December 2024 retrospective · Added November 13, 2026.
On November 25, 2024, Anthropic introduced the Model Context Protocol, or MCP, as an open standard for connecting AI assistants with data sources and tools. The announcement addressed a familiar limitation: an assistant is less useful when the information needed for a task lives in disconnected systems.
Why connections matter
A business does not run on a chat window alone. It runs on documents, customer records, support tickets, databases, and operational applications. Connecting those systems can help an assistant work with relevant information instead of asking an employee to copy material between tools.
MCP provided a common integration approach. Its introduction did not mean every business application supported it, or that any connector was automatically safe to install.
A connection is also a permission decision
Our view is that integration planning should begin with the work an assistant is allowed to perform. Reading approved documentation is different from changing a customer record, sending a message, or running a command. Those actions deserve different permissions and review requirements.
Start with a clearly defined use case and a trusted connector.
Limit access to the information and actions the task requires.
Keep credentials out of prompts and ordinary shared documents.
Record important actions and provide a way to disconnect access.
Our business takeaway
Useful business AI depends on both context and control. A small, supervised integration can reveal whether the workflow is valuable before the organization opens access to more systems. Treat connector selection as part of IT and security management, not simply another browser add-on.
Explore Proper Access AI Solutions.
Source: Anthropic’s original MCP announcement. This article discusses the initial 2024 release.
