AUTOMATIONSWITCH
Editorial · Reviews · Field guides

Reviewedby builders.Built for shipping.

Editorial reviews and field guides on MCP servers, agentic frameworks, skills, coding assistants, and the tools moving automation forward. 193 servers reviewed, 17 frameworks scored, 27 coding assistants compared.

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Where to startCurated
Editor’s wedgeLead

The SKILL.md Directory

The configuration primitive every agent builder is reaching for, indexed and editorially reviewed. Start here if SKILL.md is new to you.

436 sessions / 90dRead the directory →
Directory

Where to find MCP servers

14 directories ranked. Every major index compared, with notes on what each is best for.

Tool

Tools

Configurators, calculators, decision engines.

Directory

AI Coding Assistants

14 scored on speed, MCP support, and pricing transparency.

193MCP Servers Reviewed17Agentic Frameworks7,530Skills Indexed27Coding Assistants Scored
Cited 200+ times daily by AI SearchLive counts · auto-updating
Latest ArticlesView all →
Editor’s pick· Case Study

How a 28-Day-Old Site Got Cited 1,400 Times by AI Assistants

Automation Switch dogfood case study. Concrete narrative with full citation data. Demonstrates the agent-readability methodology working at the smallest possible scale.

Case StudyMay 202611 min readRead →
01Deep Dive

GTM Engineering vs RevOps: What the Role Descriptions Show

Employer descriptions challenge a simple GTM Engineering–RevOps split. Inspect the dataset, role comparison and reviewable inbound-routing example.

Oct 202612 min readRead →
02Deep Dive

What Is a Forward Deployed Engineer? A Review of 19 Employer Descriptions

A review of 19 employer descriptions shows how FDE responsibilities vary, where adjacent roles overlap, and what to clarify before hiring or applying.

Oct 20269 min readRead →
03Deep Dive

AI agents will buy products in 2026. We audited 262 e-commerce stores. Only 47% are visible to them.

262 e-commerce stores scored for AI agent legibility across Shopify, WooCommerce, BigCommerce, Squarespace, Magento, and Wix. Visibility funnel, named brands, five fixes that lift any store by roughly forty points.

May 202618 min readRead →
04Tool Guide

Best Automation Tools for Small Business Productivity

The verdict stack for a 1 to 5 person team: ClickUp for tasks, Wispr Flow for input, Make for glue. Under $25/month solo, under $60/month for three people. Eight tools scored on the same axes.

May 202614 min readRead →
New: Skills Hub
The SKILL.md Directory

The index the agent ecosystem has been missing. Browse, filter, and copy SKILL.md files by domain, platform, and use case. Built with Firecrawl. Growing weekly.

Browse the Directory →
7,530
Skills Indexed
ResourcesView all →

Visual breakdowns. Long-form research distilled into scrollable infographics. 4 in the library.

Visual breakdown

Hyperautomation vs Agentic AI

7 sections · scrollable
Visual breakdown

Agent Skills Landscape

7 sections · scrollable
Visual breakdown

MCP Security Visual Audit

9 sections · scrollable
Visual breakdown

AI Coding Assistants Scorecard

5 sections · scrollable
ToolsView all →

Platform Selector

Score Zapier, Make, n8n, and the rest against your team shape, workload, and migration tolerance. Five-axis decision in three minutes.

Live

Token Generator

Generate the design tokens behind any AS-style component: surface, border, eyebrow, type scale. Copy as CSS or Tailwind.

Live

Automation Prioritizer

Rank candidate automations by ROI, time saved, and execution difficulty. Surface the workflows worth building first.

Live