diff --git a/projects.csv b/projects.csv
index c36ed7f..e6bf84c 100644
--- a/projects.csv
+++ b/projects.csv
@@ -55,7 +55,7 @@ QuantSoftware Toolkit,Python,Trading & Backtesting,Trading & Backtesting,trading
quantitative,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2019-03-03,66,https://github.com/jeffrey-liang/quantitative,"Quantitative finance, and backtesting library.",True,False,False,False,jeffrey-liang/quantitative
analyzer,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2015-12-22,214,https://github.com/llazzaro/analyzer,Python framework for real-time financial and backtesting trading strategies.,True,False,False,False,llazzaro/analyzer
bt,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-21,2830,https://github.com/pmorissette/bt,Flexible Backtesting for Python.,True,False,False,False,pmorissette/bt
-backtrader,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2023-04-19,20875,https://github.com/backtrader/backtrader,Python Backtesting library for trading strategies.,True,False,False,False,backtrader/backtrader
+backtrader,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2023-04-19,20876,https://github.com/backtrader/backtrader,Python Backtesting library for trading strategies.,True,False,False,False,backtrader/backtrader
pythalesians,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2016-09-23,63,https://github.com/thalesians/pythalesians,"Python library to backtest trading strategies, plot charts, seamlessly download market data, analyze market patterns etc.",True,False,False,False,thalesians/pythalesians
pybacktest,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2019-09-09,817,https://github.com/ematvey/pybacktest,"Vectorized backtesting framework in Python / pandas, designed to make your backtesting easier.",True,False,False,False,ematvey/pybacktest
pyalgotrade,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2023-03-05,4643,https://github.com/gbeced/pyalgotrade,Python Algorithmic Trading Library.,True,False,False,False,gbeced/pyalgotrade
@@ -85,7 +85,7 @@ catalyst,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,
quantstats,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-01-13,6872,https://github.com/ranaroussi/quantstats,"Portfolio analytics for quants, written in Python",True,False,False,False,ranaroussi/quantstats
qtpylib,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2021-03-24,2256,https://github.com/ranaroussi/qtpylib,"QTPyLib, Pythonic Algorithmic Trading ",True,False,False,False,ranaroussi/qtpylib
Quantdom,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2019-03-12,761,https://github.com/constverum/Quantdom,Python-based framework for backtesting trading strategies & analyzing financial markets [GUI :neckbeard:],True,False,False,False,constverum/Quantdom
-freqtrade,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-22,47919,https://github.com/freqtrade/freqtrade,"Free, open source crypto trading bot",True,False,False,False,freqtrade/freqtrade
+freqtrade,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-22,47920,https://github.com/freqtrade/freqtrade,"Free, open source crypto trading bot",True,False,False,False,freqtrade/freqtrade
algorithmic-trading-with-python,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2021-06-01,3265,https://github.com/chrisconlan/algorithmic-trading-with-python,"Free `pandas` and `scikit-learn` resources for trading simulation, backtesting, and machine learning on financial data.",True,False,False,False,chrisconlan/algorithmic-trading-with-python
DeepDow,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2024-01-24,1117,https://github.com/jankrepl/deepdow,Portfolio optimization with deep learning,True,False,False,False,jankrepl/deepdow
Qlib,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-10,39187,https://github.com/microsoft/qlib,"An AI-oriented Quantitative Investment Platform by Microsoft. Full ML pipeline of data processing, model training, back-testing; and covers the entire chain of quantitative investment: alpha seeking, risk modeling, portfolio optimization, and order execution.",True,False,False,False,microsoft/qlib
@@ -114,10 +114,10 @@ PyLOB,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,202
PyBroker,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-05,3240,https://github.com/edtechre/pybroker,Algorithmic Trading with Machine Learning.,True,False,False,False,edtechre/pybroker
OctoBot Script,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-04,39,https://github.com/Drakkar-Software/OctoBot-Script,A quant framework to create cryptocurrencies strategies - from backtesting to optimization to livetrading.,True,False,False,False,Drakkar-Software/OctoBot-Script
hftbacktest,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2025-12-23,3838,https://github.com/nkaz001/hftbacktest,"A high-frequency trading and market-making backtesting tool accounts for limit orders, queue positions, and latencies, utilizing full tick data for trades and order books.",True,False,False,False,nkaz001/hftbacktest
-vnpy,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-01-14,38190,https://github.com/vnpy/vnpy,VeighNa is a Python-based open source quantitative trading system development framework.,True,False,False,False,vnpy/vnpy
+vnpy,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-01-14,38192,https://github.com/vnpy/vnpy,VeighNa is a Python-based open source quantitative trading system development framework.,True,False,False,False,vnpy/vnpy
Intelligent Trading Bot,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-02-28,1642,https://github.com/asavinov/intelligent-trading-bot,Automatically generating signals and trading based on machine learning and feature engineering,True,False,False,False,asavinov/intelligent-trading-bot
fastquant,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2023-09-15,1746,https://github.com/enzoampil/fastquant,fastquant allows you to easily backtest investment strategies with as few as 3 lines of python code.,True,False,False,False,enzoampil/fastquant
-nautilus_trader,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-23,21357,https://github.com/nautechsystems/nautilus_trader,A high-performance algorithmic trading platform and event-driven backtester.,True,False,False,False,nautechsystems/nautilus_trader
+nautilus_trader,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-23,21358,https://github.com/nautechsystems/nautilus_trader,A high-performance algorithmic trading platform and event-driven backtester.,True,False,False,False,nautechsystems/nautilus_trader
YABTE,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2024-05-11,6,https://github.com/bsdz/yabte,Yet Another (Python) BackTesting Engine.,True,False,False,False,bsdz/yabte
Trading Strategy,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-21,207,https://github.com/tradingstrategy-ai/getting-started,"TradingStrategy.ai is a market data, backtesting, live trading and investor management framework for decentralised finance",True,False,False,False,tradingstrategy-ai/getting-started
Hikyuu,Python,Trading & Backtesting,Trading & Backtesting,trading-backtesting,2026-03-22,3054,https://github.com/fasiondog/hikyuu,"A base on Python/C++ open source high-performance quant framework for faster analysis and backtesting, contains the complete trading system components for reuse and combination.",True,False,False,False,fasiondog/hikyuu
@@ -212,7 +212,7 @@ iexfinance,Python,Data Sources,Data Sources,data-sources,2021-01-02,650,https://
pyEX,Python,Data Sources,Data Sources,data-sources,2024-02-05,409,https://github.com/timkpaine/pyEX,"Python interface to IEX with emphasis on pandas, support for streaming data, premium data, points data (economic, rates, commodities), and technical indicators.",True,False,False,False,timkpaine/pyEX
alpaca-trade-api,Python,Data Sources,Data Sources,data-sources,2024-01-12,1861,https://github.com/alpacahq/alpaca-trade-api-python,Python interface for retrieving real-time and historical prices from Alpaca API as well as trade execution.,True,False,False,False,alpacahq/alpaca-trade-api-python
metatrader5,Python,Data Sources,Data Sources,data-sources,2026-02-20,0,https://pypi.org/project/MetaTrader5/,API Connector to MetaTrader 5 Terminal. (Last updated: 2026-02-20),False,False,True,False,
-akshare,Python,Data Sources,Data Sources,data-sources,2026-03-22,17584,https://github.com/jindaxiang/akshare,"AkShare is an elegant and simple financial data interface library for Python, built for human beings! ",True,False,False,False,jindaxiang/akshare
+akshare,Python,Data Sources,Data Sources,data-sources,2026-03-22,17583,https://github.com/jindaxiang/akshare,"AkShare is an elegant and simple financial data interface library for Python, built for human beings! ",True,False,False,False,jindaxiang/akshare
yahooquery,Python,Data Sources,Data Sources,data-sources,2025-05-15,900,https://github.com/dpguthrie/yahooquery,Python interface for retrieving data through unofficial Yahoo Finance API.,True,False,False,False,dpguthrie/yahooquery
investpy,Python,Data Sources,Data Sources,data-sources,2022-10-02,1811,https://github.com/alvarobartt/investpy,Financial Data Extraction from Investing.com with Python! ,True,False,False,False,alvarobartt/investpy
yliveticker,Python,Data Sources,Data Sources,data-sources,2021-04-29,163,https://github.com/yahoofinancelive/yliveticker,Live stream of market data from Yahoo Finance websocket.,True,False,False,False,yahoofinancelive/yliveticker
@@ -231,7 +231,7 @@ tessa,Python,Data Sources,Data Sources,data-sources,2026-01-16,53,https://github
pandaSDMX,Python,Data Sources,Data Sources,data-sources,2023-02-25,133,https://github.com/dr-leo/pandaSDMX,"Python package that implements SDMX 2.1 (ISO 17369:2013), a format for exchange of statistical data and metadata used by national statistical agencies, central banks, and international organisations.",True,False,False,False,dr-leo/pandaSDMX
cif,Python,Data Sources,Data Sources,data-sources,2022-06-18,64,https://github.com/LenkaV/CIF,"Python package that include few composite indicators, which summarize multidimensional relationships between individual economic indicators.",True,False,False,False,LenkaV/CIF
