Clueso.xyz

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  Resulting Outreach

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  Resulting Research

Inspiration

There's a lot of signal in trending repos on Github, it's basically giving a pulse of what developers are building and starring. But I personally sometimes forget to look because I'm so busy with everything else. And I'm missing out on this alpha.

What it does

Clueso.xyz will take a daily and weekly look at trending github repos and run through a set of analyses to identify repositories that might be of interest. A set of agents looks at these repos and determine which ones are worth looking into further.

How we built it

We are using a set of agents who each have a role to play in researching and surfacing these repos. Our agents are implemented using CrewAI which is a python project that uses Pydantic and langchain underneath the covers.

Challenges we ran into

There didn't seem to be an api for the Github trending page that was easy to use and so I had to build a custom tool that loads a headless browser and pulls the information from that page and feeds it to a crew agent.

Accomplishments that we're proud of

Using CrewAI + perplexity API for the first time

What we learned

It's still a bit of a pain to interact with the world using agents

What's next for Clueso.xyz

Long term memory, Glue integration, funny memes

Built With

• crewai
• langchain
• perplexity
• playwright
• python
• respell