

ICT trader trying to go systematic with AI looking for brutal feedback on this architecture
D*mn, it’s really not easy to build this thing, man.
I’m a long-time ICT trader ,profitable sometimes, losses many times 😂. I am super passionate and fell in love with the idea of Agentic Trading. My progress looks beautiful so far for me but its not working.hahahaha
I’ve done a lot of research using agents to scrape/fetch information from Reddit, X, YouTube, GitHub and the web while trying to build this thing and understand how algo trading can improve my trading edge.
So far, these are some of the projects/tools that have inspired or influenced what I’m building.
- Backtesting (opensource)
- backtesting.py
- mementum/backtrader.git
- Visual UI / Charting Inspiration
- Kahtaf/OpenCandle.git (opensource i think)
- LuxAlgo
- DeepSeek Harness desktop for simplicity
- Plotly (don’t know much about this yet, haven’t done a deep dive,to improve some on openchart
-dylanpersonguy/OpenCharts.git
3)Features I Want to Build (and may add more till unlimited technical debt):
- MCP / broker integrations — Robinhood and others
- Ability to connect/fetch from your own market-data provider easily
- Support for FX, futures, commodities, etc.
- Live execution
- MT4 + MT5 integration — haven’t researched this deeply yet, but for me it’s a must
- Ability to do your own quantitative research
- Self-debugging Python scripts or whatever it is
- Backtesting and strategy experimentation
- Easier connection between AI, charts, data and execution.
4)Plugins
- Something that can convert Pine Script into Python, similar to PyneSys/pynecore.git" (
- More plugins later and still exploring what is actually useful
5)Skills
There are already a lot of Claude/AI trading-related skills and workflows out there, so I’m also studying those and will probably take inspiration from some of them.
6)News / Sentiment
- Inspired partly by the OpenCandle app
- I’m sure there are many other good projects in this space that I haven’t discovered yet
Btw, I really don’t care if somebody is already building the same thing or has the same idea.
I’m sure there are many senior/experienced developers, quant traders and algo traders here who are already way ahead and probably done the same
So I’d genuinely appreciate any advice, criticism, tips, architecture suggestions, useful repos, libraries, APIs or things you think I should avoid.
If you’ve built something similar before, I’d especially love to hear what became difficult once you went beyond the prototype stage.