RRepoGEO

REPOGEO REPORT · LITE

AgenticAiLabs/Ai-Engineering-Roadmap

Default branch main · commit 2fc2779b · scanned 6/16/2026, 8:17:09 PM

GitHub: 758 stars · 140 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface AgenticAiLabs/Ai-Engineering-Roadmap, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-engineering, machine-learning, deep-learning, llms, agentic-ai, curriculum, roadmap, open-source, education, self-taught, python
  • mediumhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/AgenticAiLabs/Ai-Engineering-Roadmap
  • mediumabout#3
    Refine the 'About' description for clearer positioning

    Why:

    CURRENT
    Path to becoming a self-taught AI Engineer - a curated, open-source curriculum modeled after OSSU.
    COPY-PASTE FIX
    A free, open-source curriculum and roadmap for self-taught AI Engineers, inspired by OSSU-CS. Covers AI fundamentals to advanced LLMs and agentic AI.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface AgenticAiLabs/Ai-Engineering-Roadmap
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DeepLearning.AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. DeepLearning.AI · recommended 1×
  2. ChatGPT API · recommended 1×
  3. Gradio · recommended 1×
  4. Full Stack Deep Learning · recommended 1×
  5. Hugging Face · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive, free roadmap to become an AI engineer?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What open-source curriculum exists for learning modern AI engineering, including LLMs and agents?
    you: not recommended
    AI recommended (in order):
    1. DeepLearning.AI
    2. ChatGPT API
    3. Gradio
    4. Full Stack Deep Learning
    5. Hugging Face
    6. Transformers library
    7. Datasets
    8. Accelerate
    9. OpenAI Cookbook (openai/openai-cookbook)
    10. LangChain
    11. LlamaIndex

    AI recommended 11 alternatives but never named AgenticAiLabs/Ai-Engineering-Roadmap. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of AgenticAiLabs/Ai-Engineering-Roadmap?
    pass
    AI did not name AgenticAiLabs/Ai-Engineering-Roadmap — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts AgenticAiLabs/Ai-Engineering-Roadmap in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AgenticAiLabs/Ai-Engineering-Roadmap explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo AgenticAiLabs/Ai-Engineering-Roadmap solve, and who is the primary audience?
    pass
    AI did not name AgenticAiLabs/Ai-Engineering-Roadmap — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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AgenticAiLabs/Ai-Engineering-Roadmap — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite