RRepoGEO

REPOGEO REPORT · LITE

DrCatHicks/learning-opportunities

Default branch main · commit ae8412fb · scanned 5/19/2026, 12:28:27 PM

GitHub: 1,959 stars · 64 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)

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

AI VISIBILITY SCORE
22 /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
1 / 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 DrCatHicks/learning-opportunities, 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 to clarify repository function

    Why:

    COPY-PASTE FIX
    ai-assistant-plugin, deliberate-practice, learning-science, coding-education, claude-skill, codex-plugin, developer-tools, software-development
  • highreadme#2
    Reposition README opening sentence to emphasize plugin nature

    Why:

    CURRENT
    Build your expertise, not just your projects.
    COPY-PASTE FIX
    This plugin for Claude Code and Codex integrates science-based expertise building exercises directly into your AI-assisted coding workflow, helping you build your expertise, not just your projects.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/DrCatHicks/learning-opportunities

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 DrCatHicks/learning-opportunities
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LeetCode
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LeetCode · recommended 2×
  2. Exercism · recommended 2×
  3. HackerRank · recommended 2×
  4. Codewars · recommended 1×
  5. Daily Coding Problem · recommended 1×
  • CATEGORY QUERY
    How can I integrate deliberate practice into my daily coding workflow?
    you: not recommended
    AI recommended (in order):
    1. LeetCode
    2. Exercism
    3. Codewars
    4. HackerRank
    5. Daily Coding Problem
    6. NeetCode.io
    7. Pramp

    AI recommended 7 alternatives but never named DrCatHicks/learning-opportunities. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools offer structured learning exercises during software development?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Codecademy
    3. Exercism
    4. LeetCode
    5. HackerRank
    6. DataCamp

    AI recommended 6 alternatives but never named DrCatHicks/learning-opportunities. 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 DrCatHicks/learning-opportunities?
    pass
    AI did not name DrCatHicks/learning-opportunities — likely talking about a different project

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

  • If a team adopts DrCatHicks/learning-opportunities in production, what risks or prerequisites should they evaluate first?
    pass
    AI named DrCatHicks/learning-opportunities 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 DrCatHicks/learning-opportunities solve, and who is the primary audience?
    pass
    AI did not name DrCatHicks/learning-opportunities — likely talking about a different project

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

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MARKDOWN (README)
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DrCatHicks/learning-opportunities — 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