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MavenSignal - From Podcast to Reading List - Instantly

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MavenSignal tracks the books experts mention across thousands of podcast episodes. Follow the podcasts you listen to, and get a personalized feed of the most recommended books — extracted automatically from transcripts using LLMs, fuzzy matching, and a signal score based on repeat mentions and podcast prominence.

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New User
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Hi everyone! I built MavenSignal because I kept hearing great book recommendations on the podcasts I follow, and I was always losing track of them. I started with a small script to pull transcripts and extract book mentions, then ended up building a full pipeline around it — LLM parsing, fuzzy matching, dedupe logic, and a “signal score” to track which books come up most often across shows. This was originally just for my own reading list, but I polished it into a public MVP. I’d love your thoughts on the extraction accuracy, the UI, and the overall idea. Any feedback is very welcome!
Chilarai M

Congrats on the launch!