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Alternatives to PHD2 Guiding

ShellGPT
ShellGPTShellGPT is an open-source CLI tool powered by GPT-4 that generates shell commands, code snippets, and documentation directly in your terminal.
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Oxford Nanopore EPI2ME
Oxford Nanopore EPI2MEEPI2ME provides open-source, best-practice bioinformatics workflows for nanopore sequencing data analysis. Run pipelines locally on your desktop — no cloud upload required.
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Leela Chess Zero
Leela Chess ZeroLeela Chess Zero (Lc0) is a free, open-source neural network chess engine inspired by DeepMind's AlphaZero. It learns through self-play and plays at superhuman strength.
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OpenSoundscape
OpenSoundscapeOpenSoundscape is a free, open-source Python library for bioacoustic data analysis, featuring CNN training, spectrogram tools, automated sound detection, and acoustic localization.
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GNU Backgammon
GNU BackgammonGNU Backgammon (GNUbg) is a world-class open-source backgammon program using neural networks for play, analysis, rollouts, and research. Free for Windows, macOS, and Linux.
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ChatALL
ChatALLChatALL is a free, open-source desktop app that lets you concurrently chat with ChatGPT, Claude, Bard, Bing Chat, and more to discover the best AI-generated answers.
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SpeciesNet
SpeciesNetSpeciesNet is Google's open-source ensemble AI model for automatically classifying wildlife species in motion-triggered camera trap images.
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zyGrib
zyGribzyGrib is a free, open-source desktop app for visualizing GRIB 1 & 2 weather and marine forecast data. Download from NOAA, FNMOC, and IAC with animated map playback.
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RDKit
RDKitRDKit is a free, open-source cheminformatics toolkit with Python and C++ APIs for molecular processing, fingerprinting, QSAR modeling, and drug discovery workflows.
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SIMplyBee
SIMplyBeeSIMplyBee is an open-source R package for stochastic simulation of honeybee populations and breeding programs, supporting genome-level modelling, colony events, and quantitative genetics.
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