I built an app that reads your trade history and tells you the truth about your trading psychology

Ayush_Agrawal
So here's a problem every trader eventually runs into: you can look at your P&L and know whether you're winning or losing, but you almost never know why. You feel like you're doing everything right, and yet somehow you keep exiting winners way too early and holding onto losers way too long, hoping they'll turn around. Sound familiar?

That's exactly the itch I built Trade Lookback to scratch.

Here's the simple version: you export your trade history, literally just upload the CSV file your broker already gives you and the app rebuilds every single trade you ever made against real historical price charts. Not just "you made ₹500 on this trade," but the full story: what the stock's moving averages looked like the day you entered, whether there was a clean technical signal telling you to sell that you ignored, how many days you actually held the position versus how many days you should have held it, and where your exit landed compared to where a disciplined, rules-based exit would have landed.

Think of it like a flight recorder for your trading account. Pilots don't just look at whether a flight landed safely, they pull the black box and reconstruct exactly what happened, decision by decision. That's what this app does with your trades.

What actually happens when you run it:

You get a report broken down into a few different lenses:

Backtest stats: your real win rate, your average return per trade, your risk-to-reward ratio, and how long you typically hold a position, all computed from your actual behavior, not a hypothetical strategy.
Best and worst trades, best and worst months — the app surfaces your top 3 and bottom 3 trades outright, plus which calendar months were genuinely great versus genuinely rough, and how those months stacked up against the broader market (Nifty 500 for Indian stocks) so you know if you were actually skilled that month or just riding a rising tide.

Interactive charts: every trade gets plotted on its actual price chart with your entry and exit marked, moving averages layered on top, and technical "stage" analysis showing whether the stock was in an uptrend, a base, or a decline when you got in and out.

The Investor Behavioral Profile: and honestly, this is the part people find most uncomfortable and most useful. Instead of a dry table of stats, the app writes out, in plain human language, the actual behavioral patterns hiding in your trade history. Things like: do you consistently sell winners way too fast because you're scared of giving profits back? Do you hold onto losers because admitting you were wrong feels worse than losing more money? It's not guessing, every single sentence is backed by real evidence pulled straight from your own trades, dates and all. It reads less like a spreadsheet and more like a very honest friend sitting you down and saying "hey, look at this pattern."

Most trading tools tell you what happened to your money. This one tells you what you did to your money, and more importantly, what you keep doing, over and over, without realizing it. The brutal truth about most retail traders isn't that they pick bad stocks. It's that they have a handful of unconscious habits, cutting winners short, letting losses run, revenge trading after a bad day that quietly bleed away returns no matter how good their stock-picking actually is. You can't fix a pattern you can't see. This app exists to make that pattern impossible to ignore.

And a couple of things worth knowing if you try it:

It works for Indian stock market traders (via Zerodha exports), a full US stock market version is also in the pipeline.

Your data stays yours. Nothing about your trades or your API keys gets stored on a server somewhere — everything runs in your own session and is forgotten the moment you close the tab.

There's a light mode and dark mode toggle too, because staring at your worst trades at 2 am deserves at least some visual comfort.

If you've ever finished a trading month thinking "I don't even know what went wrong," this is built exactly for that moment. Curious to hear what patterns other traders find when they run their own history through it, I have a feeling most of us have at least one habit we didn't know we had.

Demo:

Git Repository: https://github.com/themicrocapinvestor/AARDTRADEANALYTICS

Also, hi, this is my first post here.

Ayush

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