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Serhii Oleksenkoleft a comment
I had already developed my own search engine as a hobby. I spent a lot of time experimenting with my own algorithms for crawling, indexing, search, and ranking, gradually improving them until the results became reasonably good. At some point I even got my first client using it. When LLMs became popular and the RAG approach proved to be a good way to reduce hallucinations, I decided to...

Kavunka Search Engine & AI AgentAI Agent, RAG, local LLM, search engine, Web crawling
Kavunka Search Engine & AI Agent lets you turn any website into an AI-chat interface. Just add the homepage URL, wait while Kavunka crawls and indexes the site, and then start asking questions about its content. The AI agent retrieves relevant snippets from the indexed pages and generates answers based on the actual website data.

Kavunka Search Engine & AI AgentAI Agent, RAG, local LLM, search engine, Web crawling
Serhii Oleksenkostarted a discussion
Chat with Any Website Locally
Kavunka combines a local search engine, LLM, and AI agent. Add a homepage URL, wait for it to crawl and index, and start chatting with the site’s content. Curious how others optimize local indexing, snippet retrieval, or improve grounded AI responses!
