agents Summary: Learn how to implement OAuth authentication in your MCP client. A practical guide for connecting AI agents to secured MCP servers using Next.js and the MCP SDK. --- # Create Your First MCP Server in 5 Minutes with create-mcp-server URL: https://blog.agentailor.com/posts/create-your-first-mcp-server-in-5-minutes.md Date: 2026-01-11 Tags: MCP, MCP Server, AI Agents, Tutorial Summary: Build your first production-ready MCP server in under 5 minutes. A complete beginner guide to scaffolding a Fetch MCP server with TypeScript using create-mcp-server. --- # Securing MCP Servers: A Practical Guide with Keycloak (using create-mcp-server) URL: https://blog.agentailor.com/posts/oauth-for-mcp-servers-practical-guide-keycloak.md Date: 2026-01-07 Tags: MCP, Security, AI Agents Summary: Learn how to secure your MCP servers with OAuth authentication using Keycloak. A hands-on guide using create-mcp-server to scaffold production-ready, authenticated MCP servers. --- # Top 10 Most Starred AI Agent Frameworks on GitHub (2026) URL: https://blog.agentailor.com/posts/top-ai-agent-frameworks-github-2026.md Date: 2025-12-31 Tags: AI Agents, Open Source Summary: Discover the top 10 most popular AI agent frameworks ranked by GitHub stars. From LangChain to Mastra, see which tools developers trust most for building AI agents. --- # Top 5 TypeScript AI Agent Frameworks You Should Know in 2026 URL: https://blog.agentailor.com/posts/top-typescript-ai-agent-frameworks-2026.md Date: 2025-12-31 Tags: AI Agents, Open Source Summary: Discover the top TypeScript AI agent frameworks ranked by GitHub stars and npm downloads. From Vercel AI SDK to LangGraph.js. --- # Engineering Context for Local and Cloud AI: Personas, Content Intelligence, and Zero-Prompt UX URL: https://blog.agentailor.com/posts/context-engineering-hybrid-ai-personas.md Date: 2025-12-14 Tags: AI Agents, Context Engineering Summary: How DocuMentor AI delivers personalized results without asking users what they want. A deep dive into persona-driven design, strategic content decomposition, and zero-prompt UX for hybrid AI systems. --- # Engineering a Hybrid AI System with Chrome’s Built‑in AI and the Cloud URL: https://blog.agentailor.com/posts/chrome-builtin-ai-cloud-hybrid-system.md Date: 2025-12-12 Tags: AI Agents, Architecture Summary: Learn how to build production-ready AI features that adapt seamlessly between Chrome's local Gemini Nano and cloud models. Based on building the DocuMentor AI Chrome extension, this deep dive covers provider abstraction, Chrome AI resource management, execution patterns for local vs cloud, and graceful fallback systems. --- # Writing Effective Tools for AI Agents: Production Lessons from Anthropic URL: https://blog.agentailor.com/posts/writing-tools-for-ai-agents.md Date: 2025-12-09 Tags: AI Agents, Tools, MCP Summary: Anthropic's Applied AI team reveals how to design tools that agents can actually use effectively. Learn the five production-tested principles for building agent tools, with a complete implementation of Cameron AI's expense tracking system. --- # The Art of Agent Prompting: Anthropic’s Playbook for Reliable AI Agents URL: https://blog.agentailor.com/posts/the-art-of-agent-prompting.md Date: 2025-11-18 Tags: AI Agents, Prompting Summary: Learn Anthropic’s production-tested playbook for prompting AI agents like Claude Code. We distill their principles, heuristics, and eval strategies into a practical guide you can use to build reliable, tool-using agents for the real world. --- # Building a Fullstack AI Agent with LangGraph.js and Next.js: MCP Integration & Human-in-the-Loop URL: https://blog.agentailor.com/posts/fullstack-ai-agent-app-with-langgraphjs-and-nextjs.md Date: 2025-10-08 Tags: AI Agents, LangGraph, MCP Summary: Learn how to build a production-ready fullstack AI agent with Next.js and LangGraph.js. This guide covers Model Context Protocol integration for dynamic tool loading, human-in-the-loop approval workflows, and real-time streaming with React Query. --- # How to Publish Your MCP Server to the Official Registry: A Complete Guide URL: https://blog.agentailor.com/posts/publishing-mcp-server-to-official-registry.md Date: 2025-09-16 Tags: AI Agents, MCP, MCP Server Summary: Learn how to publish your MCP server to the official Model Context Protocol registry with step-by-step instructions and real-world examples. --- # Don’t Let Your AI Agent Forget: Smarter Strategies for Summarizing Message History URL: https://blog.agentailor.com/posts/message-history-summarization-strategies.md Date: 2025-09-02 Tags: AI Agents, Memory Summary: Explore effective strategies for summarizing message history in AI agents, ensuring