Open-source public record of stock predictions: commit-reveal before the open, automatic settlement against exchange data, tamper-evident hash-chained ledger. Live at [quantrank500.com](https://quantrank500.com).
CONVEXFIRelated Lists
diff --git a/projects.csv b/projects.csv
index 3a91502..f5e23cd 100644
--- a/projects.csv
+++ b/projects.csv
@@ -1,5 +1,5 @@
project,language,languages,category,section,section_slug,last_commit,stars,url,description,github,cran,pypi,commercial,repo
-numpy,Python,Python,Numerical Libraries & Data Structures,Numerical Libraries & Data Structures,numerical-libraries-data-structures,2026-08-21,32571,https://www.numpy.org,NumPy is the fundamental package for scientific computing with Python. [GitHub](https://github.com/numpy/numpy),True,False,False,False,numpy/numpy
+numpy,Python,Python,Numerical Libraries & Data Structures,Numerical Libraries & Data Structures,numerical-libraries-data-structures,2026-08-21,32572,https://www.numpy.org,NumPy is the fundamental package for scientific computing with Python. [GitHub](https://github.com/numpy/numpy),True,False,False,False,numpy/numpy
scipy,Python,Python,Numerical Libraries & Data Structures,Numerical Libraries & Data Structures,numerical-libraries-data-structures,2026-08-20,14942,https://www.scipy.org,"SciPy (pronounced “Sigh Pie”) is a Python-based ecosystem of open-source software for mathematics, science, and engineering. [GitHub](https://github.com/scipy/scipy)",True,False,False,False,scipy/scipy
pandas,Python,Python,Numerical Libraries & Data Structures,Numerical Libraries & Data Structures,numerical-libraries-data-structures,2026-08-20,49530,https://pandas.pydata.org,"pandas is an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language. [GitHub](https://github.com/pandas-dev/pandas)",True,False,False,False,pandas-dev/pandas
polars,Python,Python,Numerical Libraries & Data Structures,Numerical Libraries & Data Structures,numerical-libraries-data-structures,2026-08-21,39425,https://docs.pola.rs/,Polars is a blazingly fast DataFrame library for manipulating structured data. [GitHub](https://github.com/pola-rs/polars),True,False,False,False,pola-rs/polars
@@ -508,6 +508,7 @@ marketlens,Python,"Python,MCP",Prediction Markets,Prediction Markets,prediction-
polymarket-bot-lab,Python,Python,Prediction Markets,Prediction Markets,prediction-markets,2026-07-29,0,https://github.com/oraclemangle/polymarket-bot-lab,"Open-sourced research lab of 11 candidate Polymarket trading bots (weather, sports, longshot fades, maker, whale-flow) with a shared CLOB/backtest framework, ADR decision log, and honest paper/live results. Companion free dataset: [polymarket-canary-tape](https://huggingface.co/datasets/oraclemangle/polymarket-canary-tape) (300M+ events, CC-BY-4.0).",True,False,False,False,oraclemangle/polymarket-bot-lab
Live Tennis API,REST,"REST,WebSocket,MCP",Prediction Markets,Prediction Markets,prediction-markets,2026-08-19,190,https://livetennisapi.com,"Real-time tennis scores, serving and break-point state, and model win probabilities for pricing tennis event markets, plus H2H, rankings and a 1968-2022 point-by-point archive; free tier. [GitHub](https://github.com/livetennisapi/livetennisapi-mcp)",True,False,False,False,livetennisapi/livetennisapi-mcp
polymm,Python,"Python,Polymarket",Prediction Markets,Prediction Markets,prediction-markets,2026-08-16,78,https://github.com/kachence/polymm,"Market-making and arbitrage bot for Polymarket sports and esports markets, pricing from de-vigged sportsbook odds.",True,False,False,False,kachence/polymm
+QuantRank500,Python,Python,Prediction Markets,Prediction Markets,prediction-markets,2026-08-19,0,https://github.com/quantrank500/quantrank500,"Open-source public record of stock predictions: commit-reveal before the open, automatic settlement against exchange data, tamper-evident hash-chained ledger. Live at [quantrank500.com](https://quantrank500.com).",True,False,False,False,quantrank500/quantrank500
exchange_calendars,Python,Python,Calendars & Market Hours,Calendars & Market Hours,calendars-market-hours,2026-08-09,663,https://github.com/gerrymanoim/exchange_calendars,Stock Exchange Trading Calendars.,True,False,False,False,gerrymanoim/exchange_calendars
bizdays,Python,Python,Calendars & Market Hours,Calendars & Market Hours,calendars-market-hours,2026-03-08,94,https://github.com/wilsonfreitas/python-bizdays,Business days calculations and utilities.,True,False,False,False,wilsonfreitas/python-bizdays
pandas_market_calendars,Python,Python,Calendars & Market Hours,Calendars & Market Hours,calendars-market-hours,2026-05-27,990,https://github.com/rsheftel/pandas_market_calendars,Exchange calendars to use with pandas for trading applications.,True,False,False,False,rsheftel/pandas_market_calendars