RRepoGEO

REPOGEO REPORT · LITE

decodingai-magazine/second-brain-ai-assistant-course

Default branch main · commit 17ccef57 · scanned 5/17/2026, 2:27:35 AM

GitHub: 2,734 stars · 484 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 decodingai-magazine/second-brain-ai-assistant-course, 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
  • highreadme#1
    Emphasize "Course" in the README's main heading

    Why:

    CURRENT
    <h1>Building Your Second Brain AI Assistant Using Agents, LLMs and RAG</h1>
    COPY-PASTE FIX
    <h1>Open-Source Course: Building Your Second Brain AI Assistant Using Agents, LLMs and RAG</h1>
  • mediumtopics#2
    Add educational and domain-specific topics

    Why:

    CURRENT
    agents, ai-systems, data-engineering, fine-tuning, huggingface, llm, llmops, mlops, openai, python, rag
    COPY-PASTE FIX
    ai-course, llm-course, rag-course, personal-ai, second-brain, education, tutorial, agents, ai-systems, data-engineering, fine-tuning, huggingface, llm, llmops, mlops, openai, python, rag
  • mediumabout#3
    Explicitly state "course" in the repository description

    Why:

    CURRENT
    Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.
    COPY-PASTE FIX
    An open-source course to learn how to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.

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 decodingai-magazine/second-brain-ai-assistant-course
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Chroma · recommended 2×
  3. Pinecone · recommended 2×
  4. LlamaIndex · recommended 2×
  5. Weaviate · recommended 2×
  • CATEGORY QUERY
    How can I build a personal AI assistant to chat with my knowledge base?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI GPT-4
    3. GPT-3.5 Turbo
    4. Chroma
    5. Pinecone
    6. OpenAI's `text-embedding-ada-002`
    7. LlamaIndex
    8. FAISS
    9. Weaviate
    10. Haystack
    11. Elasticsearch
    12. OpenSearch
    13. OpenAI API
    14. scikit-learn
    15. NumPy
    16. Google Vertex AI Search and Conversation
    17. PaLM 2
    18. Gemini
    19. Microsoft Azure AI Search
    20. Azure OpenAI Service

    AI recommended 20 alternatives but never named decodingai-magazine/second-brain-ai-assistant-course. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best practices for developing advanced RAG and LLM agent systems?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Pinecone
    5. Weaviate
    6. Chroma
    7. Hugging Face Transformers
    8. OpenAI API
    9. Anthropic Claude
    10. Ragas
    11. Arize AI
    12. Weights & Biases
    13. LangSmith
    14. Grafana
    15. Prometheus

    AI recommended 15 alternatives but never named decodingai-magazine/second-brain-ai-assistant-course. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 decodingai-magazine/second-brain-ai-assistant-course?
    pass
    AI did not name decodingai-magazine/second-brain-ai-assistant-course — 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 decodingai-magazine/second-brain-ai-assistant-course in production, what risks or prerequisites should they evaluate first?
    pass
    AI named decodingai-magazine/second-brain-ai-assistant-course 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 decodingai-magazine/second-brain-ai-assistant-course solve, and who is the primary audience?
    pass
    AI did not name decodingai-magazine/second-brain-ai-assistant-course — 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?

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  • Brand-free category queries5 vs 2 in Lite
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