RRepoGEO

REPOGEO REPORT · LITE

paulengstler/syncity

Default branch main · commit 212fbfbe · scanned 6/7/2026, 3:23:01 AM

GitHub: 672 stars · 56 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 paulengstler/syncity, 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
  • highabout#1
    Enhance the 'About' description for clarity and disambiguation

    Why:

    CURRENT
    SynCity: Training-Free Generation of 3D Worlds
    COPY-PASTE FIX
    SynCity: Training-free generation of complex, immersive 3D worlds from text prompts, leveraging pretrained 2D (Flux) and 3D (TRELLIS) models for tile-by-tile scene construction.
  • mediumhomepage#2
    Add the project's homepage URL

    Why:

    COPY-PASTE FIX
    https://research.paulengstler.com/syncity

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 paulengstler/syncity
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unreal Engine
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Unreal Engine · recommended 2×
  2. Unity · recommended 2×
  3. Blockade Labs DreamFusion / Skybox AI · recommended 1×
  4. Luma AI · recommended 1×
  5. Spline · recommended 1×
  • CATEGORY QUERY
    How can I generate immersive 3D virtual worlds from text descriptions quickly?
    you: not recommended
    AI recommended (in order):
    1. Blockade Labs DreamFusion / Skybox AI
    2. Luma AI
    3. Spline
    4. NVIDIA Omniverse
    5. Unreal Engine
    6. Unity
    7. RunwayML

    AI recommended 7 alternatives but never named paulengstler/syncity. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable generating complex 3D environments from text without requiring model training?
    you: not recommended
    AI recommended (in order):
    1. Blockade Labs' Skybox AI
    2. Luma AI's Genie 1.0
    3. DreamFusion
    4. Magic3D
    5. Stable Diffusion
    6. DALL-E 2
    7. Midjourney
    8. DALL-E 3
    9. Kiri Engine
    10. Polycam
    11. Agisoft Metashape
    12. RealityCapture
    13. Houdini
    14. Unreal Engine
    15. Unity
    16. Plask.ai

    AI recommended 16 alternatives but never named paulengstler/syncity. 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 paulengstler/syncity?
    pass
    AI named paulengstler/syncity explicitly

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

  • If a team adopts paulengstler/syncity in production, what risks or prerequisites should they evaluate first?
    pass
    AI named paulengstler/syncity 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 paulengstler/syncity solve, and who is the primary audience?
    pass
    AI named paulengstler/syncity explicitly

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

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paulengstler/syncity — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite