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We develop and disseminate a variety of software, the vast majority of which is open source.

Below are links to software developed or co-developed by Digital Metabolic Twin Centre members.

Software
Description
Website
Repository
Tracking Issues
Technical lead
gpuGEM

Accelerating genome-scale model optimisation.

https://github.com/Digital-Metabolic-Twin-Centre/gpuGEM
https://github.com/Digital-Metabolic-Twin-Centre/gpuGEM
https://github.com/Digital-Metabolic-Twin-Centre/gpuGEM/issues
Farid Zare
AutoDoc

AI assisted tool designed to turn repository structure, docstring coverage, and code context into a publishable documentation site.

https://autodoc.humanmetabolism.org/
https://github.com/Digital-Metabolic-Twin-Centre/autodoc
https://github.com/Digital-Metabolic-Twin-Centre/autodoc/issues
Chidi Egwu
COBRA Toolbox

Software suite for quantitative prediction of cellular and multicellular biochemical networks with constraint-based modelling.

https://opencobra.github.io/cobratoolbox/stable/index.html
https://github.com/opencobra/cobratoolbox
https://github.com/opencobra/cobratoolbox/issues
Farid Zare
COBRA Tutorials

Collection of tutorials explaining how to use COBRA tools

https://opencobra.github.io/cobratoolbox/stable/tutorials/
https://github.com/opencobra/COBRA.tutorials
https://github.com/opencobra/COBRA.tutorials/issues
Farid Zare
ChatRD

An AI-assisted, fully transparent clinical decision support tool that delivers expert-level rare disease diagnosis suggestions from unstructured patient descriptions

https://chatrd.org/
https://github.com/Unsaif/chatimd_interface
https://linear.app/chatimdrocks/team/CHA/active
Tim Hulshof
Constructor

Open-source interface for metabolic network reaction-by-reaction curation and validation

https://constructor.humanmetabolism.org/
https://github.com/opencobra/reconstructor
https://github.com/opencobra/reconstructor/issues
Saleh Alwer
Fairify

Automated GitHub & GitLab repository review using LLM evaluation against FAIR, reproducibility, security, and quality standards.

https://fairify.humanmetabolism.org
https://github.com/Digital-Metabolic-Twin-Centre/fairify
https://github.com/Digital-Metabolic-Twin-Centre/fairify/issues
Chidi Egwu
Feedback

Secure feedback management backend for collecting, tracking, and managing user feedback through APIs and threaded conversations.

https://github.com/Digital-Metabolic-Twin-Centre/feedback
https://github.com/Digital-Metabolic-Twin-Centre/feedback
https://github.com/Digital-Metabolic-Twin-Centre/feedback/issues
Chidi Egwu
IMDhub

Data management platform that supports research in Inherited Metabolic Diseases (IMDs)

https://imdhub.org
https://gitlab.com/recon4imd/imdhub-frontend
https://gitlab.com/recon4imd/imdhub-frontend/-/issues
Chidi Egwu
Keycloak

Privately hosted open source identity and access management solution

https://auth.imdhub.org
https://github.com/keycloak/keycloak
https://gitlab.com/recon4imd/king-issues-reporting/-/issues
Chidi Egwu
KinForm

KinForm is a machine learning framework for predicting enzyme kinetic parameters using optimised protein representations that combine multiple protein language models, binding-site probability weighted pooling, PCA, and similarity-based oversampling. KinForm outperforms baseline methods, particularly for proteins with low sequence similarity to the training data, and shows that sequence-aware data splitting provides a more realistic measure of model generalisation.

https://github.com/Digital-Metabolic-Twin-Centre/KinForm
https://github.com/Digital-Metabolic-Twin-Centre/KinForm
https://github.com/Digital-Metabolic-Twin-Centre/KinForm/issues
Saleh Alwer
OpenKinetics Predictor

Open-source interface for data validation and generation of kinetic parameter predictions of enzyme-catalysed reactions using state of the art methods

https://kineticxpredictor.humanmetabolism.org/
https://github.com/Digital-Metabolic-Twin-Centre/webKinPred
https://github.com/Digital-Metabolic-Twin-Centre/webKinPred/issues
Saleh Alwer
OpenKinetics Data

OpenKinetics Data provides downloadable CatLog-derived enzyme kinetic data enriched with UniProt protein sequences and PubChem substrate structures. It also provides associated protein representations, including ESM2, ESM Cambrian and ProtT5 residue embeddings, alongside Pseq2Sites binding-site probability scores, with metadata linking each artefact to its sequence.

https://data.openkinetics.org/
https://github.com/openKinetics/openkinetics-data
https://github.com/openKinetics/openkinetics-data/issues
Saleh Alwer
OptArrow

OptArrow is an optimization integration engine designed to connect optimization clients and solver backends through a stable, high-performance transport layer.

https://optarrow.github.io/optArrow/
https://github.com/optArrow/optArrow
https://github.com/optArrow/optArrow/issues
Farid Zare
reconXmoieties

Structural approach to reconciling VMH and Rhea metabolic reaction databases. Uses atom-atom mapping and conserved/reacting moiety identification (extended from COBRA Toolbox) to build resource-independent chemical fingerprints for reactions, aiming to compare signatures rather than labels to surface cross-resource matches naming conventions miss.

https://github.com/Digital-Metabolic-Twin-Centre/reconXmoieties
https://github.com/Digital-Metabolic-Twin-Centre/reconXmoieties
https://github.com/Digital-Metabolic-Twin-Centre/reconXmoieties/issues
Jack McGoldrick
StereoMapper

StereoMapper is a stereochemistry-aware pipeline that compares molecular structures to identify relationships such as equivalent molecules, enantiomers, and diastereomers etc. It generates explicit stereochemical mappings between metabolites to support improved cross-resource reconciliation and annotation.

https://github.com/Digital-Metabolic-Twin-Centre/stereomapper
https://github.com/Digital-Metabolic-Twin-Centre/stereomapper
https://github.com/Digital-Metabolic-Twin-Centre/stereomapper/issues
Jack McGoldrick
VMH

A comprehensive database of curated human and gut microbial metabolic models linking metabolism with disease and nutrition

https://vmh.life/
https://gitlab.com/recon4imd/vmh_revamped
https://linear.app/vmh-revamped/team/VMH/all
Sandeep Chenna
Uptime Kuma

Privately hosted open source monitoring tool for tracking availability and website performance

https://monitor.imdhub.org
https://github.com/louislam/uptime-kuma
https://gitlab.com/recon4imd/king-issues-reporting/-/issues
Chidi Egwu
Ethicalizer

AI-driven tool that drafts ethics application responses and performs structured reviews for consistency with study documents and regulatory standards.

https://ethicalizer.humanmetabolism.org
https://gitlab.com/recon4imd/ethicalizer-website
https://gitlab.com/recon4imd/ethicalizer-website/-/issues
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