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![akshay_pachaar Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::703601972.png) 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

![](https://pbs.twimg.com/tweet_video_thumb/GvqE2YjWUAAqPQa.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1944012285334499767/c:line.svg)

**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_pachaar Avatar 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!

  • 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

Engagements Line Chart

Related Topics crafts mcp

Post Link

post/tweet::1944012285334499767
/post/tweet::1944012285334499767