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Welcome

MemMachine provides flexible ways to interact with its powerful memory layer. We’ve organized our APIs into two main groups to fit your development needs: the Python SDK for direct integration and the API Playground, which contains our web-standard APIs. This ensures you can seamlessly integrate MemMachine into your projects, no matter your preferred language or architecture.

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Python SDK (Software Development Kit)

The Python SDK is your go-to for directly integrating MemMachine’s capabilities into your Python applications. It’s a collection of pre-built modules and functions designed to make interacting with MemMachine feel natural within your Python code.
  • Best For: Python developers building AI agents, data pipelines, or applications where Python is the primary language.
  • Benefit: Offers the most direct and idiomatic way to leverage MemMachine’s features within a Python environment, providing a rich set of tools and easy access to all functionalities.

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The API Playground

The API Playground serves as a central hub for our web-based APIs, encompassing both REST and MCP APIs. If you’re working outside of a Python environment, this is where you’ll find the tools to connect your application to MemMachine.

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REST API (Representational State Transfer API)

The REST API provides a web-standard way to interact with MemMachine using simple HTTP requests. It’s a universal interface that can be accessed from virtually any programming language or platform capable of making web requests.
  • Best For: Developers integrating MemMachine into web applications, mobile apps, or backend services using any programming language (e.g., JavaScript, Java, Go, C#). It’s also great for quick testing and scripting.
  • Benefit: Offers unparalleled flexibility and interoperability. If your application can make an HTTP request, it can talk to MemMachine, making it incredibly easy to integrate across a wide range of systems.
Click the menu on our left to investigate the API Playground or the Python SDK Libary.