Hi folks, Vaibhav and Ethan (@actual_ethan) here!
wrapped.dev was a fun escape from work over the holidays and an attempt to build something to celebrate the work done on open-source repositories.
What is wrapped.dev? ✨
wrapped.dev analyzes your repository's entire year of development, using AI to understand the quality and impact of code changes. It's like Spotify Wrapped, but for your code!
How it works:
1. We git clone a repository
2. Run every file-change in every commit from this year through static analysis checks + llama-70b to build insights
3. Build a year in review via some aggregations and also a 1-shot prompt from the insights gleaned
More about the AI Tech stack:
Actual AI: Used to gather repository statistics that we feed into the LLM context window, and programmatically truncate commit information. It uses a combination of static analysis and LLM to get the most accurate information.
It's not about lines of code, the number of commits, the story points - it's quality of the code you shipped.
BAML: All our prompting and LLM selection is done in BAML. Instead of hoping the LLM will follow the instructions in the prompt, BAML guarantees it with algorithms run on top of any LLM.
Gemini 1.5 Pro: Gemini's huge 2M context window is amazing! While expensive, it works well for general analysis.
Bedrock + Llama 3.3 70B: We would have been screwed without open-source LLMs 🤑. We use smaller models for analyzing every file-change in every commit.
AWS Bedrock made it super easy and cheap to host!
Why we did this?
We became friends here in the Seattle founder community and wanted something fun to do during the holidays that wasn't work (but secretly was -- founder life 🙃).
For context, Ethan is the co-founder over at actual.ai which built a lot of the commit analysis pipelines.
Vaibhav is one of the creators of BAML (an open-source LLM framework, built in rust, and especially good for structured data).
Is this free?
Not for us 😅 But this was just really really cool to us... Send us some coffee if you want or dont. we did this for fun, and we wanted to share it with you. (Since this does cost us real money, we do manually review the repo requests before running them!).
Can I see the prompts?
Yes! We're open sourcing all the wrapped.dev prompts soon!
Let us know what you think in the comments—feedback, feature requests, you name it. We hope you have as much fun checking out these repo “wrapped” pages as we did making them!
Cheers,
Vaibhav & Ethan
Brilliant idea @hellovai@actual_ethan 😁 I'd love to use this on our product's repo, but it's non-open-source. However, I just ran a wrapped on another public repo. I'm looking forward to reading the results!
Report
Wrapped.dev is a fantastic idea to celebrate open-source contributions, offering a creative and engaging way to visualize GitHub repo activity. It highlights the hard work of developers, but adding more personalized insights or recommendations could make it even more impactful for both contributors and project maintainers.
What an awesome project! Congrats! And it looks very very nice
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This is such a creative idea. I love the concept of giving open-source work the same kind of year-in-review treatment as Spotify Wrapped. It's fun, but also super valuable for understanding the impact of your code beyond just commit counts. The tech behind it sounds impressive too. Huge respect for building this just for the joy of it.
This is incredible, @vaibhavgupta! The concept of a "year in review" for GitHub repos is both innovative and inspiring. It must be fascinating to see the AI's analysis of code changes. Could this tool be adapted for use in non-open-source or private repositories as well?
wrapped.dev
stagewise
Quivr - Your Second Brain
This is such a creative idea. I love the concept of giving open-source work the same kind of year-in-review treatment as Spotify Wrapped. It's fun, but also super valuable for understanding the impact of your code beyond just commit counts. The tech behind it sounds impressive too. Huge respect for building this just for the joy of it.
HarnessRouter
ProveSource