they retain crucial context and information. --- # Choosing Your Stack: LangChain & LangGraph in Python vs. TypeScript/JavaScript? URL: https://blog.agentailor.com/posts/langchain-vs-langchainjs.md Date: 2025-08-25 Tags: AI Agents, LangChain, LangGraph Summary: Side-by-side comparison of LangChain and LangGraph in Python vs TypeScript/JavaScript—APIs, agent patterns, ecosystem maturity, deployment, adoption stats, and practical guidance on when to choose each. --- # How I Built and Deployed a Production-Ready AI SaaS in 14 Days Using Agent Initializr URL: https://blog.agentailor.com/posts/how-i-built-a-fullstack-ai-saas-product.md Date: 2025-08-19 Tags: AI Agents, LangChain Summary: A detailed case study on building a production-ready AI SaaS backend in under 14 days. I’ll show you how I used my own tool, Agent Initializr, to skip weeks of boilerplate and focus only on the features that mattered. --- # GPT-5 Is Here — And It’s Built for Devs Who Build with Tools URL: https://blog.agentailor.com/posts/openai-gpt-gpt-5-release.md Date: 2025-08-07 Tags: AI Agents, Open Source Summary: OpenAI just released GPT-5, its most capable model yet. Here's what it means for developers building agents, tools, and AI-powered workflows — and how you can try it today using Agent Playground. --- # OpenAI Releases GPT-OSS: What It Means for AI Developers and Agent Builders URL: https://blog.agentailor.com/posts/openai-gpt-oss-release.md Date: 2025-08-05 Tags: AI Agents, Open Source Summary: Explore OpenAI's new open-weight models GPT-OSS-120B and GPT-OSS-20B. Learn how they enable powerful agentic workflows, local inference, and safe open-source AI development. --- # Prototype AI Agents with 1,000+ Tools in 2 Minutes — No Code, Full API Access URL: https://blog.agentailor.com/posts/prototype-ai-agents-with-agentailor.md Date: 2025-08-02 Tags: AI Agents, MCP Summary: Launch fully functional AI agents with memory, tools, and APIs in minutes. Built for devs, indie hackers, and product builders. --- # The Future of AI Building: Workflows, Agents, and Everything In Between URL: https://blog.agentailor.com/posts/agents-vs-workflows.md Date: 2025-07-08 Tags: AI Agents Summary: Understanding the difference between AI workflows, agentic workflows, and true agents is crucial for building effective AI systems. This article breaks down these concepts and helps you choose the right approach for your AI projects. --- # Run Any MCP Server Locally with Docker’s MCP Catalog and Toolkit URL: https://blog.agentailor.com/posts/docker-mcp-catalog-and-toolkit.md Date: 2025-07-01 Tags: AI Agents, Deployment, MCP Summary: Run MCP servers locally with Docker’s MCP Toolkit. Connect OpenAI agents to Notion, GitHub, Stripe and more — fast, secure, and containerized. --- # Run Open-Source AI Models Locally with Docker Model Runner URL: https://blog.agentailor.com/posts/docker-model-runner-gemma.md Date: 2025-06-24 Tags: AI Agents, Deployment Summary: Learn how to run AI models using Docker Model Runner with Gemma 3. This guide covers installation, configuration, and running your first model. --- # Getting Started with OpenAI’s Agents SDK for TypeScript URL: https://blog.agentailor.com/posts/openai-agent-typescript-sdk.md Date: 2025-06-12 Tags: AI Agents Summary: Learn how to build AI agents in JavaScript with OpenAI’s new Agents SDK for TypeScript. This guide explores key concepts like agents, tools, guardrails, handoffs, and human-in-the-loop features—plus working code examples to get started fast. --- # How to Build a Fullstack AI Agent with LangGraphJS and NestJS (Using Agent Initializr) URL: https://blog.agentailor.com/posts/fullstack-ai-agent-app-with-langgraphjs-and-nestjs.md Date: 2025-06-11 Tags: AI Agents, LangGraph Summary: Learn how to build a production-ready AI agent backend using NestJS and LangGraph.js. This guide walks you through project architecture, real-time messaging, LLM integration, and how to scaffold your own backend in minutes using Agent Initializr. --- # LangGraph vs LlamaIndex Showdown: Who Makes AI Agents Easier in JavaScript? URL: https://blog.agentailor.com/posts/langgraph-vs-llamaindex-javascript.md Date: 2025-06-11 Tags: AI Agents, LangGraph, LlamaIndex Summary: Explore the key differences between LangGraph.js and LlamaIndex.TS—two powerful JavaScript frameworks for building AI agents. Learn about their architecture, features, and how to choose the right one for your next AI project. ## Key Pages - [All Posts](https://blog.agentailor.com/posts): Browse all articles on building AI agents. - [Tags](https://blog.agentailor.com/tags): Browse posts by topic. - [About](https://blog.agentailor.com/about): About the author, Ali Ibrahim.