RRepoGEO

REPOGEO REPORT · LITE

lucasastorian/llmwiki

Default branch master · commit 0b14c925 · scanned 6/1/2026, 6:23:00 AM

GitHub: 1,002 stars · 169 forks

AI VISIBILITY SCORE
40 /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
3 / 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 lucasastorian/llmwiki, 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
    Reposition the README's opening statement to clarify its role as an AI-powered wiki application.

    Why:

    CURRENT
    # LLM Wiki

[](https://opensource.org/licenses/Apache-2.0)

Open-source implementation of Karpathy's LLM Wiki (spec).
    COPY-PASTE FIX
    # LLM Wiki: Your AI-Powered Research Wiki Generator

[](https://opensource.org/licenses/Apache-2.0)

LLM Wiki is an open-source AI application that automatically generates and maintains a comprehensive wiki from your research documents, leveraging LLMs like Claude via MCP. It offloads the tedious work of summarizing, linking, and citing, allowing you to focus on source selection and analysis.
  • mediumcomparison#2
    Add a 'Comparison' section to the README.

    Why:

    COPY-PASTE FIX
    Add a new section to your README, perhaps titled 'How LLM Wiki Compares' or 'Why LLM Wiki?', that explicitly contrasts it with foundational LLM libraries (like LlamaIndex or LangChain) by highlighting its role as a complete, end-user application, and differentiates it from manual note-taking tools (like Obsidian) by emphasizing its automated wiki generation and maintenance capabilities.
  • lowabout#3
    Refine the repository description.

    Why:

    CURRENT
    Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !
    COPY-PASTE FIX
    An open-source AI application that automatically generates and maintains a comprehensive wiki from your research documents, leveraging LLMs like Claude via MCP.

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 lucasastorian/llmwiki
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. LangChain · recommended 2×
  3. Hugging Face Transformers · recommended 2×
  4. Obsidian · recommended 1×
  5. Smart Connections · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate and maintain a wiki from my research documents using AI?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Smart Connections
    3. Text Generator
    4. OpenAI GPT-4
    5. Anthropic Claude
    6. Dataview
    7. Pandoc
    8. Mem.ai
    9. Notion
    10. Notion AI
    11. Zapier
    12. Make
    13. OpenAI API
    14. PyPDF2
    15. python-docx
    16. markdown
    17. LlamaIndex
    18. LangChain
    19. ChromaDB
    20. Pinecone
    21. FAISS
    22. GPT-3.5
    23. Hugging Face Transformers
    24. MkDocs
    25. Jekyll
    26. Hugo
    27. Confluence
    28. Aura
    29. K15t Scroll Viewport
    30. Logseq
    31. Logseq AI Assistant
    32. Dendron
    33. VS Code
    34. GitHub Copilot

    AI recommended 34 alternatives but never named lucasastorian/llmwiki. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source tools for building an AI agent that summarizes and cross-references my local files?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Hugging Face Transformers
    4. Sentence-Transformers
    5. Chroma
    6. Faiss
    7. Apache Solr
    8. Elasticsearch

    AI recommended 8 alternatives but never named lucasastorian/llmwiki. 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 lucasastorian/llmwiki?
    pass
    AI named lucasastorian/llmwiki explicitly

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

  • If a team adopts lucasastorian/llmwiki in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lucasastorian/llmwiki 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 lucasastorian/llmwiki solve, and who is the primary audience?
    pass
    AI named lucasastorian/llmwiki explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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