$ Project.log

Web Researcher

3/25/2026
Sankaranarayanan Subbayya
Sankaranarayanan Subbayya
Project Creator

$ cat description.md

We built an OpenClaw skill that scrapes any website using Apify and turns it into a grounded knowledge base using Contextual AI. Ask questions about any live web content and get cited, hallucination-free answers. Problem: Developers and researchers waste time manually reading through documentation sites and knowledge bases to find specific answers. Problem: Developers and researchers waste time manually reading through documentation sites and knowledge bases to find specific answers. How it works: User gives a URL → Apify crawls and extracts text content Content is uploaded to a Contextual AI datastore and agent User asks questions → gets grounded answers with source citations

$ team --info

Sankar
Team Leader: Sankaranarayanan Subbayya

$ tech --stack

$ links --show

$ event --source

The Agent Toolkit — OpenClaw Hack Day
The Agent Toolkit — OpenClaw Hack Day
3/25/2026
525 Market St, San Francisco, CA 94105, USA