RRepoGEO

REPOGEO REPORT · LITE

world-class/REPL

Default branch master · commit de07a692 · scanned 6/15/2026, 11:47:09 PM

GitHub: 967 stars · 239 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 world-class/REPL, 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 to state the repo's actual purpose first

    Why:

    CURRENT
    A twist on the use of **REPL**, which stands for _read–eval–print loop_ in computer programming. This repository aims to become a central place to share resources that other learners have found useful, especially in the context of studying a BSc Computer Science offered by Goldsmiths, University of London :school:.
    COPY-PASTE FIX
    This repository is the **Learning Hub for UoL's Online CS Students**, a central place to share resources that other learners have found useful, especially in the context of studying a BSc Computer Science offered by Goldsmiths, University of London :school:. Our name, REPL, is a twist on the 'read–eval–print loop' in computer programming, reflecting our goal to help students learn, evaluate, and share knowledge.
  • mediumtopics#2
    Refine topics to emphasize educational resources and remove misleading terms

    Why:

    CURRENT
    books, bsc, bugs, calendar, computer-science, courses, degree, documents, goldsmiths, hacktoberfest, modules, notes, podcasts, resources, slack, software, students, uol, websites, youtube
    COPY-PASTE FIX
    books, bsc, calendar, computer-science, courses, degree, documents, goldsmiths, learning-hub, modules, notes, online-education, podcasts, resources, slack, software, student-community, students, study-guides, uol, university-resources, websites, youtube
  • mediumabout#3
    Expand the 'About' description to reinforce the learning hub aspect

    Why:

    CURRENT
    The Learning Hub for UoL's Online CS Students
    COPY-PASTE FIX
    A comprehensive learning hub and resource repository for University of London's Online Computer Science students, offering study guides, notes, and community links.

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 world-class/REPL
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ossu/computer-science
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ossu/computer-science · recommended 1×
  2. freeCodeCamp/freeCodeCamp · recommended 1×
  3. TheOdinProject/curriculum · recommended 1×
  4. Coursera Specializations and Professional Certificates · recommended 1×
  5. Google IT Support Professional Certificate · recommended 1×
  • CATEGORY QUERY
    Where can I find consolidated learning materials for a computer science bachelor's degree?
    you: not recommended
    AI recommended (in order):
    1. Open Source Society University (OSSU) Computer Science Curriculum (ossu/computer-science)
    2. freeCodeCamp.org (freeCodeCamp/freeCodeCamp)
    3. The Odin Project (TheOdinProject/curriculum)
    4. Coursera Specializations and Professional Certificates
    5. Google IT Support Professional Certificate
    6. IBM Data Science Professional Certificate
    7. edX XSeries Programs
    8. MIT OpenCourseWare (OCW)
    9. Khan Academy Computer Science

    AI recommended 9 alternatives but never named world-class/REPL. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best online resources and study guides for a university computer science program?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. edX
    3. freeCodeCamp
    4. GeeksforGeeks
    5. HackerRank
    6. LeetCode
    7. Khan Academy
    8. OpenStax
    9. MIT OpenCourseWare

    AI recommended 9 alternatives but never named world-class/REPL. 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 world-class/REPL?
    pass
    AI named world-class/REPL explicitly

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

  • If a team adopts world-class/REPL in production, what risks or prerequisites should they evaluate first?
    pass
    AI named world-class/REPL 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 world-class/REPL solve, and who is the primary audience?
    pass
    AI named world-class/REPL 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
  • Prioritized action items8 vs 3 in Lite