Miro Has Recorded 16 Million AI Server Calls

The company's integration protocol has seen rapid adoption since its launch in early 2026.

Updated on Sept. 29, 2026 in Artificial Intelligence

Bold flat-color editorial illustration of stacked geometric cubes linked by conduits, representing digital server connectivity and data processing. — Miro reported over 16 million AI server calls in early 2026, driven by a surge in demand for AI agent integration within workspace environments. AI Illustration. Upload story photo >

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Miro has reported over 16 million calls to its Model Context Protocol server since its launch in February 2026. Usage of the server, which allows AI agents to read and edit shared boards, has more than doubled since May 2026.

Why it matters

The growth reflects an increasing demand among teams to integrate AI agents directly into their active workspace. This connectivity allows users to generate and visualize data on a shared canvas programmatically.

The server currently supports 15 different AI clients, with Claude Desktop and Claude Code accounting for 65% of usage in August 2026. Roughly 57% of these interactions involved agents reading board data, while 41% focused on content generation.

The players

Miro

Miro is a visual collaboration platform that serves over 100 million users and maintains corporate offices in San Francisco and Amsterdam.

Claude

Claude is an AI model family developed by Anthropic that has become a primary driver of server traffic through its Desktop and Code interfaces.

ChatGPT

ChatGPT is a widely used conversational AI agent that saw its Miro integration usage grow by 71% between August and September 2026.

The details

The integration allows AI tools to connect to boards to create diagrams and process information in real time. While engineering teams utilize the tool, they account for less than 25% of the total user base.

Miro launched its MCP server in February 2026.
Usage of the server began to double starting in May 2026.
Claude clients represented 65% of total server usage during August 2026.
The server is projected to reach 6 million calls in September 2026.

The Tech Race

Miro's adoption of the Model Context Protocol signals a shift toward agentic AI that can actively manipulate internal documentation rather than just querying it. This moves the industry away from static chatbot interfaces toward tools that can autonomously build and edit collaborative project spaces.

Users can now leverage AI agents to automate the creation of diagrams and organizational charts directly within their shared canvases. This capability reduces the manual effort required to visualize data, allowing non-technical users to build complex layouts through simple agent instructions.

The takeaway

The rapid growth in AI-driven board generation suggests that the next phase of workplace productivity will be defined by agents that can actively manipulate project assets. Integrating these models into existing workflows allows teams to bridge the gap between AI analysis and visual output.