RRepoGEO

REPOGEO REPORT · LITE

KnowledgeCanvas/knowledge

Default branch main · commit a5a094da · scanned 5/14/2026, 6:33:22 AM

GitHub: 1,459 stars · 109 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 KnowledgeCanvas/knowledge, 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
    Clarify project status and potential for community contributions in README

    Why:

    CURRENT
    > [!Note]
> Knowledge is no longer being developed. Feel free to reach out if you have any questions!
    COPY-PASTE FIX
    > [!Note]
> Knowledge is no longer actively developed by the original creators, but remains open source for community use and contributions. Feel free to fork, adapt, and build upon it!
  • highhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/KnowledgeCanvas/knowledge
  • mediumreadme#3
    Add a 'Why Choose Knowledge?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Choose Knowledge?

Knowledge stands out as a local-first, open-source, standalone desktop application offering a unique visual, spatial canvas interface for organizing and connecting your information. Unlike cloud-based solutions or purely text-based note-takers, Knowledge provides a private, flexible environment to explore and chat with your data using powerful AI features, all on your own terms.

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 KnowledgeCanvas/knowledge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mem
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Mem · recommended 1×
  2. Obsidian · recommended 1×
  3. Smart Connections · recommended 1×
  4. Text Generator · recommended 1×
  5. Notion AI · recommended 1×
  • CATEGORY QUERY
    How can I organize and chat with my documents, files, and web content using AI?
    you: not recommended
    AI recommended (in order):
    1. Mem
    2. Obsidian
    3. Smart Connections
    4. Text Generator
    5. Notion AI
    6. Perplexity AI
    7. Humata AI
    8. ChatPDF
    9. Microsoft Copilot

    AI recommended 9 alternatives but never named KnowledgeCanvas/knowledge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help summarize web pages and extract topics for personal knowledge management?
    you: not recommended
    AI recommended (in order):
    1. Readwise Reader
    2. Instapaper
    3. Pocket
    4. Glasp
    5. Omnivore (omnivore-app/omnivore)
    6. Hypothesis (hypothesis/h)
    7. ChatGPT
    8. Claude

    AI recommended 8 alternatives but never named KnowledgeCanvas/knowledge. 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 KnowledgeCanvas/knowledge?
    pass
    AI named KnowledgeCanvas/knowledge explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of KnowledgeCanvas/knowledge. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/KnowledgeCanvas/knowledge.svg)](https://repogeo.com/en/r/KnowledgeCanvas/knowledge)
HTML
<a href="https://repogeo.com/en/r/KnowledgeCanvas/knowledge"><img src="https://repogeo.com/badge/KnowledgeCanvas/knowledge.svg" alt="RepoGEO" /></a>
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KnowledgeCanvas/knowledge — 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