Model Context Protocol (MCP) FAQs

What is Ninja.ai?

Ninja.ai is the universal fabric of context for AI. We make it easy for any AI agent to access and interact with structured tools, services, and websites through a common protocol called the Model Context Protocol (MCP).

How does Ninja.ai work?

Ninja.ai provides a platform where developers and businesses can publish MCP servers — standardized tool interfaces that AI agents can discover, install, and use instantly. Users browse MCP servers through the Ninja.ai App Store and install them with one click into their AI workflows.

What is a Model Context Protocol (MCP) server?

An MCP server exposes a set of structured "tools" that AI agents can call. Each server defines what an AI can do — whether that’s browsing a product catalog, executing a database query, managing email, or any other interactive task — in a safe, predictable, and machine-readable way.

Why is Ninja.ai important?

Today’s AI models struggle to interact meaningfully with live systems. Ninja.ai bridges that gap by providing a universal, structured method for AI to access real-world functionality. It enables safer, smarter, and far more capable AI-powered experiences.

Who can use Ninja.ai?

Anyone building or using AI agents can benefit from Ninja.ai:

  • Developers can publish MCP servers to make their services AI-accessible.
  • Businesses can turn their websites, apps, and APIs into structured AI tools.
  • Users can enhance their AI agents with new capabilities from the App Store.
Is Ninja.ai only for developers?

No. While developers can publish MCP servers, anyone can use Ninja.ai to enhance their AI tools. With one-click installs from the App Store, you don’t need to write any code to start using new capabilities.

What kinds of services will be available on Ninja.ai?

You’ll find a wide range of services, including:

  • E-commerce storefronts
  • CRM and customer support tools
  • Knowledge bases and documentation
  • Database exploration tools
  • Scheduling and calendar apps
  • Email and communication utilities
  • And much more as the ecosystem grows
How do I install an MCP server from Ninja.ai?

Simply browse the Ninja.ai App Store, find a server you want, and click "Install." The MCP server will become available to your connected AI agents instantly, unlocking new actions and integrations.

Is Ninja.ai open source?

Ninja.ai supports open standards (MCP) but operates as a hosted platform for discovery, installation, and management of MCP servers. Some individual servers may be open source, depending on the publisher.

How is Ninja.ai different from plugins, APIs, or traditional integrations?
  • Plugins are usually built for a specific AI model or platform; Ninja.ai works universally.
  • APIs require manual coding; Ninja.ai turns APIs into structured tools ready for AI with no coding.
  • Traditional integrations are often slow and custom. Ninja.ai makes integrations instant and standardized.
Can I submit my own MCP server?

Yes. Developers and companies will be able to submit their MCP servers to the Ninja.ai App Store through a simple onboarding process. More details will be announced soon.

When is Ninja.ai launching?

Ninja.ai is currently onboarding early partners and preparing for public launch. You can join the waiting list to be among the first to access it.