[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

![ashishthinks Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::101389841.png) Ashish Pande [@ashishthinks](/creator/twitter/ashishthinks) on x XXX followers
Created: 2025-07-17 20:52:08 UTC

- Build with Langchain if you need full control.  
- Escape adapter hell—MCP gives instant plug-ins to external platforms.  
- Prioritize structured output over screen scraping.  
- Add memory to agents for smarter decision-making.


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1945949662852059515/c:line.svg)

[Post Link](https://x.com/ashishthinks/status/1945949662852059515)