RRepoGEO

REPOGEO REPORT · LITE

MrSibe/KnowNote

Default branch main · commit 0a0f8290 · scanned 6/25/2026, 10:26:49 PM

GitHub: 1,008 stars · 136 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)

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

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 'desktop-app' and 'gui' topics for better categorization

    Why:

    CURRENT
    ai, deep-learning, deepseek, dl, electron, notebook, notebooklm, openai
    COPY-PASTE FIX
    ai, deep-learning, deepseek, dl, electron, notebook, notebooklm, openai, desktop-app, gui
  • mediumreadme#2
    Reinforce 'desktop application' and 'no Docker' in the README's opening tagline

    Why:

    CURRENT
    > A local-first, open-source alternative to Google NotebookLM Built for learners and developers who want private LLMs, no Docker, and full control.
    COPY-PASTE FIX
    > A local-first, open-source **desktop application** alternative to Google NotebookLM. Built for learners and developers who want private LLMs, **no Docker**, and full control.
  • lowhomepage#3
    Add a homepage URL to the repository's About section

    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
PrivateGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PrivateGPT · recommended 2×
  2. Ollama · recommended 2×
  3. LocalGPT · recommended 1×
  4. LlamaIndex · recommended 1×
  5. llama.cpp · recommended 1×
  • CATEGORY QUERY
    Looking for a local AI knowledge base for documents, avoiding cloud lock-in and Docker.
    you: not recommended
    AI recommended (in order):
    1. LocalGPT
    2. PrivateGPT
    3. LlamaIndex
    4. llama.cpp
    5. Ollama
    6. Haystack
    7. LangChain
    8. ChromaDB
    9. FAISS
    10. sentence-transformers

    AI recommended 10 alternatives but never named MrSibe/KnowNote. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good desktop alternatives for document AI assistants using private large language models?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. LocalAI
    4. Jan
    5. PrivateGPT
    6. AnythingLLM
    7. GPT4All

    AI recommended 7 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