mcp agent docs fix + links fix like discord links

docs/guides/financial_analysis_swarm_mm.md

@@ -7,7 +7,7 @@ Before we dive into the code, let's briefly introduce the Swarms framework. Swar
 For more information and to contribute to the project, visit the [Swarms GitHub repository](https://github.com/kyegomez/swarms). We highly recommend exploring the documentation for a deeper understanding of Swarms' capabilities.
 
 Additional resources:
-- [Swarms Discord](https://discord.gg/swarms) for community discussions
+- [Swarms Discord](https://discord.gg/jM3Z6M9uMq) for community discussions
 - [Swarms Twitter](https://x.com/swarms_corp) for updates
 - [Swarms Spotify](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) for podcasts
 - [Swarms Blog](https://medium.com/@kyeg) for in-depth articles
@@ -460,7 +460,7 @@ This system provides a powerful foundation for financial analysis, but there's a
 
 Remember, the Swarms framework is a powerful and flexible tool that can be adapted to a wide range of complex tasks beyond just financial analysis. We encourage you to explore the [Swarms GitHub repository](https://github.com/kyegomez/swarms) for more examples and inspiration.
 
-For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/swarms). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
+For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/jM3Z6M9uMq). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
 
 If you're interested in learning more about AI and its applications in various fields, check out the [Swarms Spotify podcast](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) and the [Swarms Blog](https://medium.com/@kyeg) for insightful articles and discussions.
 
@@ -474,7 +474,7 @@ By leveraging the power of multi-agent AI systems, you're well-equipped to navig
 
 
 * [Swarms Github](https://github.com/kyegomez/swarms)
-* [Swarms Discord](https://discord.gg/swarms)
+* [Swarms Discord](https://discord.gg/jM3Z6M9uMq)
 * [Swarms Twitter](https://x.com/swarms_corp)
 * [Swarms Spotify](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994)
 * [Swarms Blog](https://medium.com/@kyeg)

docs/guides/healthcare_blog.md

@@ -261,7 +261,7 @@ The table below summarizes the estimated savings for each use case:
 
 - [book a call](https://cal.com/swarms) 
 
-- Swarms Discord: https://discord.gg/swarms
+- Swarms Discord: https://discord.gg/jM3Z6M9uMq
 
 - Swarms Twitter: https://x.com/swarms_corp
 

docs/index.md

@@ -57,7 +57,7 @@ Here you'll find references about the Swarms framework, marketplace, community,
 ## Community
 | Section              | Links                                                                                      |
 |----------------------|--------------------------------------------------------------------------------------------|
-| Community            | [Discord](https://discord.gg/swarms)                            |
+| Community            | [Discord](https://discord.gg/jM3Z6M9uMq)                            |
 | Blog                 | [Blog](https://medium.com/@kyeg)                                                           |
 | Event Calendar       | [LUMA](https://lu.ma/swarms_calendar)                                                       |
 | Twitter     | [Twitter](https://x.com/swarms_corp)                                                       |

docs/llm.txt

@@ -6501,7 +6501,7 @@ Before we dive into the code, let's briefly introduce the Swarms framework. Swar
 For more information and to contribute to the project, visit the [Swarms GitHub repository](https://github.com/kyegomez/swarms). We highly recommend exploring the documentation for a deeper understanding of Swarms' capabilities.
 
 Additional resources:
-- [Swarms Discord](https://discord.gg/swarms) for community discussions
+- [Swarms Discord](https://discord.gg/jM3Z6M9uMq) for community discussions
 - [Swarms Twitter](https://x.com/swarms_corp) for updates
 - [Swarms Spotify](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) for podcasts
 - [Swarms Blog](https://medium.com/@kyeg) for in-depth articles
@@ -6954,7 +6954,7 @@ This system provides a powerful foundation for financial analysis, but there's a
 
 Remember, the Swarms framework is a powerful and flexible tool that can be adapted to a wide range of complex tasks beyond just financial analysis. We encourage you to explore the [Swarms GitHub repository](https://github.com/kyegomez/swarms) for more examples and inspiration.
 
-For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/swarms). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
+For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/jM3Z6M9uMq). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
 
 If you're interested in learning more about AI and its applications in various fields, check out the [Swarms Spotify podcast](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) and the [Swarms Blog](https://medium.com/@kyeg) for insightful articles and discussions.
 
