RRepoGEO

REPOGEO REPORT · LITE

keijiro/AICommand

Default branch main · commit 047400f5 · scanned 6/20/2026, 12:28:15 PM

GitHub: 4,113 stars · 426 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
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 keijiro/AICommand, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    unity, unity-editor, chatgpt, openai, llm, natural-language-processing, game-development-tools
  • highhomepage#2
    Set the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/keijiro/AICommand
  • mediumreadme#3
    Refine the README's opening sentence

    Why:

    CURRENT
    This is a proof-of-concept integration of ChatGPT into Unity Editor. You can control the Editor using natural language prompts.
    COPY-PASTE FIX
    AICommand provides a proof-of-concept integration of ChatGPT directly into the Unity Editor, enabling Unity developers to control editor functions using natural language prompts.

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 keijiro/AICommand
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. Unity · recommended 1×
  3. OpenAI GPT-4 API · recommended 1×
  4. C# · recommended 1×
  5. Unreal Engine · recommended 1×
  • CATEGORY QUERY
    How to control game engine editor functions using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. OpenAI GPT-4 API
    3. C#
    4. Unreal Engine
    5. Python
    6. C++
    7. Llama 3
    8. Ollama
    9. LM Studio
    10. spaCy
    11. NLTK
    12. Roblox Studio
    13. Luau
    14. Godot Engine
    15. GDScript

    AI recommended 15 alternatives but never named keijiro/AICommand. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate large language models directly into a game development environment?
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. Convai
    3. OpenAI API
    4. Hugging Face Transformers
    5. LangChain
    6. LM Studio
    7. Oobabooga's Text Generation WebUI
    8. Google Cloud Vertex AI
    9. Azure OpenAI Service

    AI recommended 9 alternatives but never named keijiro/AICommand. 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 keijiro/AICommand?
    pass
    AI named keijiro/AICommand explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of keijiro/AICommand. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/keijiro/AICommand.svg)](https://repogeo.com/en/r/keijiro/AICommand)
HTML
<a href="https://repogeo.com/en/r/keijiro/AICommand"><img src="https://repogeo.com/badge/keijiro/AICommand.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

keijiro/AICommand — 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