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Claude Code, skills and MCP

Skills, CLAUDE.md, MCP and agents: how you actually work with Claude inside a company, from someone who uses it every day for consulting.

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How to Build a Company Brain: Context Engineering for a Whole Company
Latest article 05 Aug 2026
Claude Company brain

How to Build a Company Brain: Context Engineering for a Whole Company

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Claude Code is not an editor with autocomplete: it is a collaborator that reads your repository, follows the rules you write for it and uses the tools you give it. The practical difference comes down to three things. Skills, which are procedures written once and reused forever. The CLAUDE.md file, which is the context the agent reads before doing anything. And MCP, the protocol it uses to talk to your systems instead of to thin air.

These articles are the log of how we actually use it for consulting work, mistakes included. They are not reviews: they are configurations, checks and limits found in the field. They are also the part of the blog that brings the most technical readers, which is why you will not find a sales pitch at the bottom: you will find the code.

13 articles in this topic, updated 05 Aug 2026

Frequently asked questions

What are Claude Code skills?

They are procedures written in a markdown file that the agent loads when needed. Instead of explaining how something is done every time, you write it once and call it by name. It is the difference between giving verbal instructions and having a company procedure.

What is the CLAUDE.md file for?

It is the context the agent reads before working on the repository: conventions, commands, things not to do. Without it, the agent guesses, and it guesses wrong exactly where your project has a rule of its own.

What is an MCP server?

It is the standard way an AI agent connects to an external system, your CRM for instance, and works inside it through defined operations. It changes the game because the AI stops suggesting text and starts reading and writing real data.

The tools you just read about are public

Skills, MCP servers and the projects we use every day live in the Open Lab, with the code in plain sight.

Go to the Open Lab

Open code, no sign-up