---
title: Guide
description: 'Get started with Mem0 Platform in minutes'
---

## 1. Installation

<CodeGroup>
```bash pip
pip install mem0ai
```

```bash npm
npm install mem0ai
```

</CodeGroup>

## 2. API Key Setup

1. Sign in to [Mem0 Platform](https://mem0.dev/pd-api)
2. Copy your API Key from the dashboard

![Get API Key from Mem0 Platform](/images/platform/api-key.png)

## 3. Instantiate Client

<CodeGroup>
```python Python
from mem0 import MemoryClient
client = MemoryClient(api_key="your-api-key")
```

```javascript JavaScript
const MemoryClient = require('mem0ai');
const client = new MemoryClient('your-api-key');
```

</CodeGroup>

## 4. Memory Operations

Mem0 provides a simple and customizable interface for performing CRUD operations on memory.

### 4.1 Create Memories

#### Long-term memory for a user

These memory instances persist across multiple sessions. Ideal for maintaining memory over long time spans.

<CodeGroup>

```python Python
messages = [
    {"role": "user", "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."},
    {"role": "assistant", "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."}
]
client.add(messages, user_id="alex")
```

```javascript JavaScript
const messages = [
    {"role": "user", "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."},
    {"role": "assistant", "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."}
];
client.add(messages, { user_id: "alex" })
    .then(response => console.log(response))
    .catch(error => console.error(error));
```

```bash cURL
curl -X POST "https://api.mem0.ai/v1/memories/" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "messages": [
             {"role": "user", "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."},
             {"role": "assistant", "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."}
         ],
         "user_id": "alex"
     }'
```

```json Output
{'message': 'ok'}
```
</CodeGroup>

#### Short-term memory for a user session

These memory instances persist only for the duration of a user session. Ideal for non-repetitive interactions and managing context windows efficiently.

<CodeGroup>

```python Python
messages = [
    {"role": "user", "content": "I'm planning a trip to Japan next month."},
    {"role": "assistant", "content": "That's exciting, Alex! A trip to Japan next month sounds wonderful. Would you like some recommendations for vegetarian-friendly restaurants in Japan?"},
    {"role": "user", "content": "Yes, please! Especially in Tokyo."},
    {"role": "assistant", "content": "Great! I'll remember that you're interested in vegetarian restaurants in Tokyo for your upcoming trip. I'll prepare a list for you in our next interaction."}
]
client.add(messages, user_id="alex123", session_id="trip-planning-2024")
```

```javascript JavaScript
const messages = [
    {"role": "user", "content": "I'm planning a trip to Japan next month."},
    {"role": "assistant", "content": "That's exciting, Alex! A trip to Japan next month sounds wonderful. Would you like some recommendations for vegetarian-friendly restaurants in Japan?"},
    {"role": "user", "content": "Yes, please! Especially in Tokyo."},
    {"role": "assistant", "content": "Great! I'll remember that you're interested in vegetarian restaurants in Tokyo for your upcoming trip. I'll prepare a list for you in our next interaction."}
];
client.add(messages, { user_id: "alex123", session_id: "trip-planning-2024" })
    .then(response => console.log(response))
    .catch(error => console.error(error));
```

```bash cURL
curl -X POST "https://api.mem0.ai/v1/memories/" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "messages": [
             {"role": "user", "content": "I'm planning a trip to Japan next month."},
             {"role": "assistant", "content": "That's exciting, Alex! A trip to Japan next month sounds wonderful. Would you like some recommendations for vegetarian-friendly restaurants in Japan?"},
             {"role": "user", "content": "Yes, please! Especially in Tokyo."},
             {"role": "assistant", "content": "Great! I'll remember that you're interested in vegetarian restaurants in Tokyo for your upcoming trip. I'll prepare a list for you in our next interaction."}
         ],
         "user_id": "alex123",
         "session_id": "trip-planning-2024"
     }'
```

```json Output
{'message': 'ok'}
```
</CodeGroup>

#### Long-term memory for agents
Add a memory layer for the assistants and agents so that their responses remain consistent across sessions. 

