RRepoGEO

REPOGEO REPORT · LITE

zarazhangrui/codebase-to-course

Default branch main · commit ff8837ec · scanned 6/30/2026, 12:27:56 AM

GitHub: 5,066 stars · 516 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 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 zarazhangrui/codebase-to-course, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify unique positioning in the README introduction

    Why:

    CURRENT
    A Claude Code skill that turns any codebase into a beautiful, interactive single-page HTML course.
    COPY-PASTE FIX
    A Claude Code skill that turns any codebase into a beautiful, interactive single-page HTML course. Unlike generic AI coding assistants or documentation platforms, this tool uniquely generates a pedagogical, interactive HTML course directly from your codebase, specifically for non-technical 'vibe coders'.
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of your repository, choosing a standard open-source license like MIT or Apache-2.0.

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 zarazhangrui/codebase-to-course
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Chat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Chat · recommended 1×
  2. ChatGPT · recommended 1×
  3. Blackbox AI · recommended 1×
  4. Codeium · recommended 1×
  5. Sourcery AI · recommended 1×
  • CATEGORY QUERY
    How to quickly grasp an AI-generated codebase's functionality for non-technical understanding?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. ChatGPT
    3. Blackbox AI
    4. Codeium
    5. Sourcery AI
    6. Excalidraw
    7. Mermaid.js
    8. Quine

    AI recommended 8 alternatives but never named zarazhangrui/codebase-to-course. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help explain complex codebases as interactive courses for beginner developers?
    you: not recommended
    AI recommended (in order):
    1. GitBook
    2. LearnUpon
    3. Teachable
    4. DocuSign Gen for Salesforce
    5. Storyline 360
    6. H5P (h5p/h5p-php-library)
    7. Jupyter Notebooks (jupyter/notebook)

    AI recommended 7 alternatives but never named zarazhangrui/codebase-to-course. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 zarazhangrui/codebase-to-course?
    pass
    AI did not name zarazhangrui/codebase-to-course — 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 zarazhangrui/codebase-to-course in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zarazhangrui/codebase-to-course 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 zarazhangrui/codebase-to-course solve, and who is the primary audience?
    pass
    AI named zarazhangrui/codebase-to-course explicitly

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

Embed your GEO score

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zarazhangrui/codebase-to-course — 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