@@ -6968,7 +6968,7 @@ By leveraging the power of multi-agent AI systems, you're well-equipped to navig
 
 
 * [Swarms Github](https://github.com/kyegomez/swarms)
-* [Swarms Discord](https://discord.gg/swarms)
+* [Swarms Discord](https://discord.gg/jM3Z6M9uMq)
 * [Swarms Twitter](https://x.com/swarms_corp)
 * [Swarms Spotify](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994)
 * [Swarms Blog](https://medium.com/@kyeg)
@@ -7997,7 +7997,7 @@ The table below summarizes the estimated savings for each use case:
 
 - [book a call](https://cal.com/swarms) 
 
-- Swarms Discord: https://discord.gg/swarms
+- Swarms Discord: https://discord.gg/jM3Z6M9uMq
 
 - Swarms Twitter: https://x.com/swarms_corp
 
@@ -8946,7 +8946,7 @@ Here you'll find references about the Swarms framework, marketplace, community,
 ## Community
 | Section              | Links                                                                                      |
 |----------------------|--------------------------------------------------------------------------------------------|
-| Community            | [Discord](https://discord.gg/swarms)                            |
+| Community            | [Discord](https://discord.gg/jM3Z6M9uMq)                            |
 | Blog                 | [Blog](https://medium.com/@kyeg)                                                           |
 | Event Calendar       | [LUMA](https://lu.ma/swarms_calendar)                                                       |
 | Twitter     | [Twitter](https://x.com/swarms_corp)                                                       |
@@ -28554,7 +28554,7 @@ Stay tuned for updates on the Swarm Exchange launch.
 
 - **Documentation:** [Swarms Documentation](https://docs.swarms.world)
 
-- **Support:** Contact us via our [Discord Community](https://discord.gg/swarms).
+- **Support:** Contact us via our [Discord Community](https://discord.gg/jM3Z6M9uMq).
 
 ---
 
@@ -47878,7 +47878,7 @@ For technical assistance with the Swarms API, please contact:
 
 - Documentation: [https://docs.swarms.world](https://docs.swarms.world)
 - Email: kye@swarms.world
-- Community Discord: [https://discord.gg/swarms](https://discord.gg/swarms)
+- Community Discord: [https://discord.gg/jM3Z6M9uMq](https://discord.gg/jM3Z6M9uMq)
 - Swarms Marketplace: [https://swarms.world](https://swarms.world)
 - Swarms AI Website: [https://swarms.ai](https://swarms.ai)
 
@@ -50414,9 +50414,9 @@ To further enhance your understanding and usage of the Swarms Platform, explore
 ### Links
 
 - [API Documentation](https://docs.swarms.world)
-- [Community Forums](https://discord.gg/swarms)
+- [Community Forums](https://discord.gg/jM3Z6M9uMq)
 - [Tutorials and Guides](https://docs.swarms.world))
-- [Support](https://discord.gg/swarms)
+- [Support](https://discord.gg/jM3Z6M9uMq)
 
