Launched this week

PulseEngine
Building a free market signal engine in Python - come help!
3 followers
Building a free market signal engine in Python - come help!
3 followers
I built PulseEngine because I was tired of paying for market data. It's free, open-source, and tracks 24 assets using nothing but public feeds. But honestly? it's a work in progress. There are open issues, rough edges, and features I haven't had time to build yet. If you're a Python dev who finds this interesting, I'd love your help. Star the repo, pick up an issue, or just tell me what's broken. This gets better the more people touch it. Stack: Python · Streamlit · yFinance · VADER






Hey,
I’m Bhargavaram Krishnapur, a CS student and technical consultant. I built the Market Signal Engine because I was tired of the "paywall fatigue" in fintech. Most platforms charge a premium for basic sentiment and technical analysis, so I decided to build my own "T-shaped" alternative.
The goal: Bridge the gap between raw price action and global news sentiment without a Bloomberg-sized budget.
How it works under the hood:
- Parallel Ingestion: Scrapes 300+ articles from 12 RSS feeds simultaneously.
- Smart Deduplication: Uses Jaccard similarity to filter out the noise of republished news.
- Weighted Scoring: A custom logic engine that balances RSI, Momentum, and VADER sentiment based on the asset class (Crypto vs. Tech vs. Commodities).
- Zero-Footprint: Runs entirely on public data with a tiered JSON-Gzip retention policy.
It’s 100% open-source and ready for you to poke around the code. I’d love to hear your thoughts on this
Check out the repo and the live dashboard below!
repo - https://github.com/Codex-Crusade...
live dashboard - https://pulseengine.streamlit.app/