Future Genie

Future Genie is a trading-analytics product with a public Angular marketing site, a separate authenticated Angular portal carrying 20+ analytics dashboards, and a Flask API that composes market data into scored, opinionated outputs.

We built the portal's signature engines — a Weighted Strength Engine, a Market Summary outlook score, OI Intelligence, Premium Decay, RSI dashboards — plus a weekday scheduler that runs Gann and demand/supply stock scans at 3:30pm and an admin surface for tuning the index weights those engines depend on.

Future Genie sells itself as a next-generation analytics platform for modern traders — a place to read premium decay, decode open-interest shifts, watch RSI heatmaps and spot trending strikes as they move. Every serious trading tool starts from the same raw market feed; the product is what you do with it.

What Future Genie does with it is score it. The portal's signature engines compose participant positioning, option-chain pressure, OI intelligence, trending OI and premium decay into gauge cards and one bounded market-outlook number, so a trader gets a read, not a spreadsheet.

Algotrax built the whole thing: the public Angular marketing site, the separate authenticated Angular portal with more than twenty analytics dashboards, the Flask API that does the composing, the weekday scheduler that runs the stock scans, and the admin surface for tuning the weights the engines depend on.

Three codebases: an Angular 22 marketing site, an Angular 20 portal built on PrimeNG with ApexCharts, ECharts and Lightweight Charts, and a Flask-RESTX API over MongoDB — nine collections — with JWT auth, a token blocklist, request logging and Swagger docs.

It runs as two systemd services, not one: the API on Waitress, and a separate scheduler process for the timed jobs. The front end is on Vercel. The portal's dashboards map compressed API responses straight to charts, drive live updates over Socket.IO, and hold replay and end-timestamp state so a trader can scrub back through the session.

The Market Summary engine is the heart of the product. It pulls participant OI, the option chain, OI intelligence, trending OI, premium decay and weighted-strength payloads, and composes them into gauge cards and a single overall outlook score — bounded 0 to 100, labelled bullish, neutral or bearish.

Inside that are PCR scoring, ratio scores and bias labels, and explicit handling for the case a trader never sees in a demo: a source is unavailable. The score degrades gracefully rather than lying, and it caches on a market clock — a shorter TTL while the market is open, a longer one after close, so live users get fresh numbers and the data provider isn't hammered overnight.

The same composition idea repeats at the desk level. OI Intelligence, OI Price-Move Prediction and Options Buildup & Unwinding each take the raw option chain and turn it into a force reading, an expected-move estimate and a confidence band — framed honestly as an estimate, not a promise.

The Weighted Strength Engine measures which stocks are actually driving an index. Index weights are configuration — set and tuned in the admin console — and the engine normalises those weight documents, validates that active weights are positive, and fetches weighted price moves (falling back to plain quotes when the weighted feed is down).

From there it computes a per-stock score of weight times change percent, rolls that into bullish, bearish and net strength, attaches a bias label, and returns a sorted list of contributors. It is a small, legible piece of maths — which is exactly why it's trustworthy.

One process on the box does nothing but wait for 15:30 on a weekday. When it fires, the custom screener scans NSE stocks pulled from Yahoo Finance for Drop-Base-Rally and Rally-Base-Drop patterns — using wide-body, small-body and proximity thresholds — cleans the symbols, formats the rows, and upserts the day's scan. It loops on a thirty-second cadence while it's active.

Alongside it, a Chartink webhook accepts posted screener payloads — stocks, trigger prices, scan names — and feeds the RSI stocks and options dashboards, so a trader's own Chartink alerts land inside Future Genie.

The engines feed a wide portal: OI Intelligence, OI Price-Move Prediction, Options Buildup & Unwinding, Premium Decay, RSI stocks and options dashboards, Multi-Strike OI, Trending Strikes, the Futures Contract Impact Calculator, Pre-Open Market, FII/DII Activity, Heat Maps, and a full paper-trading module.

Paper trading needs no second signup: a per-user practice password is derived from a shared secret, the account is registered against the shared paper-trade service on the first miss, tokens are cached, and auth failures are retried transparently.