RRepoGEO

REPOGEO REPORT · LITE

undreamai/LLMUnity

Default branch main · commit 2c30b440 · scanned 5/18/2026, 2:06:52 AM

GitHub: 1,621 stars · 180 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
40 /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
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 undreamai/LLMUnity, 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 the README's opening sentence to specify game character focus

    Why:

    CURRENT
    LLM for Unity enables seamless integration of Large Language Models (LLMs) within the Unity engine.
    COPY-PASTE FIX
    LLMUnity is a comprehensive Unity package designed for game developers to seamlessly integrate Large Language Models (LLMs) and create dynamic, intelligent AI characters and NPCs.
  • mediumreadme#2
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Comparison with Alternatives' or 'Why LLMUnity?' that briefly outlines how LLMUnity differentiates itself from tools like Inworld AI, OpenAI API, or other dialogue systems, focusing on its unique strengths (e.g., local LLM support, RAG, Unity-native integration for characters).
  • lowabout#3
    Refine the 'About' description for clarity on game development

    Why:

    CURRENT
    Create characters in Unity with LLMs!
    COPY-PASTE FIX
    Integrate Large Language Models (LLMs) into Unity to create dynamic, intelligent AI characters and NPCs for games.

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 undreamai/LLMUnity
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Inworld AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Inworld AI · recommended 2×
  2. Ink · recommended 2×
  3. OpenAI API · recommended 1×
  4. Azure Cognitive Services Speech · recommended 1×
  5. Google Cloud Text-to-Speech · recommended 1×
  • CATEGORY QUERY
    How can I integrate large language models for interactive NPCs in Unity games?
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. OpenAI API
    3. Azure Cognitive Services Speech
    4. Google Cloud Text-to-Speech
    5. Ink
    6. Yarn Spinner
    7. Azure Cognitive Services
    8. Azure OpenAI Service
    9. Azure Language Service
    10. Google Cloud Vertex AI
    11. LM Studio
    12. Oobabooga Text Generation WebUI
    13. Hugging Face Transformers

    AI recommended 13 alternatives but never named undreamai/LLMUnity. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help create dynamic AI character dialogue and knowledge systems in Unity?
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. Character Engine
    3. Dialogue System for Unity
    4. ChatGPT API
    5. Google Gemini API
    6. Claude API
    7. NodeCanvas
    8. PlayMaker
    9. Bolt
    10. Ink

    AI recommended 10 alternatives but never named undreamai/LLMUnity. 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 undreamai/LLMUnity?
    pass
    AI named undreamai/LLMUnity explicitly

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

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

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

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undreamai/LLMUnity — 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