active public MCP servers
Your customers already work with AI assistants. Can your application join them?
Users increasingly work from ChatGPT, Claude or Gemini. If your application is absent from that conversation, it risks losing relevance to alternatives that can participate. BQ implements MCP to connect authorised functions and data to compatible assistants without rebuilding your product.

MCP is already underway
Ecosystem indicators reported by their respective organisations; these are not BQ results.
monthly downloads of the official Python and TypeScript SDKs
5 million MCP calls per day
Atlassian reported over 5 million daily calls and that almost one third were write operations.
Reported by Atlassian in 2026; approximate share. Atlassian ↗
write operations
Other calls
Figures reported by Anthropic on 9 December 2025. Downloads are not unique users. Anthropic ↗
How other companies are adopting it
Public third-party examples; these are not projects delivered by BQ.
Stripe connects its API and documentation to agents through its MCP server.
View source ↗Atlassian connects Jira and Confluence to assistants through its MCP server.
View source ↗Workday has announced an MCP connection between Claude and its Sana platform to exchange information and tasks in people workflows.
View source ↗QuickBooks offers an MCP connection to Claude for reports and authorised accounting operations.
View source ↗Xero offers a remote MCP server for agents to access authorised accounting data and operations.
View source ↗Make your application ready for agents
AI is changing how software is used. Applications unable to participate in agent workflows risk falling behind. With Model Context Protocol (MCP), we connect software to compatible assistants that can access authorised functions and data. We define what is exposed, to whom and under what conditions.
Human resources: less searching, better onboarding
An assistant could consult policies, find internal learning resources and guide onboarding using current information and appropriate permissions. Your team can spend less time searching and more time supporting people. We validate each use before implementation.
Accounting: useful questions about your data
An assistant could find documents and prepare summaries for review, respecting roles and preventing unauthorised operations. Your team retains control over decisions, checks and payments. This is a proposal to adapt to your processes.
Document management: information when it matters
An assistant could find authorised documents, answer with references and help start tasks through conversation. The opportunity is to reduce repeated searches and offer new access to knowledge; the design depends on content quality, currency and permissions.
A business opportunity for your product
MCP can enable differentiated features, integrations and customer services. We assess use cases, demand and maintenance costs with your team, and measure adoption, search time or completed tasks against agreed goals. Outcomes must be validated.
Built with your team
We review your application and interfaces, define scope, permissions and human oversight, develop the integration and test authorised real-world use cases. Let’s identify which function would offer your users the most value.
Tell us about your idea.
We help you shape your project. Together, we will define the scope, priorities and next step.
