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Atlas profile

Mubder Alfaris

@MubderVerified GitHub profile

Founder @ KazmaAI · Bilingual (Arabic + English) AI products · Kazma: the open-source, self-hosted AI agent that asks before it acts

AI-Atlas score

beta
Advanced
0100
Strongest
AI Agents
63.5/100 domain score
Rank
11th=
Kuwait
1st
  • KuwaitLocation
  • 26 Oct 2026Mapped
  • 2 / 6AI projects
01Skills matrix

AI Skills Matrix

AI Skills Matrix scores, 0 to 100
Machine Learning46
Computer Vision0
Data Science14
NLP & LLMs61
AI Agents64
MLOps20

Each node is one domain, scored only from evidence in these public repositories. Select one to see why.

Substantial implementations with real depth.

02Evaluated projects2 of 2

6 public repositories → 2 with AI work, evaluated. The other 4 (repositories without AI code, forks and empty repositories) are not scored and have no effect on the result. How repositories are selected

Ranked by contribution

Ordered by how much each project adds to the Atlas score, not by its own score. A project with evidence in several domains can rank above one with a slightly higher project score. Choose a domain to focus on the projects with meaningful evidence there.

01
68.6

Advanced

81% of Atlas Score

Agent System· Python

Kazma is a self-hosted AI agent system that integrates multiple LLM providers, features a document-based memory system, and supports multi-platform interaction (Web, TUI, CLI, Telegram, Discord, Slack) with human-in-the-loop safeguards for risky actions.

AI Agents0.90NLP & LLMs0.80Machine Learning0.60MLOps0.30
ai-agentai-agentsarabicarabic-aiarabic-nlp
02
60.8

Advanced

19% of Atlas Score

ML Application· TypeScript

IndexArc is a portable, local-first personal vault and AI assistant that provides secure storage for secrets and notes, featuring multi-extract ingestion, an advanced spellchecker with ghost-text predictions, bilingual hybrid search, and folder scanning capabilities.

NLP & LLMs0.70Machine Learning0.40Data Science0.20
ai-assistantollamapassword-managerpersonal-knowledge-managementprivacy