[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.]  Akshay 🚀 [@akshay_pachaar](/creator/twitter/akshay_pachaar) on x 214.2K followers Created: 2025-07-12 12:33:41 UTC @crewAIInc @zep_ai @Cometml Here's an overview of the system we're building! - User sends a query - Assistant runs web search via MCP - Query + results go to Memory Manager - Memory Manager stores context in Graphiti - Response agent crafts the final answer  XXXXX engagements  **Related Topics** [crafts](/topic/crafts) [mcp](/topic/mcp) [Post Link](https://x.com/akshay_pachaar/status/1944012285334499767)
[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.]
Akshay 🚀 @akshay_pachaar on x 214.2K followers
Created: 2025-07-12 12:33:41 UTC
@crewAIInc @zep_ai @Cometml Here's an overview of the system we're building!
XXXXX engagements
/post/tweet::1944012285334499767