{"adoption": {"forks": 90, "observed_at": "2026-08-28T04:03:39.381474+00:00", "stars": 1119}, "canonical_url": "https://ross.abutalabs.com/products/ai-ml-driven-companies-in-egypt", "card": {"archived": false, "artifact_type": "dataset", "description": "A list of AI/ML driven companies in Egypt", "domain": ["artificial-intelligence", "machine-learning", "awesome-lists"], "enriched": true, "function": ["documentation"], "health_score": 24, "homepage": null, "language": null, "license": null, "license_family": "other", "maturity": "active", "member_repos": ["harryadel/AI-ML-Driven-Companies-In-Egypt"], "name": "harryadel/AI-ML-Driven-Companies-In-Egypt", "platform": ["cross-platform"], "pushed_at": "2025-02-13T15:54:26+00:00", "repo": "harryadel/AI-ML-Driven-Companies-In-Egypt", "stars": 1119, "tags": ["awesome-list", "job-search", "egypt", "companies-directory", "career-resources", "career"], "topics": [], "urls": [], "use_cases": ["find AI companies in Egypt to apply for jobs", "list of machine learning startups in Egypt", "where to work as a data scientist in Egypt", "Egyptian companies hiring NLP engineers", "research the AI industry landscape in Egypt", "find companies for cold emailing about AI jobs"], "what_it_is": "A curated list of AI/ML-driven companies in Egypt, maintained as a GitHub repository with links and domain descriptions for each company. It serves as a starting point for job seekers and enthusiasts exploring the Egyptian AI/ML industry.", "when_to_avoid": ["you need a comprehensive or regularly verified directory with guaranteed accuracy", "you are looking for companies outside Egypt", "you need structured data or an API rather than a markdown list"], "when_to_choose": ["you are job hunting for AI/ML roles in Egypt and want a starting list of employers", "you want to research the Egyptian AI ecosystem by company domain", "you are a student looking for internships at AI-driven Egyptian companies"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ai-ml-driven-companies-in-egypt", "repo": "harryadel/AI-ML-Driven-Companies-In-Egypt", "role": "main", "score": 35}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:39.381474+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:41:11.809721+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "85212a650156cd19c11f7ebf0a97c21f023c47d347579d0d2b066e9b308b0dc8", "fetched_at": "2026-08-28T04:03:39.381474+00:00", "kind": "readme", "missing": false, "url": "https://github.com/harryadel/AI-ML-Driven-Companies-In-Egypt"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 6, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2193, "days_push": 566, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 35, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}