RRepoGEO

REPOGEO REPORT · LITE

ShenCiao/CialloResearch

Default branch main · commit 57dfc688 · scanned 6/6/2026, 4:06:52 PM

GitHub: 596 stars · 19 forks

AI VISIBILITY SCORE
28 /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
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 ShenCiao/CialloResearch, 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 README's opening to clarify project purpose

    Why:

    CURRENT
    # Ciallo ～(∠・ω< )⌒★!

Ciallo is available for free on Steam since Nov.30 2025. https://store.steampowered.com/app/3973810

Software engineering on a editor/DCC program is so fking hard😭😭😭. Literally get roasted.

**Critical Warning**: There is a critical error in the SIGGRAPH 2024 Paper at the 3.RENDERING ALGORITHMS second paragraph.
    COPY-PASTE FIX
    # Ciallo: GPU-Accelerated Rendering of Vector Brush Strokes

This research project, titled **_Ciallo: GPU-Accelerated Rendering of Vector Brush Strokes_**, is published in SIGGRAPH 2024 as a conference-track technical paper. Its draft version, titled **_Ciallo: The next-generation vector paint program_** is published in the SIGGRAPH 2023 Talk. The techniques demonstrated in this project have been applied to the Ciallo game, available for free on Steam since Nov.30 2025. https://store.steampowered.com/app/3973810

**Critical Warning**: There is a critical error in the SIGGRAPH 2024 Paper at the 3.RENDERING ALGORITHMS second paragraph.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    computer-graphics, rendering, siggraph, gpu-acceleration, vector-graphics, brush-strokes, stylized-rendering, real-time-rendering, research-project
  • mediumhomepage#3
    Add the Steam game link as the project homepage

    Why:

    COPY-PASTE FIX
    https://store.steampowered.com/app/3973810

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 ShenCiao/CialloResearch
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. OpenNPR · recommended 1×
  3. Processing · recommended 1×
  4. Cairo · recommended 1×
  5. Skia Graphics Engine · recommended 1×
  • CATEGORY QUERY
    Seeking advanced rendering algorithms for generating stylized strokes and polylines in graphics applications.
    you: not recommended
    AI recommended (in order):
    1. OpenNPR
    2. Processing
    3. Cairo
    4. Skia Graphics Engine
    5. Unity
    6. Unreal Engine

    AI recommended 6 alternatives but never named ShenCiao/CialloResearch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help implement advanced computer graphics rendering techniques for academic research?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA OptiX
    2. Mitsuba 3
    3. PBRT
    4. Blender
    5. Falcor
    6. Unreal Engine

    AI recommended 6 alternatives but never named ShenCiao/CialloResearch. 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 ShenCiao/CialloResearch?
    pass
    AI did not name ShenCiao/CialloResearch — 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 ShenCiao/CialloResearch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ShenCiao/CialloResearch 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 ShenCiao/CialloResearch solve, and who is the primary audience?
    pass
    AI named ShenCiao/CialloResearch 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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ShenCiao/CialloResearch — 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