RRepoGEO

REPOGEO REPORT · LITE

Yuan-ManX/ai-game-devtools

Default branch main · commit 59cf27f2 · scanned 5/9/2026, 12:32:58 PM

GitHub: 1,170 stars · 113 forks

AI VISIBILITY SCORE
33 /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
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 Yuan-ManX/ai-game-devtools, 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
  • highabout#1
    Clarify repository type in the description

    Why:

    CURRENT
    Your AI Game Dev Hub. The ultimate resource hub for AI-powered game development tools. Discover cutting-edge LLMs, World Model, Agent, Code, Image, Texture, Shader, 3D Model, Animation, Video, Audio, Music, Singing Voice and Analytics. 🔥
    COPY-PASTE FIX
    Your AI Game Dev Hub. 🚀 A curated awesome list and ultimate resource hub for AI-powered game development tools. Discover cutting-edge LLMs, World Model, Agent, Code, Image, Texture, Shader, 3D Model, Animation, Video, Audio, Music, Singing Voice and Analytics. 🔥
  • mediumtopics#2
    Add more specific 'list' and 'resource' topics

    Why:

    CURRENT
    ai-agents, ai-game-development, ai-game-engine, ai-platform, ai-toolkit, aigc, artificial-intelligence, awesome-list, deep-learning, game-ai, game-development, game-engine, mechine-learing, unity, world-models
    COPY-PASTE FIX
    ai-agents, ai-game-development, ai-game-engine, ai-platform, ai-toolkit, aigc, artificial-intelligence, awesome-list, deep-learning, game-ai, game-development, game-engine, mechine-learing, unity, world-models, curated-list, game-dev-resources, ai-tools-list, resource-hub
  • lowcomparison#3
    Add a 'Why This Hub?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps after the initial description, titled 'Why AI Game DevTools (AI-GDT)?' or 'How is AI-GDT Different?'. Content could be: 'AI Game DevTools is not a single tool or library, but a comprehensive, curated hub designed to help game developers discover and navigate the vast landscape of AI-powered solutions across all stages of game development. We focus on breadth and organization, linking to cutting-edge LLMs, asset generators, agents, and analytics tools, rather than providing an implementation ourselves.'

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 Yuan-ManX/ai-game-devtools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Luma AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Luma AI · recommended 2×
  2. Inworld AI · recommended 1×
  3. Scenario · recommended 1×
  4. Leonardo.Ai · recommended 1×
  5. GitHub Copilot · recommended 1×
  • CATEGORY QUERY
    What are the best AI-powered tools for various aspects of game development?
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. Scenario
    3. Leonardo.Ai
    4. Luma AI
    5. GitHub Copilot
    6. DeepMotion
    7. Replica Studios

    AI recommended 7 alternatives but never named Yuan-ManX/ai-game-devtools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find AI libraries for generating game assets like textures, models, and audio?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. Blockade Labs Skybox AI
    3. Midjourney
    4. DreamFusion / Magic3D
    5. AudioCraft
    6. Luma AI
    7. Poly

    AI recommended 7 alternatives but never named Yuan-ManX/ai-game-devtools. 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 Yuan-ManX/ai-game-devtools?
    pass
    AI named Yuan-ManX/ai-game-devtools explicitly

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

  • If a team adopts Yuan-ManX/ai-game-devtools in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name Yuan-ManX/ai-game-devtools — 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?

  • In one sentence, what problem does the repo Yuan-ManX/ai-game-devtools solve, and who is the primary audience?
    pass
    AI named Yuan-ManX/ai-game-devtools explicitly

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

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Yuan-ManX/ai-game-devtools — 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