<CodeGroup>

```python Python
messages = [
    {"role": "system", "content": "You are an AI tutor with a personality. Give yourself a name for the user."},
    {"role": "assistant", "content": "Understood. I'm an AI tutor with a personality. My name is Alice."}
]
client.add(messages, agent_id="ai-tutor")
```

```javascript JavaScript
const messages = [
    {"role": "system", "content": "You are an AI tutor with a personality. Give yourself a name for the user."},
    {"role": "assistant", "content": "Understood. I'm an AI tutor with a personality. My name is Alice."}
];
client.add(messages, { agent_id: "ai-tutor" })
    .then(response => console.log(response))
    .catch(error => console.error(error));
```

```bash cURL
curl -X POST "https://api.mem0.ai/v1/memories/" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "messages": [
             {"role": "system", "content": "You are an AI tutor with a personality. Give yourself a name for the user."},
             {"role": "assistant", "content": "Understood. I'm an AI tutor with a personality. My name is Alice."}
         ],
         "agent_id": "ai-tutor"
     }'
```

```json Output
{'message': 'ok'}
```
</CodeGroup>

#### Monitor Memories

You can monitor memory operations on the platform dashboard:

![Mem0 Platform Activity](/images/platform/activity.png)

### 4.2 Search Memories

#### General Memory Search

Pass user messages, interactions, and queries into our search method to retrieve relevant memories.

<CodeGroup>

```python Python
query = "What should I cook for dinner today?"
client.search(query, user_id="alex")
```

```javascript JavaScript
const query = "What should I cook for dinner today?";
client.search(query, { user_id: "alex" })
    .then(results => console.log(results))
    .catch(error => console.error(error));
```

```bash cURL
curl -X POST "https://api.mem0.ai/v1/memories/search/" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "query": "What should I cook for dinner today?",
         "user_id": "alex"
     }'
```

```json Output
[
    {
        "id": "7f165f7e-b411-4afe-b7e5-35789b72c4a5",
        "memory": "Vegetarian. Allergic to nuts.",
        "input": [
            {
                "role": "user",
                "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."
            },
            {
                "role": "assistant",
                "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."
            }
        ],
        "user_id": "alex",
        "hash": "9ee7e1455e84d1dab700ed8749aed75a",
        "metadata": null,
        "created_at": "2024-07-20T01:30:36.275141-07:00",
        "updated_at": "2024-07-20T01:30:36.275172-07:00"
    }
]
```
</CodeGroup>

#### Search using custom filters

Our advanced search allows you to set custom search filters. You can filter by user_id, agent_id, app_id, date, and more. 

Here you need to define `version` as `v2` in the search method.

Example 1: Search using user_id and agent_id filters

<CodeGroup>

```python Python
query = "What do you know about me?"
filters = {
   "AND":[
      {
         "user_id":"alex"
      },
      {
         "agent_id":{
            "in":[
               "travel-assistant",
               "customer-support"
            ]
         }
      }
   ]
}
client.search(query, version="v2", filters=filters)
```

```javascript JavaScript
const query = "What do you know about me?";
const filters = {
   "AND":[
      {
         "user_id":"alex"
      },
      {
         "agent_id":{
            "in":[
               "travel-assistant",
               "customer-support"
            ]
         }
      }
   ]
};
client.search(query, { version: "v2", filters })
    .then(results => console.log(results))
    .catch(error => console.error(error));
```

```bash cURL
curl -X POST "https://api.mem0.ai/v1/memories/search/?version=v2" \
     -H "Authorization : Token your - api - key" \
     -H "Content-Type : application / json" \
     -d '{
         "query": "What do you know about me?",
         "filters": {
             "AND": [
                 {
                     "user_id": "alex"
                 },
                 {
                     "agent_id": {
                         "in": ["travel-assistant", "customer-support"]
                     }
                 }
             ]
         }
     }'
```

```json Output
[
    {
        "id": "7f165f7e-b411-4afe-b7e5-35789b72c4a5",
        "memory": "Name: Alex. Vegetarian. Allergic to nuts.",
        "input": [
            {
                "role": "user",
                "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."
            },
            {
                "role": "assistant",
                "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."
            }
        ],
        "user_id": "alex",
        "hash": "9ee7e1455e84d1dab700ed8749aed75a",
        "metadata": null,
        "created_at": "2024-07-20T01:30:36.275141-07:00",
        "updated_at": "2024-07-20T01:30:36.275172-07:00"
    }
]
```
</CodeGroup>

