# Blog

##### Product updates, developer guides, and engineering insights from the Aiqbee team.

Engineering

21 March 2026

8 min read

#### MCP Is Not Dead: Why Tool Discovery and Interoperability Still Matter

The "MCP is dead" narrative misses the point. Token costs are real, but so is the value of dynamic tool discovery, multi-tool interoperability, and standardised enterprise access control. Here is our take.

[Read More](/blog/mcp-is-not-dead)

Product

21 March 2026

5 min read

##### Introducing Service Accounts: Programmatic Access to AI Memory

Service accounts bring OAuth2 client credentials to Aiqbee, enabling CI/CD pipelines, Slack bots, and headless AI agents to access your Brains programmatically without interactive login.

[Read More](/blog/introducing-service-accounts)

Product

20 March 2026

6 min read

##### Aiqbee for VS Code: Browse Brains and Connect MCP Without Leaving Your Editor

The Aiqbee MCP Brains extension for VS Code lets you browse knowledge graphs, visualise connections, and connect Brains to Claude Code, Cursor, and Copilot with one click.

[Read More](/blog/aiqbee-vs-code-extension)

Guide

18 March 2026

4 min read

##### One-Click MCP Config: Connect Claude Code, Cursor, and Copilot in 60 Seconds

A step-by-step guide to connecting your AI coding assistant to Aiqbee Brains via MCP. One line of config gives your AI persistent, shared memory about your codebase.

[Read More](/blog/one-click-mcp-config)

#### Ready to Give Your AI Real Context?

Create a Brain, connect it via MCP, and stop re-explaining your codebase to AI.

[Start Free Trial](https://app.aiqbee.com/)

Source: https://www.aiqbee.com/blog
