Update README.md

README.md

@@ -17,6 +17,16 @@ This DeepNLP AI Agent Marketplace dataset contains more than 10k+ AI Agent Meta
 We want to build an Open AI agent marketplace registry so that developers and can [submit their AI agent](https://www.deepnlp.org/workspace/my_ai_services) and users can explore. And we are providing 
 the meta back to the community on a regular basis so the dataset is useful for research, development purposes.
 
+<img src="https://raw.githubusercontent.com/AI-Agent-Hub/AI-Agent-Marketplace/refs/heads/main/docs/ai_agent_marketplace_distribution.png" style="height:600px;" alt="AI Agent Marketplace Category">
+
+|  Dataset  |  Size  |  Last Upate Date  |
+| ---- | ----- |  ---- |
+| deepnlp_open_ai_agent_marketplace_index_2025_10.json | 14k |  2025-10-13  |
+
+
+We would like to help developers and end users within the lifecycle of AI agent development. From the registration, deployment, Agent router, API calling, metric/traffic tracking, and finally to the stage of moneyterization from your AI Agent. Anyone can submit their AI agents card information, code, APIs, pricing plans to the public registry, just like your submit a paper to arxiv.org and submit models to huggingface.co.
+
+
 - **Easy method to Submit** (python, nodejs and curl) for developers to submit their AI agents's meta information and register to the marketplace. Any user can explore and find their AI agents from the AI Agent search engine (https://www.deepnlp.org/search/agent) and API documentation (https://www.deepnlp.org/doc/ai_agent_marketplace). 
 
 
@@ -40,7 +50,7 @@ Not to Use in this way
 
 agent.json example
 
-For example, we use the AI Agent MCP server [Google Maps MCP Servers](https://www.deepnlp.org/store/mcp-server/map/pub-google-maps/google-maps) as example. 
+For instance, we use the AI Agent MCP server [Google Maps MCP Servers](https://www.deepnlp.org/store/mcp-server/map/pub-google-maps/google-maps) as an example. 
 
 ```
 {
@@ -65,7 +75,7 @@ For example, we use the AI Agent MCP server [Google Maps MCP Servers](https://ww
 ```
 
 
-**AI Agent Registry Method**:
+**AI Agent Registry Data Sources**:
 - Users' Registry and submission [GitHub](https://github.com/AI-Agent-Hub/AI-Agent-Marketplace).
 - AI Agent open sourced in Github and more
 - AI Agent in Each Store OpenAI SDK, Claude SDK, Modelscope, etc.
@@ -74,13 +84,15 @@ For example, we use the AI Agent MCP server [Google Maps MCP Servers](https://ww
 
 ### Submit AI Agent to Registry
 
-Curl, Get Access Key (https://www.deepnlp.org/workspace/keys)
+**Curl**
+
+Get Access Key (https://www.deepnlp.org/workspace/keys)
 ```
 curl -X POST https://www.deepnlp.org/api/ai_agent_marketplace/registry -H "Content-Type: application/json" -d '{"github":"https://github.com/microsoft/markitdown", "access_key":"{AI_AGENT_MARKETPLACE_ACCESS_KEY}"}' 
 
 ```
 
-Python
+**Python**
 ```
 import ai_agent_marketplace as aa
 import json
@@ -138,4 +150,5 @@ search_ai_agent_traffic_data()
 Related:
 - [Open AI Agent Marketplace](https://www.deepnlp.org/store/ai-agent) and [AI Agent Search Engine](https://www.deepnlp.org/search/agent)
 - [AI Agent Registry and Submission](https://www.deepnlp.org/workspace/my_ai_services)
-- [OneKey Agent Router to Track AI Agent APIs Performace](https://www.deepnlp.org/agent/onekey-ai-agent-router)
+- [OneKey Agent Router to Track AI Agent APIs Performace](https://www.deepnlp.org/agent/onekey-ai-agent-router)
+