RRepoGEO

REPOGEO REPORT · LITE

showlab/Code2Video

Default branch main · commit c3dd611b · scanned 5/22/2026, 9:37:33 AM

GitHub: 1,762 stars · 248 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
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 showlab/Code2Video, 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 H1 to specify educational video generation from code

    Why:

    CURRENT
    # Code2Video: Video Generation via Code
    COPY-PASTE FIX
    # Code2Video: Automated Educational Video Generation from Code
  • hightopics#2
    Refine topics to include more specific educational and code-centric keywords

    Why:

    CURRENT
    coding, education, multi-agent, video-generation
    COPY-PASTE FIX
    education, video-generation, code-visualization, programming-education, instructional-design
  • mediumabout#3
    Update the repository description to emphasize educational video generation

    Why:

    CURRENT
    [ICML 2026] Video generation via code
    COPY-PASTE FIX
    [ICML 2026] Automated generation of educational videos directly from code examples.

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 showlab/Code2Video
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Puppeteer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Puppeteer · recommended 2×
  2. Manim · recommended 1×
  3. Remotion · recommended 1×
  4. FFmpeg · recommended 1×
  5. Pygame · recommended 1×
  • CATEGORY QUERY
    How can I programmatically generate instructional videos from code examples for teaching?
    you: not recommended
    AI recommended (in order):
    1. Manim
    2. Remotion
    3. FFmpeg
    4. Pygame
    5. Godot
    6. Unity
    7. Puppeteer
    8. Playwright
    9. Synthesia
    10. Descript

    AI recommended 10 alternatives but never named showlab/Code2Video. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to automate creating video demonstrations directly from source code.
    you: not recommended
    AI recommended (in order):
    1. Manim (3b1b/manim)
    2. Replay
    3. CodeTour
    4. OBS Studio
    5. Python
    6. Selenium
    7. Puppeteer
    8. Asciinema
    9. asciicast2gif
    10. asciinema-player
    11. Loom
    12. Zight
    13. CloudApp
    14. ScreenFlow
    15. Camtasia

    AI recommended 15 alternatives but never named showlab/Code2Video. 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 showlab/Code2Video?
    pass
    AI named showlab/Code2Video explicitly

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

  • If a team adopts showlab/Code2Video in production, what risks or prerequisites should they evaluate first?
    pass
    AI named showlab/Code2Video 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 showlab/Code2Video solve, and who is the primary audience?
    pass
    AI named showlab/Code2Video 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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MARKDOWN (README)
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showlab/Code2Video — 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