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.

Unblocked — Giving your agents the context to save time and tokens.

Giving your agents the context to save time and tokens.

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 experiment with combining the results of my search engine with locally running LLM models. The results were surprisingly good — benchmarks showed that the quality and accuracy of LLM answers improved significantly when grounded in the retrieved search snippets. That experiment eventually grew into Kavunka Search Engine & AI Agent.

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!

Unblocked — Giving your agents the context to save time and tokens.

Giving your agents the context to save time and tokens.

Kavunka Search Engine & AI Agent

AI Agent, RAG, local LLM, search engine, Web crawling

AI Agent, RAG, local LLM, search engine, Web crawling

Forum Threads

Chat with Any Website Locally

Forum Threads

Chat with Any Website Locally