Example 2: Search using date filters
<CodeGroup>
```python Python
query = "What do you know about me?"
filters = {
    "AND": [
        {"created_at": {"gte": "2024-07-20", "lte": "2024-07-10"}},
        {"user_id": "alex"}
    ]
}
client.search(query, version="v2", filters=filters)
```

```javascript JavaScript
const query = "What do you know about me?";
const filters = {
  "AND": [
    {"created_at": {"gte": "2024-07-20", "lte": "2024-07-10"}},
    {"user_id": "alex"}
  ]
};

client.search(query, { version: "v2", filters })
  .then(results => console.log(results))
  .catch(error => console.error(error));
```

```bash cURL
curl -X POST "https://api.mem0.ai/v1/memories/search/?version=v2" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "query": "What do you know about me?",
         "filters": {
             "AND": [
                 {
                     "created_at": {
                         "gte": "2024-07-20",
                         "lte": "2024-07-10"
                     }
                 },
                 {
                     "user_id": "alex"
                 }
             ]
         }
     }'
```

```json Output
[
    {
        "id": "7f165f7e-b411-4afe-b7e5-35789b72c4a5",
        "memory": "Name: Alex. Vegetarian. Allergic to nuts.",
        "input": [
            {
                "role": "user",
                "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."
            },
            {
                "role": "assistant",
                "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."
            }
        ],
        "user_id": "alex",
        "hash": "9ee7e1455e84d1dab700ed8749aed75a",
        "metadata": null,
        "created_at": "2024-07-20T01:30:36.275141-07:00",
        "updated_at": "2024-07-20T01:30:36.275172-07:00"
    }
]
```
</CodeGroup>


### 4.3 Get All Users

Get all users, agents, and sessions which have memories associated with them.

<CodeGroup>

```python Python
client.users()
```

```javascript JavaScript
client.users()
    .then(users => console.log(users))
    .catch(error => console.error(error));
```

```bash cURL
curl -X GET "https://api.mem0.ai/v1/entities/" \
     -H "Authorization: Token your-api-key"
```


```json Output
[
    {
        "id": "1",
        "name": "user123",
        "created_2024-07-17T16:47:23.899900-07:00",
        "updated_at": "2024-07-17T16:47:23.899918-07:00",
        "total_memories": 5,
        "owner": "alex",
        "organization": "alex-org",
        "metadata": {"foo": "bar"},
        "type": "user"
    },
    {
        "id": "2",
        "name": "travel-agent",
        "created_at": "2024-07-01T17:59:08.187250-07:00",
        "updated_at": "2024-07-01T17:59:08.187266-07:00",
        "total_memories": 10,
        "owner": "alex",
        "organization": "alex-org",
        "metadata": {"agent_id": "123"},
        "type": "agent"
    }
]
```

</CodeGroup>


### 4.4 Get All Memories

Fetch all memories for a user, agent, or session using the getAll() method.

#### Get all memories of a user

<CodeGroup>

```python Python
user_memories = client.get_all(user_id="alex")
```

```javascript JavaScript
client.getAll({ user_id: "alex" })
    .then(memories => console.log(memories))
    .catch(error => console.error(error));
```

```bash cURL
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex" \
     -H "Authorization: Token your-api-key"
```

```json Output
[
   {
      "id":"f38b689d-6b24-45b7-bced-17fbb4d8bac7",
      "memory":"是素食主义者，对坚果过敏。",
      "agent_id":"travel-assistant",
      "hash":"62bc074f56d1f909f1b4c2b639f56f6a",
      "metadata":"None",
      "created_at":"2024-07-25T23:57:00.108347-07:00",
      "updated_at":"2024-07-25T23:57:00.108367-07:00"
   },
   {
      "id":"0a14d8f0-e364-4f5c-b305-10da1f0d0878",
      "memory":"Will maintain personalized travel preferences for each user. Provide customized recommendations based on dietary restrictions, interests, and past interactions.",
      "agent_id":"travel-assistant",
      "hash":"35a305373d639b0bffc6c2a3e2eb4244",
      "metadata":"None",
      "created_at":"2024-07-26T00:31:03.543759-07:00",
      "updated_at":"2024-07-26T00:31:03.543778-07:00"
   }
]
```
</CodeGroup>


#### Get all memories of an AI Agent

<CodeGroup>
```python Python
client.get_all(agent_id="ai-tutor")
```

```javascript JavaScript
client.getAll({ agent_id: "ai-tutor" })
    .then(memories => console.log(memories))
    .catch(error => console.error(error));
```

```bash cURL
curl -X GET "https://api.mem0.ai/v1/memories/?agent_id=travel-assistant" \
     -H "Authorization: Token your-api-key"
```

```json Output
[
   {
      "id":"f38b689d-6b24-45b7-bced-17fbb4d8bac7",
      "memory":"是素食主义者，对坚果过敏。",
      "agent_id":"ai-tutor",
      "hash":"62bc074f56d1f909f1b4c2b639f56f6a",
      "metadata":"None",
      "created_at":"2024-07-25T23:57:00.108347-07:00",
      "updated_at":"2024-07-25T23:57:00.108367-07:00"
   },
   {
      "id":"0a14d8f0-e364-4f5c-b305-10da1f0d0878",
      "memory":"My name is Alice.",
      "agent_id":"ai-tutor",
      "hash":"35a305373d639b0bffc6c2a3e2eb4244",
      "metadata":"None",
      "created_at":"2024-07-26T00:31:03.543759-07:00",
      "updated_at":"2024-07-26T00:31:03.543778-07:00"
   }
]
```
</CodeGroup>

