Data & AI architect. 15+ years in Python, capital markets and data engineering. Building Ansaar at Hikmah Technologies.

Mohammed Arshad Ansari • Peerlist

Ansaar is a free quantitative-research site for Indian markets, covering NSE stocks, Indian ETFs and crypto pairs. There is no sign-up and no paywall.What it covers:<ul><li>Stock screener: filter 2,000+ NSE stocks by momentum, quality and value.</li><li>FII/DII data: daily net flows of foreign and domestic institutions in the NSE cash segment, with the last 30 sessions and monthly totals.</li><li>Bulk and block deals: every deal the NSE disclosed in the latest session, with client, quantity, price and value, plus recent history.</li><li>Sector rotation: a relative rotation graph of NSE sectors, measured against the average sector.</li><li>Market regime: whether the market is trending or range-bound, with the indicators behind that reading.</li><li>Model-estimated research scores for each stock, each with a data-quality flag.</li><li>Sharia-compliance status for each stock, from a specialist screening provider.</li><li>Coverage of 250+ Indian ETFs and crypto pairs.</li></ul>How it is built: a Python pipeline on Dagster collects and cleans exchange data every night and stores it in ClickHouse. The machine-learning scores come from LightGBM models. A Node.js API serves the data to a Next.js front end, and the whole stack runs on a self-hosted Docker Swarm cluster.Exchange figures are labelled with the session they cover, never shown as live. Ansaar is educational research. It is not a SEBI-registered Research Analyst or investment adviser, and it does not give investment advice.