The Ersilia Model Hub, an open-source repository and CLI of AI/ML models for infectious and neglected disease research.
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Jun 26, 2026 - Python
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global-south
Here are 26 public repositories matching this topic...
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.
ecommerce typescript mcp crm payments monorepo fintech latam ai-agents claude mena southeast-asia emerging-markets global-south anthropic model-context-protocol mcp-servers africa-tech brazil-tech gulf-tech
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Jun 23, 2026 - TypeScript
Assisted Literature Review (ALR) - global south, knowledge equity, open-source, open-science, FAIR, CARE
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Sep 11, 2025 - HTML
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.
cli developer-tools compliance observability governance vietnam ai-safety policy-engine zero-trust carbon-footprint global-south llm ai-governance apart-research claude-code agent-governance gradual-disempowerment
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Jun 28, 2026 - Makefile
Multilinguality at the Edge: Developing Language Models for the Global South
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Jun 2, 2026 - Python
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
reproducible-research bangladesh cycling reproducible-paper global-south active-travel neighborhood-conditions urban-transportation walking-conditions neighborhood-characteristics
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Sep 29, 2020 - TeX
200 real development case studies from 117 countries — searchable, filterable, fully cited
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Apr 7, 2026 - JavaScript
Nairobi Stack — Developer resources and API documentation for building on Kenya's digital infrastructure.
infrastructure ai mcp coordination africa kenya tanzania data-sovereignty east-africa global-south model-context-protocol
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Jun 22, 2026 - HTML
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.
python benchmarking hackathon siem ai-safety jailbreak-detection huggingface global-south mitre-atlas ai-governance detection-engine prompt-injection llm-security llm-monitoring nvidia-nim apart-research owasp-llm sentinel-v2
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Jun 28, 2026 - Python
AI-powered real estate fraud detection and land verification assistant for Nigeria. Multilingual support across English, Yoruba, Igbo, Hausa, and Pidgin.
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Apr 14, 2026 - Python
Slides for a paper I presented at STS Switzerland 2021 stsch2021.sciencesconf.org
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Feb 24, 2021 - CSS
MCP server for Kenya transport — matatu routes, NTSA services, boda licensing, freight logistics. 5 tools.
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Jun 28, 2026 - Python
MCP server for Kenya labor market — employment rights, informal sector, gig economy, NSSF/NHIF. 5 tools.
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Jun 22, 2026 - Python
MCP server for Kenya health system — NHIF/SHA coverage, facility finder, CHW services, maternal health. 6 tools.
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Jun 28, 2026 - Python
MCP server for Kenya labour rights — minimum wages, dismissal, maternity/paternity, trade unions, ELRC. 5 tools.
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Jun 28, 2026 - Python
Kenya 47 counties local government data via MCP — county info, budgets, services, CDF, wards, contacts. 6 tools. Thesis L9.
government civic mcp open-data africa kenya counties data-sovereignty global-south model-context-protocol
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Jun 28, 2026 - Python
Ethical AI Framework for Academic Researchers and Doctoral Students — Dr. Sonal Katyal, JLI Geneva
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May 28, 2026 - HTML
Open-source audit toolkit for Global South developers to benchmark, document, and reduce AI tool bias in their markets.
open-source developer-tools africa mpesa paystack flutterwave uganda kampala global-south ai-bias fintech-africa ai-equity
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Apr 4, 2026 - JavaScript
Sovereign Institutional Infrastructure Stack — n8n + LiteLLM + Ollama + 30 MCPs. Tri-polar routing. Offline-capable. East Africa.
infrastructure ai africa sii data-sovereignty east-africa n8n sovereignty global-south llm ollama litellm multipolar
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Jun 21, 2026 - Makefile
An automated framework for auditing demographic and cultural biases in text-to-image generative models using DeepFace and CLIP.
python machine-learning computer-vision text-to-image latin-america deepface bias-detection ai-ethics algorithmic-bias streamlit global-south clip-model generative-ai cultural-bias fairness-in-ai bias-auditing
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May 17, 2026 - Jupyter Notebook
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