global-south

The Ersilia Model Hub, an open-source repository and CLI of AI/ML models for infectious and neglected disease research.

Emerging Markets MCP — 114 servers for Brazil, MENA, Gulf, SE Asia, Africa, CIS, Iran. The only MCP collection covering non-Western APIs. Turborepo monorepo + GitHub Pages catalog.

outlier is an open-source, local-first policy engine and governance framework designed to measure the true cost and risk of AI code generation. Enforce Zero-Trust and protect Human Mastery.

Assisted Literature Review (ALR) - global south, knowledge equity, open-source, open-science, FAIR, CARE

200 real development case studies from 117 countries — searchable, filterable, fully cited

Multilinguality at the Edge: Developing Language Models for the Global South

Hybrid prompt-injection detection engine (regex · Sentinel v2 · LLM judge) — 95.1% PINT balanced accuracy. Detection core of TUP AIGSMP. Built at Apart Research Global South Hackathon 2026.

Jamal, S., Mohiuddin, H., Paez, A. (2020) How do the perceptions of neighborhood conditions impact active transportation? A study in Rajshahi, Bangladesh, Transportation Research Part D: Transport and Environment, 87:102525

Nairobi Stack — Developer resources and API documentation for building on Kenya's digital infrastructure.

Egab is a journalism platform founded in late 2020 and headquartered in Cairo, Egypt, that connects local journalists across the Global South — the Middle East, Africa, and beyond (60+ countries) — with international media outlets.

Slides for a paper I presented at STS Switzerland 2021 stsch2021.sciencesconf.org

AI-powered real estate fraud detection and land verification assistant for Nigeria. Multilingual support across English, Yoruba, Igbo, Hausa, and Pidgin.

Open-source audit toolkit for Global South developers to benchmark, document, and reduce AI tool bias in their markets.

Sovereign Institutional Infrastructure Stack — n8n + LiteLLM + Ollama + 30 MCPs. Tri-polar routing. Offline-capable. East Africa.

MCP server for Kenya labour rights — minimum wages, dismissal, maternity/paternity, trade unions, ELRC. 5 tools.

Interactive dashboard tracking how 16 Global South countries are adopting and implementing AI governance, benchmarked against the EU AI Act.

MCP server for Kenya health system — NHIF/SHA coverage, facility finder, CHW services, maternal health. 6 tools.

MCP server for Kenya transport — matatu routes, NTSA services, boda licensing, freight logistics. 5 tools.

Kenya 47 counties local government data via MCP — county info, budgets, services, CDF, wards, contacts. 6 tools. Thesis L9.

City Segment Morphological Deprivation (CSMD) model: an open, reproducible workflow for preprocessing, training, applying, and validating a global urban deprivation classifier. All scripts used in the manuscript, including comparisons with SSI, MN, and WRI datasets, are included.