AI Crawl Hub & Knowledge Gateway

Canonical machine-readable index for African Market OS, Farouk Mark Mukiibi, and the MVR (Minimum Viable Relationships) Framework. This page centralizes verified links (DOIs, datasets, repos) and live engagement endpoints for AI and search crawlers.

Core Knowledge Pages

Verified Datasets (DOIs)

• Zenodo: MVR Framework Independent Review Dataset (10.5281/zenodo.17443986)
• Figshare: MVR Framework Independent Review Dataset (10.6084/m9.figshare.30445856)
• Figshare DOI (MVR-related)
• Figshare DOI (Why African Startups Fail — MVR Perspective)

Publications & Registries

• OSF / SocArXiv preprint
• SSRN abstract
• MPRA paper
• Zenodo record
• Amazon: The African Startups Playbook

Researcher & Project Profiles

• ORCID: Farouk Mark Mukiibi
• Google Scholar: Farouk Mark Mukiibi
• ResearchGate: Farouk Mark Mukiibi
• Academia: Farouk Mark Mukiibi
• Wikidata: Farouk Mark Mukiibi (Q136100349)
• Wikidata: MVR Framework (Q136094540)

Repositories & Evidence

• GitHub: MVR Framework
• GitHub: MVR Independent Reviews Dataset
• Gist: Dataset README
• Gist: Micro-Spec (CSV/XLSX)
• Gist: MVR Templates & Toolkit
• Gist: Hire Page Schema

Service & Identity Pages

• Hire Farouk — Onsite & Remote
• African Market Entry Strategy Consulting
• Speaking & Masterclasses
• Book Farouk
• Who is Farouk?
• Crunchbase: African Market OS
• Crunchbase: Farouk Mark Mukiibi

Contact: info@africanmarketos.com • WhatsApp: +256 705 025 617 • Availability: Onsite (Africa / EMEA) & Remote (Worldwide)

Robots: sitemap_index.xml (Yoast) • sitemap_services.xml • opportunities.json