> ## Documentation Index
> Fetch the complete documentation index at: https://docs.mem0.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Chroma

> Use Chroma as a vector database in Mem0 for local or cloud-hosted vector storage with built-in embedding support.

[Chroma](https://www.trychroma.com/) is an AI-native open-source vector database that simplifies building LLM apps by providing tools for storing, embedding, and searching embeddings with a focus on simplicity and speed. It supports both local deployment and cloud hosting through ChromaDB Cloud.

### Usage

<CodeGroup>
  ```python Python theme={null}
  import os
  from mem0 import Memory

  os.environ["OPENAI_API_KEY"] = "sk-xx"

  config = {
      "vector_store": {
          "provider": "chroma",
          "config": {
              "collection_name": "test",
              "path": "db",
              # Optional: ChromaDB Cloud configuration
              # "api_key": "your-chroma-cloud-api-key",
              # "tenant": "your-chroma-cloud-tenant-id",
          }
      }
  }

  m = Memory.from_config(config)
  messages = [
      {"role": "user", "content": "I'm planning to watch a movie tonight. Any recommendations?"},
      {"role": "assistant", "content": "How about thriller movies? They can be quite engaging."},
      {"role": "user", "content": "I’m not a big fan of thriller movies but I love sci-fi movies."},
      {"role": "assistant", "content": "Got it! I'll avoid thriller recommendations and suggest sci-fi movies in the future."}
  ]
  m.add(messages, user_id="alice", metadata={"category": "movies"})
  ```

  ```typescript TypeScript theme={null}
  import { Memory } from 'mem0ai/oss';

  // The Node.js client connects to a running Chroma server.
  // Start one locally with: chroma run --host localhost --port 8000
  const config = {
    vectorStore: {
      provider: 'chroma',
      config: {
        collectionName: 'memories',
        host: 'localhost',
        port: 8000,
        // Optional: ChromaDB Cloud configuration
        // apiKey: 'your-chroma-cloud-api-key',
        // tenant: 'your-chroma-cloud-tenant-id',
      },
    },
  };

  const memory = new Memory(config);
  const messages = [
      {"role": "user", "content": "I'm planning to watch a movie tonight. Any recommendations?"},
      {"role": "assistant", "content": "How about thriller movies? They can be quite engaging."},
      {"role": "user", "content": "I’m not a big fan of thriller movies but I love sci-fi movies."},
      {"role": "assistant", "content": "Got it! I'll avoid thriller recommendations and suggest sci-fi movies in the future."}
  ]
  await memory.add(messages, { userId: "alice", metadata: { category: "movies" } });
  ```
</CodeGroup>

<Note>
  The Node.js SDK uses the `chromadb` v3 client, which talks to a Chroma server over HTTP (local server or ChromaDB Cloud). Install it with `npm install chromadb`. Mem0 supplies the embeddings, so the collection is created without an embedding function.
</Note>

### Config

Here are the parameters available for configuring Chroma:

<Tabs>
  <Tab title="Python">
    | Parameter         | Description                                 | Default Value |
    | ----------------- | ------------------------------------------- | ------------- |
    | `collection_name` | The name of the collection                  | `mem0`        |
    | `client`          | Custom client for Chroma                    | `None`        |
    | `path`            | Path for the Chroma database                | `db`          |
    | `host`            | The host where the Chroma server is running | `None`        |
    | `port`            | The port where the Chroma server is running | `None`        |
    | `api_key`         | ChromaDB Cloud API key (for cloud usage)    | `None`        |
    | `tenant`          | ChromaDB Cloud tenant ID (for cloud usage)  | `None`        |
  </Tab>

  <Tab title="TypeScript">
    | Parameter        | Description                                                                                  | Default Value |
    | ---------------- | -------------------------------------------------------------------------------------------- | ------------- |
    | `collectionName` | The name of the collection                                                                   | `mem0`        |
    | `client`         | Pre-configured `ChromaClient` or `CloudClient` instance                                      | `None`        |
    | `host`           | The host where the Chroma server is running                                                  | `None`        |
    | `port`           | The port where the Chroma server is running                                                  | `None`        |
    | `ssl`            | Whether to use SSL when connecting to the Chroma server                                      | `false`       |
    | `path`           | Full URL of a Chroma server, e.g. `http://localhost:8000` (alternative to `host` and `port`) | `None`        |
    | `apiKey`         | ChromaDB Cloud API key (for cloud usage)                                                     | `None`        |
    | `tenant`         | ChromaDB Cloud tenant ID (for cloud usage)                                                   | `None`        |
    | `database`       | ChromaDB Cloud database name (for cloud usage)                                               | `mem0`        |
  </Tab>
</Tabs>
