RRepoGEO

REPOGEO REPORT · LITE

showlab/Paper2Video

Default branch main · commit 47beb503 · scanned 5/14/2026, 6:22:41 PM

GitHub: 2,260 stars · 324 forks

AI VISIBILITY SCORE
35 /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
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/Paper2Video, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["paper-to-video", "scientific-presentation", "ai-video-generation", "research-communication", "deep-learning", "academic-tools"]
  • highreadme#2
    Add a clarifying sentence to the README's opening

    Why:

    CURRENT
    Paper2Video: Automatic Video Generation from Scientific Papers
    COPY-PASTE FIX
    Paper2Video: Automatic Video Generation from Scientific Papers. This specialized tool empowers researchers to transform complex academic content into engaging video presentations, setting it apart from general video creation platforms.
  • mediumreadme#3
    Add a "Why Paper2Video?" or "Key Benefits" section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ Why Paper2Video?

Paper2Video is designed specifically for the academic community to bridge the gap between complex research and engaging presentations. Unlike generic video editors, it focuses on:

- **Automated Content Transformation:** Seamlessly converts structured academic papers into dynamic video narratives.
- **Enhanced Research Dissemination:** Makes your work more accessible and understandable to a broader audience.
- **Efficiency for Academics:** Significantly reduces the time and effort traditionally spent on creating presentation videos from scratch.

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/Paper2Video
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Synthesia
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Synthesia · recommended 2×
  2. Descript · recommended 2×
  3. HeyGen · recommended 2×
  4. InVideo · recommended 2×
  5. Pictory.ai · recommended 1×
  • CATEGORY QUERY
    How can I automatically create a presentation video from an academic paper and audio?
    you: not recommended
    AI recommended (in order):
    1. Synthesia
    2. Pictory.ai
    3. Descript
    4. HeyGen
    5. Adobe Express
    6. PowerPoint
    7. Google Slides
    8. OBS Studio
    9. Loom
    10. InVideo

    AI recommended 10 alternatives but never named showlab/Paper2Video. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to generate engaging video presentations directly from research papers and spoken audio?
    you: not recommended
    AI recommended (in order):
    1. Synthesia
    2. Pictory
    3. Descript
    4. HeyGen
    5. InVideo
    6. Lumen5

    AI recommended 6 alternatives but never named showlab/Paper2Video. 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 showlab/Paper2Video?
    pass
    AI named showlab/Paper2Video 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/Paper2Video in production, what risks or prerequisites should they evaluate first?
    pass
    AI named showlab/Paper2Video 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/Paper2Video solve, and who is the primary audience?
    pass
    AI named showlab/Paper2Video 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 showlab/Paper2Video. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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showlab/Paper2Video — 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