 ## Conclusion
 
@@ -53007,7 +53007,7 @@ Your contributions fund:
 [dao]: https://dao.swarms.world/
 [investors]: https://investors.swarms.world/
 [site]: https://swarms.world/
-[discord]: https://discord.gg/swarms
+[discord]: https://discord.gg/jM3Z6M9uMq
 ```
 
 

docs/mkdocs.yml

@@ -55,7 +55,7 @@ extra:
     - icon: fontawesome/brands/twitter
       link: https://x.com/swarms_corp
     - icon: fontawesome/brands/discord
-      link: https://discord.gg/swarms
+      link: https://discord.gg/jM3Z6M9uMq
 
   analytics:
     provider: google

docs/swarms/products.md

@@ -152,7 +152,7 @@ Stay tuned for updates on the Swarm Exchange launch.
 
 - **Documentation:** [Swarms Documentation](https://docs.swarms.world)
 
-- **Support:** Contact us via our [Discord Community](https://discord.gg/swarms).
+- **Support:** Contact us via our [Discord Community](https://discord.gg/jM3Z6M9uMq).
 
 ---
 

docs/swarms/structs/agent_mcp.md

@@ -192,45 +192,6 @@ graph TD
     | `temperature` | `float` | Response creativity | `0.1` | `0.1-1.0` |
     | `verbose` | `bool` | Debug logging | `False` | `True` |
 
-### Output Type Comparison
-
-=== "all"
-    **Complete execution trace with metadata**
-    ```json
-    {
-        "response": "Bitcoin price: $45,230",
-        "tools_used": ["get_crypto_price"],
-        "execution_time": "2.3s",
-        "loops_completed": 1
-    }
-    ```
-
-=== "str"
-    **Simple string response**
-    ```
-    "Current Bitcoin price is $45,230 USD"
-    ```
-
-=== "json"
-    **Structured JSON output**
-    ```json
-    {
-        "bitcoin_price": 45230,
-        "currency": "USD",
-        "timestamp": "2024-01-15T10:30:00Z"
-    }
-    ```
-
-=== "dict"
-    **Python dictionary format**
-    ```python
-    {
-        'price': 45230,
-        'symbol': 'BTC',
-        'change_24h': '+2.5%'
-    }
-    ```
-
 ---
 
 ## :material-code-tags: Example Implementations
@@ -388,7 +349,7 @@ graph TD
         }
 
     if __name__ == "__main__":
-        mcp.run(transport="sse", host="0.0.0.0", port=8000)
+        mcp.run(transport="sse")
     ```
 
 ### Server Best Practices
@@ -713,19 +674,19 @@ graph TD
 
 !!! rocket "Development Timeline"
 
-    === "Q1 2024"
+    === "1 Week"
         - **MCPConnection Model** - Enhanced configuration
         - **Authentication Support** - Built-in auth mechanisms
         - **Error Recovery** - Automatic retry logic
         - **Connection Pooling** - Improved performance
 
-    === "Q2 2024"
+    === "2 Week"
         - **Multiple Server Support** - Connect to multiple MCPs
         - **Parallel Execution** - Concurrent tool calling
         - **Load Balancing** - Distribute requests across servers
         - **Advanced Monitoring** - Real-time metrics
 
-    === "Q3 2024"
+    === "3 Week"
         - **Auto-discovery** - Automatic server detection
         - **Workflow Engine** - Complex task orchestration
         - **Plugin System** - Custom MCP extensions
@@ -752,13 +713,11 @@ graph TD
 
     === "📚 Documentation"
         - [Official Docs](https://docs.swarms.world)
-        - [API Reference](https://docs.swarms.world/api)
         - [Tutorials](https://docs.swarms.world/tutorials)
 
     === "💬 Community"
-        - [Discord Server](https://discord.gg/swarms)
+        - [Discord Server](https://discord.gg/jM3Z6M9uMq)
         - [GitHub Discussions](https://github.com/kyegomez/swarms/discussions)
-        - [Stack Overflow](https://stackoverflow.com/questions/tagged/swarms)
 
     === "🔧 Development"
         - [GitHub Repository](https://github.com/kyegomez/swarms)
@@ -801,7 +760,7 @@ The MCP integration brings powerful external tool connectivity to Swarms agents,
 
 !!! tip "Stay Updated"
     
-    Join our [Discord community](https://discord.gg/swarms) to stay informed about new MCP features and connect with other developers building amazing agent applications.
+    Join our [Discord community](https://discord.gg/jM3Z6M9uMq) to stay informed about new MCP features and connect with other developers building amazing agent applications.
 
 ---
 

docs/swarms_cloud/agent_api.md

@@ -603,4 +603,4 @@ agent_config = {
 [:material-file-document: Swarms.ai Documentation](https://docs.swarms.world){ .md-button }
 [:material-application: Swarms.ai Platform](https://swarms.world/platform){ .md-button }
 [:material-key: API Key Management](https://swarms.world/platform/api-keys){ .md-button }
-[:material-forum: Swarms.ai Community](https://discord.gg/swarms){ .md-button }
+[:material-forum: Swarms.ai Community](https://discord.gg/jM3Z6M9uMq){ .md-button }

docs/swarms_cloud/swarms_api.md

@@ -951,7 +951,7 @@ For technical assistance with the Swarms API, please contact:
 
 - Documentation: [https://docs.swarms.world](https://docs.swarms.world)
 - Email: kye@swarms.world
-- Community Discord: [https://discord.gg/swarms](https://discord.gg/swarms)
+- Community Discord: [https://discord.gg/jM3Z6M9uMq](https://discord.gg/jM3Z6M9uMq)
 - Swarms Marketplace: [https://swarms.world](https://swarms.world)
 - Swarms AI Website: [https://swarms.ai](https://swarms.ai)
 

docs/swarms_platform/index.md

@@ -113,9 +113,9 @@ To further enhance your understanding and usage of the Swarms Platform, explore
 ### Links
 
 - [API Documentation](https://docs.swarms.world)
-- [Community Forums](https://discord.gg/swarms)
+- [Community Forums](https://discord.gg/jM3Z6M9uMq)
 - [Tutorials and Guides](https://docs.swarms.world))
-- [Support](https://discord.gg/swarms)
+- [Support](https://discord.gg/jM3Z6M9uMq)
 
 ## Conclusion
 

docs/web3/token.md

@@ -138,6 +138,6 @@ Your contributions fund:
 [dao]: https://dao.swarms.world/
 [investors]: https://investors.swarms.world/
 [site]: https://swarms.world/
-[discord]: https://discord.gg/swarms
+[discord]: https://discord.gg/jM3Z6M9uMq
 ```