finagg,Python,Data Sources,Data Sources,data-sources,2026-03-22,525,https://github.com/theOGognf/finagg,"finagg is a Python package that provides implementations of popular and free financial APIs, tools for aggregating historical data from those APIs into SQL databases, and tools for transforming aggregated data into features useful for analysis and AI/ML.",True,False,False,False,theOGognf/finagg
-FinanceDatabase,Python,Data Sources,Data Sources,data-sources,2026-03-22,7249,https://github.com/JerBouma/FinanceDatabase,"This is a database of 300.000+ symbols containing Equities, ETFs, Funds, Indices, Currencies, Cryptocurrencies and Money Markets.",True,False,False,False,JerBouma/FinanceDatabase
+FinanceDatabase,Python,Data Sources,Data Sources,data-sources,2026-03-22,7250,https://github.com/JerBouma/FinanceDatabase,"This is a database of 300.000+ symbols containing Equities, ETFs, Funds, Indices, Currencies, Cryptocurrencies and Money Markets.",True,False,False,False,JerBouma/FinanceDatabase
Trading Strategy,Python,Data Sources,Data Sources,data-sources,,0,https://github.com/tradingstrategy-ai/trading-strategy/,download price data for decentralised exchanges and lending protocols (DeFi),True,False,False,False,
datamule-python,Python,Data Sources,Data Sources,data-sources,2026-03-19,519,https://github.com/john-friedman/datamule-python,A package to work with SEC data. Incorporates datamule endpoints.,True,False,False,False,john-friedman/datamule-python
fsynth,Python,Data Sources,Data Sources,data-sources,2025-12-27,4,https://github.com/welcra/fsynth,Python library for high-fidelity unlimited synthetic financial data generation using Heston Stochastic Volatility and Merton Jump Diffusion.,True,False,False,False,welcra/fsynth
@@ -415,9 +415,9 @@ TradeAggregation,Rust,,,rust,2026-02-05,115,https://github.com/MathisWellmann/tr
OpenFinClaw,Rust,,,rust,2026-03-23,120,https://github.com/cryptoSUN2049/openFinclaw,"AI-native one-person hedge fund platform with Rust trading engine. Natural language → strategy → backtest → execution in 60s. Multi-market (US/HK/CN/Crypto), self-evolving strategy pipeline. Built on OpenClaw (68K+ stars).",True,False,False,False,cryptoSUN2049/openFinclaw
SlidingFeatures,Rust,,,rust,2026-02-18,72,https://github.com/MathisWellmann/sliding_features-rs,Chainable tree-like sliding windows for signal processing and technical analysis.,True,False,False,False,MathisWellmann/sliding_features-rs
RustQuant,Rust,,,rust,2026-01-14,1683,https://github.com/avhz/RustQuant,Quantitative finance library written in Rust.,True,False,False,False,avhz/RustQuant
-fin-primitives,Rust,,,rust,2026-03-21,4,https://github.com/Mattbusel/fin-primitives,"Financial market primitives in Rust: Price/Quantity/Symbol newtypes, BTreeMap order book, OHLCV aggregation, SMA/EMA/RSI indicators, position ledger with PnL, and composable risk monitor.",True,False,False,False,Mattbusel/fin-primitives
-fin-stream,Rust,,,rust,2026-03-21,2,https://github.com/Mattbusel/fin-stream,"Real-time market data streaming in Rust: lock-free SPSC ring buffer, 100K+ ticks/second ingestion, multi-timeframe OHLCV construction, and Lorentz transforms on financial time series.",True,False,False,False,Mattbusel/fin-stream
-Special-Relativity-in-Financial-Modeling,Rust,,,rust,2026-03-19,4,https://github.com/Mattbusel/Special-Relativity-in-Financial-Modeling,"C++20 implementation of special-relativistic geometry applied to OHLCV data: Lorentz factors, spacetime intervals, Christoffel symbols, and geodesic deviation signals from live market data. DOI: 10.5281/zenodo.18639919",True,False,False,False,Mattbusel/Special-Relativity-in-Financial-Modeling
+fin-primitives,Rust,,,rust,2026-03-23,4,https://github.com/Mattbusel/fin-primitives,"Financial market primitives in Rust: Price/Quantity/Symbol newtypes, BTreeMap order book, OHLCV aggregation, SMA/EMA/RSI indicators, position ledger with PnL, and composable risk monitor.",True,False,False,False,Mattbusel/fin-primitives
+fin-stream,Rust,,,rust,2026-03-23,2,https://github.com/Mattbusel/fin-stream,"Real-time market data streaming in Rust: lock-free SPSC ring buffer, 100K+ ticks/second ingestion, multi-timeframe OHLCV construction, and Lorentz transforms on financial time series.",True,False,False,False,Mattbusel/fin-stream
+Special-Relativity-in-Financial-Modeling,Rust,,,rust,2026-03-23,4,https://github.com/Mattbusel/Special-Relativity-in-Financial-Modeling,"C++20 implementation of special-relativistic geometry applied to OHLCV data: Lorentz factors, spacetime intervals, Christoffel symbols, and geodesic deviation signals from live market data. DOI: 10.5281/zenodo.18639919",True,False,False,False,Mattbusel/Special-Relativity-in-Financial-Modeling
finalytics,Rust,,,rust,2026-02-17,67,https://github.com/Nnamdi-sys/finalytics,A rust library for financial data analysis.,True,False,False,False,Nnamdi-sys/finalytics
RunMat,Rust,,,rust,2026-03-20,194,https://github.com/runmat-org/runmat,Rust runtime for MATLAB-syntax array math with automatic CPU/GPU execution and fused kernels for quant simulations.,True,False,False,False,runmat-org/runmat
Auto-Differentiation Website,"Reproducing Works, Training & Books",,,reproducing-works-training-books,,0,https://auto-differentiation.github.io/,Background and resources on Automatic Differentiation (AD) / Adjoint Algorithmic Differentitation (AAD).,False,False,False,False,