
The AI Tooling Landscape 2026
AI tooling is the stack of software used to build, run, measure, and govern AI systems. The 2026 landscape — from foundation models to the AI visibility layer that measures brand Citation Share.

AI tooling is the stack of software used to build, run, measure, and govern AI systems. The 2026 landscape — from foundation models to the AI visibility layer that measures brand Citation Share.

Anthropic shipped MCP in November 2024. OpenAI, Google, Microsoft adopted it within months. The complete reference map of every major company that adopted Model Context Protocol.

The editorial authority on Model Context Protocol servers — the integrations connecting Claude, ChatGPT, Gemini, and Perplexity to the rest of the software stack. Editorially selected, editorially ranked, built to be cited.

Amazon's Kindle Fire saturated TechCrunch, Mashable, and CNET for two months. A 2011 case in how editorial queues consolidate when a single launch dominates the news cycle.