Files
mem0/mem0-ts/README.md
kartik-mem0 08a5a931e0 docs: fix the stale benchmark table and finish the one-liner sweep
Addresses review feedback on #6944.

The Performance Improvements table in platform-v2-to-v3.mdx still read
91.6 (+20.2) / 93.4 (+25.6) while the Overview prose in the same file
already read 92.5 / 94.4, so the page stated both sets of numbers.
Reconciled against the research team's current figures in README.md:
71.4 -> 92.5 (+21.1) and 67.8 -> 94.4 (+26.6).

Delivered the three one-liner sweep edits the PR description claimed but
never shipped: the README banner alt text, the mem0-ts README title and
lede, and the docs/introduction.mdx frontmatter description.

The dated changelog entry at 91.6 / 93.4 stays as-is; it records what was
announced on 2026-04-14.
2026-08-14 18:38:06 +05:30

2.4 KiB

Mem0 - The Memory Layer for AI Agents

Mem0 is the memory layer for AI agents. We offer both cloud and open-source solutions to cater to different needs.

See the complete OSS Docs. See the complete Platform API Reference.

1. Installation

For the open-source version, you can install the Mem0 package using npm:

npm i mem0ai

2. API Key Setup

For the cloud offering, sign in to Mem0 Platform to obtain your API Key.

3. Client Features

Cloud Offering

The cloud version provides a comprehensive set of features, including:

  • Memory Operations: Perform CRUD operations on memories.
  • Search Capabilities: Search for relevant memories using advanced filters.
  • Memory History: Track changes to memories over time.
  • Error Handling: Robust error handling for API-related issues.
  • Async/Await Support: All methods return promises for easy integration.

Open-Source Offering

The open-source version includes the following top features:

  • Memory Management: Add, update, delete, and retrieve memories.
  • Vector Store Integration: Supports various vector store providers for efficient memory retrieval.
  • LLM Support: Integrates with multiple LLM providers for generating responses.
  • Customizable Configuration: Easily configure memory settings and providers.
  • SQLite Storage: Use SQLite for memory history management.

4. Memory Operations

Mem0 provides a simple and customizable interface for performing memory operations. You can create long-term and short-term memories, search for relevant memories, and manage memory history.

5. Error Handling

The MemoryClient throws errors for any API-related issues. You can catch and handle these errors effectively.

6. Using with async/await

All methods of the MemoryClient return promises, allowing for seamless integration with async/await syntax.

7. Testing the Client

To test the MemoryClient in a Node.js environment, you can create a simple script to verify the functionality of memory operations.

Getting Help

If you have any questions or need assistance, please reach out to us: