RRepoGEO

REPOGEO REPORT · LITE

hi-godot/godot-ai

Default branch main · commit e7bbd272 · scanned 6/13/2026, 5:12:11 PM

GitHub: 550 stars · 33 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 hi-godot/godot-ai, 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 H1 and opening paragraph to clarify solution category

    Why:

    CURRENT
    # Godot AI

Connect MCP clients directly to a live Godot editor via the Model Context Protocol.
    COPY-PASTE FIX
    # Godot AI: Programmatic Scene Generation & Editor Automation

Connect AI assistants (like Claude Code, Codex, Antigravity) directly to your live Godot editor via the Model Context Protocol (MCP) to programmatically build scenes, edit nodes and scripts, wire signals, and configure UI, materials, animations, particles, cameras, and environments. This production-grade server and suite of AI tools empowers game developers to automate Godot game development workflows.
  • hightopics#2
    Expand topics to clarify solution category and specific capabilities

    Why:

    CURRENT
    ai, game-development, godot, godot-plugin, mcp
    COPY-PASTE FIX
    ai, game-development, godot, godot-plugin, mcp, game-automation, scene-generation, llm-integration, ai-assistant-tools, editor-automation, procedural-generation
  • mediumabout#3
    Add homepage URL to About section

    Why:

    COPY-PASTE FIX
    https://github.com/hi-godot/godot-ai

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 hi-godot/godot-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Flask
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Flask · recommended 2×
  2. FastAPI · recommended 2×
  3. GDNative · recommended 2×
  4. GDExtension · recommended 2×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I use AI to programmatically generate and edit game scenes in Godot engine?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Hugging Face Transformers
    3. Stable Diffusion
    4. DALL-E 2
    5. TensorFlow.js
    6. ONNX Runtime
    7. TensorFlow
    8. PyTorch
    9. Microsoft.ML.OnnxRuntime
    10. Stable Baselines3
    11. Flask
    12. FastAPI
    13. Llama 2
    14. ollama
    15. transformers library
    16. GDNative
    17. GDExtension
    18. Eigen

    AI recommended 18 alternatives but never named hi-godot/godot-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What solutions exist for connecting external AI models to automate Godot game development workflows?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. FFI (Foreign Function Interface) for GDScript
    3. pybind11
    4. GDNative
    5. GDExtension
    6. Flask
    7. FastAPI
    8. Django
    9. Godot's HTTPClient
    10. gRPC
    11. Python gRPC
    12. godot-grpc-client
    13. websockets
    14. Socket.IO
    15. Godot's WebSocketClient
    16. RabbitMQ
    17. Apache Kafka
    18. Pika
    19. confluent-kafka-python

    AI recommended 19 alternatives but never named hi-godot/godot-ai. 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 hi-godot/godot-ai?
    pass
    AI named hi-godot/godot-ai explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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