#### Get the short-term memories for a session

<CodeGroup>

```python Python
short_term_memories = client.get_all(user_id="alex123", session_id="trip-planning-2024")
```

```javascript JavaScript
client.getAll({ user_id: "alex123", session_id: "trip-planning-2024" })
    .then(memories => console.log(memories))
    .catch(error => console.error(error));
```

```bash cURL
curl -X GET "https://api.mem0.ai/v1/memories/?user_id=alex123&session_id=trip-planning-2024" \
     -H "Authorization: Token your-api-key"
```

```json Output
[
   {
      "id":"06d8df63-7bd2-4fad-9acb-60871bcecee0",
      "memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
      "user_id":"alex123",
      "hash":"d2088c936e259f2f5d2d75543d31401c",
      "metadata":"None",
      "created_at":"2024-07-26T00:25:16.566471-07:00",
      "updated_at":"2024-07-26T00:25:16.566492-07:00"
   },
   {
      "id":"b4229775-d860-4ccb-983f-0f628ca112f5",
      "memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
      "user_id":"alex123",
      "hash":"d2088c936e259f2f5d2d75543d31401c",
      "metadata":"None",
      "created_at":"2024-07-26T00:33:20.350542-07:00",
      "updated_at":"2024-07-26T00:33:20.350560-07:00"
   },
   {
      "id":"df1aca24-76cf-4b92-9f58-d03857efcb64",
      "memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
      "user_id":"alex123",
      "hash":"d2088c936e259f2f5d2d75543d31401c",
      "metadata":"None",
      "created_at":"2024-07-26T00:51:09.642275-07:00",
      "updated_at":"2024-07-26T00:51:09.642295-07:00"
   }
]
```
</CodeGroup>

#### Get specific memory

<CodeGroup>

```python Python
memory = client.get(memory_id="582bbe6d-506b-48c6-a4c6-5df3b1e63428")
```

```javascript JavaScript
client.get("582bbe6d-506b-48c6-a4c6-5df3b1e63428")
    .then(memory => console.log(memory))
    .catch(error => console.error(error));
```

```bash cURL
curl -X GET "https://api.mem0.ai/v1/memories/582bbe6d-506b-48c6-a4c6-5df3b1e63428" \
     -H "Authorization: Token your-api-key"
```

```json Output
{
   "id":"06d8df63-7bd2-4fad-9acb-60871bcecee0",
   "memory":"Planning a trip to Japan next month. Interested in vegetarian restaurants in Tokyo.",
   "user_id":"alex123",
   "hash":"d2088c936e259f2f5d2d75543d31401c",
   "metadata":"None",
   "created_at":"2024-07-26T00:25:16.566471-07:00",
   "updated_at":"2024-07-26T00:25:16.566492-07:00"
}
```
</CodeGroup>

### 4.5 Memory History

Get history of how a memory has changed over time.

<CodeGroup>

```python Python
# Add some message to create history
messages = [{"role": "user", "content": "I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes.."}]
client.add(messages, user_id="alex")

# Add second message to update history
messages.append({'role': 'user', 'content': 'I turned vegetarian now.'})
client.add(messages, user_id="alex")

# Get history of how memory changed over time
memory_id = "<memory-id-here>"
history = client.history(memory_id)
```

```javascript JavaScript
// Add some message to create history
let messages = [{ role: "user", content: "I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes.." }];
client.add(messages, { user_id: "alex" })
    .then(result => {
        // Add second message to update history
        messages.push({ role: 'user', content: 'I turned vegetarian now.' });
        return client.add(messages, { user_id: "alex" });
    })
    .then(result => {
        // Get history of how memory changed over time
        const memoryId = result.id; // Assuming the API returns the memory ID
        return client.history(memoryId);
    })
    .then(history => console.log(history))
    .catch(error => console.error(error));
```

```bash cURL
# First, add the initial memory
curl -X POST "https://api.mem0.ai/v1/memories/" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "messages": [{"role": "user", "content": "I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes.."}],
         "user_id": "alex"
     }'

# Then, update the memory
curl -X POST "https://api.mem0.ai/v1/memories/" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "messages": [
             {"role": "user", "content": "I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes.."},
             {"role": "user", "content": "I turned vegetarian now."}
         ],
         "user_id": "alex"
     }'

# Finally, get the history (replace <memory-id-here> with the actual memory ID)
curl -X GET "https://api.mem0.ai/v1/memories/<memory-id-here>/history/" \
     -H "Authorization: Token your-api-key"
```

```json Output
[
   {
      "id":"d6306e85-eaa6-400c-8c2f-ab994a8c4d09",
      "memory_id":"b163df0e-ebc8-4098-95df-3f70a733e198",
      "input":[
         {
            "role":"user",
            "content":"I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes.."
         },
         {
            "role":"user",
            "content":"I turned vegetarian now."
         }
      ],
      "old_memory":"None",
      "new_memory":"Turned vegetarian.",
      "user_id":"alex123456",
      "event":"ADD",
      "metadata":"None",
      "created_at":"2024-07-26T01:02:41.737310-07:00",
      "updated_at":"2024-07-26T01:02:41.726073-07:00"
   }
]
```
</CodeGroup>

