AUTOMATIONSWITCH
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Automation guides, workflow breakdowns, and tool deep-dives. Everything we know about making systems work together.

// Start here
// Explore the ecosystem
MCP Directory
Every MCP server directory scored and indexed. Find the right discovery layer for your stack.
Skills Hub
The canonical index of SKILL.md file sources for AI coding agents.
Agentic AI
Frameworks, protocols, and production patterns for builders working with agents in real systems.
Step-by-step visual guide showing the progression from a simple Python script to a working AI agent with tool-calling and MCP integration
Tutorial
Building Your First AI Agent: A Step-by-Step Guide
Go from zero to a working AI agent in under 100 lines. Tool-calling, reasoning loops, and MCP integration with practical Python code you can copy, run, and extend.
Apr 2026·15 min
Dark editorial visual showing the four components of an AI agent: language model, memory, planning, tool use, arranged around a central reasoning loop, with an amber highlight on the active node.
Fundamentals
What Are AI Agents and How Do They Work
AI agents plan, execute, and verify tasks autonomously. This guide explains how they work, what separates them from chatbots, and where they fit in your automation stack.
Apr 2026·12 min
The Automation Switch Skills Hub: a directory of 46 production AI agent skills organised across nine categories
Why we built the index the agent ecosystem was missing
The Automation Switch Skills Hub: What We're Building and Why
The Automation Switch Skills Hub is a curated directory of 46 production AI agent skills across nine categories. Here is what we are building, why we built the internal index, and what to expect as the hub grows.
Apr 2026·10 min
Map of MCP server discovery sources showing directories, registries, and meta-indexes across the ecosystem
12,000+ servers across directories, registries, and indexes.
Where to Find MCP Servers in 2026: Every Directory, Registry, and Index
The navigation guide to MCP server discovery across 12,000+ servers. Compare PulseMCP, Smithery, Glama, MCP.so, the official registry, and every major index to find the right one for your workflow.
Apr 2026·10 min
Four machine-readable surfaces that make AutomationSwitch queryable by AI agents: llms.txt, JSON APIs, structured metadata, and source trust annotations
The implementation story behind a machine-readable site.
How We Made AutomationSwitch Readable by AI Agents, and What We Learned
Most writing about the agentic web is theoretical. We skipped the predictions and built it. This is the implementation story: what we built on AutomationSwitch to make the site readable, queryable, and useful to AI agents.
Apr 2026·12 min
Wispr Flow desktop application showing 94,530 words dictated in 7 weeks at 119 words per minute
94,530 words in seven weeks. Top 3% of all users.
Wispr Flow Review: The Automation Hack That Changed How I Think, Not Just How I Type
94,530 words in seven weeks at 119 WPM. A builder's review of Wispr Flow covering speed, accuracy, technical jargon handling, pricing, and why dictation is the input automation most builders overlook.
Apr 2026·15 min
The five-layer solo founder automation stack: workflow orchestration, AI content, email and audience, CRM and sales, and research and data
The five-layer stack
Best Automation Tools for Scaling Without Hiring in 2026
A five-layer automation stack replaces your first hire for $100 to $300/month. The complete tool guide with cost math, real workflows, and a 90-day build sequence.
Apr 2026·12 min
Python code editor showing a minimal MCP server with tool registration and handler functions
How to Build Your First MCP Server (Python, Under 100 Lines)
Most MCP tutorials are either too abstract or too long. Here is a working MCP server in Python in under 100 lines, exposing real tools, testable with Claude Code.
Apr 2026·15 min
Featured image for: Top 10 MCP Servers for Automation Builders in 2026
Top 10 MCP Servers for Automation Builders in 2026
The 10 MCP servers that matter most for automation builders. Hands-on evaluation of each server's capabilities, setup friction, and production readiness.
Apr 2026·15 min