diff --git a/docs/swarms_cloud/main.md b/docs/swarms_cloud/main.md
new file mode 100644
index 00000000..f03e6662
--- /dev/null
+++ b/docs/swarms_cloud/main.md
@@ -0,0 +1,138 @@
+# Swarm Cloud API Reference
+
+## Overview
+
+The AI Chat Completion API processes text and image inputs to generate conversational responses. It supports various configurations to customize response behavior and manage input content.
+
+## API Endpoints
+
+### Chat Completion
+`https://swarms.world`
+
+- **Endpoint:** `/v1/chat/completions`
+- **Method:** POST
+- **Description:** Generates a response based on the provided conversation history and parameters.
+
+#### Request Parameters
+
+| Parameter     | Type               | Description                                               | Required |
+|---------------|--------------------|-----------------------------------------------------------|----------|
+| `model`       | string             | The AI model identifier.                                  | Yes      |
+| `messages`    | array of objects   | A list of chat messages, including the sender's role and content. | Yes      |
+| `temperature` | float              | Controls randomness. Lower values make responses more deterministic. | No       |
+| `top_p`       | float              | Controls diversity. Lower values lead to less random completions. | No       |
+| `max_tokens`  | integer            | The maximum number of tokens to generate.                 | No       |
+| `stream`      | boolean            | If set to true, responses are streamed back as they're generated. | No       |
+
+#### Response Structure
+
+- **Success Response Code:** `200 OK`
+
+```markdown
+{
+  "model": string,
+  "object": string,
+  "choices": array of objects,
+  "usage": object
+}
+```
+
+### List Models
+
+- **Endpoint:** `/v1/models`
+- **Method:** GET
+- **Description:** Retrieves a list of available models.
+
+#### Response Structure
+
+- **Success Response Code:** `200 OK`
+
+```markdown
+{
+  "data": array of objects
+}
+```
+
+## Objects
+
+### ChatMessageInput
+
+| Field     | Type                | Description                                   | Required |
+|-----------|---------------------|-----------------------------------------------|----------|
+| `role`    | string              | The role of the message sender.               | Yes      |
+| `content` | string or array     | The content of the message.                   | Yes      |
+| `name`    | string              | An optional name identifier for the sender.   | No       |
+
+### ChatCompletionResponseChoice
+
+| Field     | Type   | Description                        |
+|-----------|--------|------------------------------------|
+| `index`   | integer| The index of the choice.           |
+| `message` | object | A `ChatMessageResponse` object.    |
+
+### UsageInfo
+
+| Field             | Type    | Description                                   |
+|-------------------|---------|-----------------------------------------------|
+| `prompt_tokens`   | integer | The number of tokens used in the prompt.      |
+| `total_tokens`    | integer | The total number of tokens used.              |
+| `completion_tokens`| integer| The number of tokens used for the completion. |
+
+## Example Requests
+
+### Text Chat Completion
+
+```json
+POST /v1/chat/completions
+{
+  "model": "cogvlm-chat-17b",
+  "messages": [
+    {
+      "role": "user",
+      "content": "Hello, world!"
+    }
+  ],
+  "temperature": 0.8
+}
+```
+
+### Image and Text Chat Completion
+
+```json
+POST /v1/chat/completions
+{
+  "model": "cogvlm-chat-17b",
+  "messages": [
+    {
+      "role": "user",
+      "content": [
+        {
+          "type": "text",
+          "text": "Describe this image"
+        },
+        {
+          "type": "image_url",
+          "image_url": "data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD..."
+        }
+      ]
+    }
+  ],
+  "temperature": 0.8,
+  "top_p": 0.9,
+  "max_tokens": 1024
+}
+```
+
+## Error Codes
+
+The API uses standard HTTP status codes to indicate the success or failure of an API call.
+
+| Status Code | Description                       |
+|-------------|-----------------------------------|
+| 200         | OK - The request has succeeded.   |
+| 400         | Bad Request - Invalid request format. |
+| 500         | Internal Server Error - An error occurred on the server. |
+
+## Conclusion
+
+This API reference provides the necessary details to understand and interact with the AI Chat Completion API. By following the outlined request and response formats, users can integrate this API into their applications to generate dynamic and contextually relevant conversational responses.
\ No newline at end of file
diff --git a/mkdocs.yml b/mkdocs.yml
index 255814b2..e0181ada 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -61,6 +61,8 @@ nav:
     - Limitations of Individual Agents: "limits_of_individual_agents.md"
     - Why Swarms: "why_swarms.md"
     - The Swarms Bounty System: "swarms_bounty_system.md"
+- Swarms Cloud API:
+  - Overview: "swarms_cloud/main.md"
 - Swarms Framework [PY]:
   - Overview: "swarms/index.md"
   - DIY Build Your Own Agent: "diy_your_own_agent.md"
diff --git a/playground/agents/amazon_review_agent.py b/playground/agents/amazon_review_agent.py
new file mode 100644
index 00000000..e5b61067
--- /dev/null
+++ b/playground/agents/amazon_review_agent.py
@@ -0,0 +1,21 @@
+from swarms import Agent, OpenAIChat
+
+## Initialize the workflow
+agent = Agent(
+    llm=OpenAIChat(),
+    max_loops="auto",
+    agent_name = "Amazon Product Scraper",
+    system_prompt="Create the code in python to scrape amazon product reviews and return csv given a product url",
+    autosave=True,
+    dashboard=False,
+    streaming_on=True,
+    verbose=True,
+    stopping_token="<DONE>",
+    interactive=True,
+)
+
+# Run the workflow on a task
+agent(
+    "Create the code to scrape this amazon url and rturn a csv of reviews: https://www.amazon.com/Creative-Act-Way-Being/dp/0593652886/ref=sr_1_1?dib=eyJ2IjoiMSJ9.JVdL3JSDmBVH_jv4eM6YE4npUpG6jO6-ai6lgmax-Ya4nH3oPk8cxkmzKsx9yAMX-Eo4A1ErqipCeY-FhTqMc7hhNTqCoAvNd65rvXH1GnYv7WlfSDYTjMkB_vVrH-iitBXAY6uASm73ff2hPWzqhF3ldGkYr8fA5FtmoYMSOnarvCU11YpoSp3EqdK526XOxkRJqeFlZAoAkXOmYHe9B5sY8-zQlVgkIV3U-7rUQdY.UXen28vr2K-Tbbz9aB7vNLLurAiR2ZSblFOVNjXYaf8&dib_tag=se&hvadid=652633987879&hvdev=c&hvlocphy=9061268&hvnetw=g&hvqmt=e&hvrand=413884426001746223&hvtargid=kwd-1977743614989&hydadcr=8513_13545021&keywords=the+creative+act+rick+rubin+book&qid=1710541252&sr=8-1"
+    
+)