### 4.6 Update Memory

Update a memory with new data.

<CodeGroup>

```python Python
message = "I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes.."
client.update(memory_id, message)
```

```javascript JavaScript
const message = "I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes..";
client.update("memory-id-here", message)
    .then(result => console.log(result))
    .catch(error => console.error(error));
```

```bash cURL
curl -X PUT "https://api.mem0.ai/v1/memories/memory-id-here" \
        -H "Authorization: Token your-api-key" \
        -H "Content-Type: application/json" \
        -d '{
            "message": "I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes.."
        }'
```

```json Output
{
   "id":"c190ab1a-a2f1-4f6f-914a-495e9a16b76e",
   "memory":"I recently tried chicken and I loved it. I'm thinking of trying more non-vegetarian dishes..",
   "agent_id":"travel-assistant",
   "hash":"af1161983e03667063d1abb60e6d5c06",
   "metadata":"None",
   "created_at":"2024-07-30T22:46:40.455758-07:00",
   "updated_at":"2024-07-30T22:48:35.257828-07:00"
}
```

</CodeGroup>

### 4.7 Delete Memory

Delete specific memory.

<CodeGroup>

```python Python
client.delete(memory_id)
```

```javascript JavaScript
client.delete("memory-id-here")
    .then(result => console.log(result))
    .catch(error => console.error(error));
```

```bash cURL
curl -X DELETE "https://api.mem0.ai/v1/memories/memory-id-here" \
     -H "Authorization: Token your-api-key"
```

```json Output
{'message': 'Memory deleted successfully'}
```
</CodeGroup>

Delete all memories of a user.

<CodeGroup>

```python Python
client.delete_all(user_id="alex")
```

```javascript JavaScript
client.deleteAll({ user_id: "alex" })
    .then(result => console.log(result))
    .catch(error => console.error(error));
```

```bash cURL
curl -X DELETE "https://api.mem0.ai/v1/memories/?user_id=alex" \
     -H "Authorization: Token your-api-key"
```

```json Output
{'message': 'Memories deleted successfully!'}
```
</CodeGroup>

Delete all users.

<CodeGroup>

```python Python
client.delete_users()
```

```javascript JavaScript
client.delete_users()
    .then(users => console.log(users))
    .catch(error => console.error(error));
```

```json Output
{'message': 'All users, agents, and sessions deleted.'}
```

</CodeGroup>

### 4.8 Reset Client

<CodeGroup>

```python Python
client.reset()
```

```javascript JavaScript
client.reset()
    .then(result => console.log(result))
    .catch(error => console.error(error));
```

```json Output
{'message': 'Client reset successful. All users and memories deleted.'}
```

</CodeGroup>


Fun fact: You can also delete the memory using the `add()` method by passing a natural language command:

<CodeGroup>

```python Python
client.add("Delete all of my food preferences", user_id="alex")
```

```javascript JavaScript
client.add("Delete all of my food preferences", { user_id: "alex" })
    .then(result => console.log(result))
    .catch(error => console.error(error));
```

```bash cURL
curl -X POST "https://api.mem0.ai/v1/memories/" \
     -H "Authorization: Token your-api-key" \
     -H "Content-Type: application/json" \
     -d '{
         "messages": [{"role": "user", "content": "Delete all of my food preferences"}],
         "user_id": "alex"
     }'
```

```json Output
{'message': 'ok'}
```
</CodeGroup>

If you have any questions, please feel free to reach out to us using one of the following methods:

<Snippet file="get-help.mdx" />