Memori智能体记忆系统

Requires MEMORI_API_KEY and OPENAI_API_KEY in your environment

client = OpenAI() mem = Memori().llm.register(client)

mem.attribution(entity_id="user_123", process_id="support_agent")

response = client.chat.completions.create( model="gpt-4o-mini", messages=[{"role": "user", "content": "My favorite color is blue."}] )

Requires Python installed

python -m memori ```

This will display a menu of the available options. For more information about what you can do with the Memori CLI, please reference Command Line Interface.

Getting Started

Installation

<details open> <summary><b>TypeScript SDK</b></summary>

npm install @memorilabs/memori

<details open> <summary><b>Python SDK</b></summary>

pip install memori

Install the CLI via pip to manage your account

python -m memori sign-up <email_address>

Memori Advanced Augmentation is always free for developers!

Once you've obtained an API key, set the following environment variable (used by both Python and TypeScript SDKs):

The Memori CLI uses your exported environment first, then fills missing values from a .env file in the directory where you run the command.

Quickstart

Sign up at app.memorilabs.ai, get a Memori API key, and start building. Full docs: memorilabs.ai/docs/memori-cloud/.

Set MEMORI_API_KEY and your LLM API key (e.g. OPENAI_API_KEY), then:

<details open> <summary><b>TypeScript SDK</b></summary>

import { OpenAI } from 'openai';
import { Memori } from '@memorilabs/memori';

// Requires MEMORI_API_KEY and OPENAI_API_KEY in your environment
const client = new OpenAI();
const mem = new Memori().llm
  .register(client)
  .attribution('user_123', 'support_agent');

async function main() {
  await client.chat.completions.create({
    model: 'gpt-4o-mini',
    messages: [{ role: 'user', content: 'My favorite color is blue.' }],
  });
  // Conversations are persisted and recalled automatically in the background.

  const response = await client.chat.completions.create({
    model: 'gpt-4o-mini',
    messages: [{ role: 'user', content: "What's my favorite color?" }],
  });
  // Memori recalls that your favorite color is blue.
}

<details open> <summary><b>Python SDK</b></summary>

```python from memori import Memori from openai import OpenAI

Examples

For more examples and demos, check out the Memori Cookbook.

Command Line Interface (CLI)

The Memori CLI is the unified tool for managing your account, keys, and quotas across all SDKs. To use it, execute the following from the command line:

```bash