RRepoGEO

REPOGEO REPORT · LITE

raphaelsty/knowledge

Default branch main · commit 26126936 · scanned 5/28/2026, 8:42:23 PM

GitHub: 759 stars · 42 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 raphaelsty/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
  • hightopics#1
    Update repository topics to reflect expert curation and AI focus

    Why:

    CURRENT
    bookmarks, search-engine
    COPY-PASTE FIX
    ai-research, machine-learning, expert-curated, reading-list, knowledge-management, software-development, science-education, personal-library
  • highreadme#2
    Strengthen the README's opening statement to emphasize expert curation

    Why:

    CURRENT
    <p align="center">An opinionated reading list of <strong>450+ people</strong> who shape AI, science, and software today. A place to learn.</p>
    COPY-PASTE FIX
    <p align="center">Knowledge is a curated online library featuring an opinionated reading list from over 450 leading experts who shape AI, science, and software today. It's a personal knowledge base to learn directly from their insights.</p>
  • mediumreadme#3
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [SPECIFY LICENSE(S) HERE, e.g., a custom license or a combination of licenses]. Please refer to the [LICENSE file](LICENSE) for full details.

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 raphaelsty/knowledge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zotero
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zotero · recommended 1×
  2. Mendeley · recommended 1×
  3. ReadCube Papers · recommended 1×
  4. DevonThink · recommended 1×
  5. Notion · recommended 1×
  • CATEGORY QUERY
    How can I organize and search a personal collection of AI research papers and articles?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Mendeley
    3. ReadCube Papers
    4. DevonThink
    5. Notion
    6. Obsidian

    AI recommended 6 alternatives but never named raphaelsty/knowledge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find curated reading lists and resources from experts in AI and software development?
    you: not recommended
    AI recommended (in order):
    1. O'Reilly Media
    2. Towards Data Science
    3. Medium
    4. arXiv.org
    5. GitHub Awesome Lists
    6. Google AI Blog
    7. DeepMind Blog
    8. OpenAI Blog
    9. Hacker News
    10. YC Combinator
    11. Data Elixir
    12. TLDR AI

    AI recommended 12 alternatives but never named raphaelsty/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
    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 raphaelsty/knowledge?
    pass
    AI named raphaelsty/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 raphaelsty/knowledge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named raphaelsty/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 raphaelsty/knowledge solve, and who is the primary audience?
    pass
    AI named raphaelsty/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 raphaelsty/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/raphaelsty/knowledge.svg)](https://repogeo.com/en/r/raphaelsty/knowledge)
HTML
<a href="https://repogeo.com/en/r/raphaelsty/knowledge"><img src="https://repogeo.com/badge/raphaelsty/knowledge.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

raphaelsty/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