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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
1 project language languages category section section_slug last_commit stars url description github cran pypi commercial repo
2 numpy Python Python Numerical Libraries & Data Structures Numerical Libraries & Data Structures numerical-libraries-data-structures 2026-08-21 32571 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
3 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
4 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
5 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 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
509 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
510 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
511 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
512 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
513 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
514 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