RRepoGEO

REPOGEO REPORT · LITE

Westlake-AGI-Lab/Auto-Slides

Default branch main · commit d07d5475 · scanned 6/9/2026, 6:33:13 PM

GitHub: 513 stars · 57 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 Westlake-AGI-Lab/Auto-Slides, 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
    Reposition the core project description in the README

    Why:

    CURRENT
    The README currently starts with the academic author list and affiliations, followed by the project description.
    COPY-PASTE FIX
    Move the existing project description ('Auto-Slides is an intelligent system that automatically converts academic research papers into well-structured, pedagogically optimized presentation slides. Built on large language models and cognitive science principles, it creates multimodal presentations with interactive customization capabilities.') to immediately follow the main H1 title, before any author lists or academic affiliations.
  • mediumreadme#2
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a 'License' section to the README, stating: 'This project is licensed under [SPECIFY LICENSE(S) HERE, e.g., 'a custom academic license' or 'Apache 2.0 and MIT for different components']. Please refer to the [LICENSE](LICENSE) file for full details.'

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 Westlake-AGI-Lab/Auto-Slides
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gamma
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gamma · recommended 2×
  2. Tome · recommended 2×
  3. Microsoft PowerPoint · recommended 2×
  4. Google Slides · recommended 2×
  5. ChatGPT Plus / GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate research presentation slides from academic papers?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus / GPT-4
    2. Claude 3 Opus
    3. AskYourPDF
    4. ScholarAI
    5. Gamma
    6. Tome
    7. Beautiful.ai
    8. Microsoft PowerPoint
    9. Microsoft 365 Copilot
    10. Google Slides
    11. MagicSlides

    AI recommended 11 alternatives but never named Westlake-AGI-Lab/Auto-Slides. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools help create and customize academic presentations using multi-agent systems?
    you: not recommended
    AI recommended (in order):
    1. Gamma
    2. Tome
    3. ChatGPT
    4. Claude
    5. Gemini
    6. LangChain
    7. LlamaIndex
    8. AutoGPT
    9. BabyAGI
    10. Microsoft PowerPoint
    11. Google Slides

    AI recommended 11 alternatives but never named Westlake-AGI-Lab/Auto-Slides. 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 Westlake-AGI-Lab/Auto-Slides?
    pass
    AI named Westlake-AGI-Lab/Auto-Slides explicitly

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

  • If a team adopts Westlake-AGI-Lab/Auto-Slides in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Westlake-AGI-Lab/Auto-Slides 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 Westlake-AGI-Lab/Auto-Slides solve, and who is the primary audience?
    pass
    AI named Westlake-AGI-Lab/Auto-Slides 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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Westlake-AGI-Lab/Auto-Slides — 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