RRepoGEO

REPOGEO REPORT · LITE

MrSibe/KnowNote

Default branch main · commit 0a0f8290 · scanned 5/26/2026, 10:21:53 PM

GitHub: 1,001 stars · 136 forks

AI VISIBILITY SCORE
35 /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
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 MrSibe/KnowNote, 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 specific topics for "knowledge base" and "desktop app"

    Why:

    CURRENT
    ai, deep-learning, deepseek, dl, electron, notebook, notebooklm, openai
    COPY-PASTE FIX
    ai, deep-learning, deepseek, dl, electron, notebook, notebooklm, openai, knowledge-base, rag, document-ai, desktop-app
  • highreadme#2
    Emphasize "desktop app" in the README's main tagline

    Why:

    CURRENT
    > A local-first, open-source alternative to Google NotebookLM
    COPY-PASTE FIX
    > KnowNote: A local-first, open-source **desktop app** alternative to Google NotebookLM
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/MrSibe/KnowNote

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 MrSibe/KnowNote
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 1×
  2. PrivateGPT · recommended 1×
  3. Ollama · recommended 1×
  4. LlamaIndex · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How can I build a local AI knowledge base for documents using private LLMs, without Docker?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. PrivateGPT
    3. Ollama
    4. LlamaIndex
    5. LangChain
    6. LocalAI
    7. PyPDF2
    8. python-docx
    9. unstructured
    10. pypandoc
    11. sentence-transformers
    12. ChromaDB
    13. FAISS
    14. Jan
    15. GPT4All

    AI recommended 15 alternatives but never named MrSibe/KnowNote. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are desktop applications for creating a conversational AI knowledge base from local files?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Dataview
    3. Text Generator
    4. Logseq
    5. Zim Desktop Wiki
    6. TiddlyWiki
    7. DEVONthink
    8. MyInfo

    AI recommended 8 alternatives but never named MrSibe/KnowNote. 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 MrSibe/KnowNote?
    pass
    AI named MrSibe/KnowNote explicitly

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

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

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

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MrSibe/KnowNote — 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