RRepoGEO

REPOGEO REPORT · LITE

VedalAI/neuro-sdk

Default branch main · commit 828cba05 · scanned 6/14/2026, 1:19:13 PM

GitHub: 684 stars · 66 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 VedalAI/neuro-sdk, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen README's opening to clarify unique AI agent

    Why:

    CURRENT
    # Neuro SDK

This repository contains the API documentation for allowing Neuro-sama to play games.
    COPY-PASTE FIX
    # Neuro SDK: Integrate Neuro-sama into Games

This repository provides the official API documentation and SDKs for integrating Neuro-sama, a unique AI agent, into your game development projects.
  • mediumcomparison#2
    Add a comparison section to differentiate from generic game AI

    Why:

    COPY-PASTE FIX
    ## How is Neuro SDK different from other Game AI tools?

Unlike general-purpose game AI frameworks such as Unity ML-Agents, Behavior Trees, or Utility AI, the Neuro SDK is specifically designed to integrate the unique Neuro-sama AI agent into your games. It provides the API and SDKs (for Unity, Godot, etc.) to allow Neuro-sama to interact with and play your games, rather than providing tools to build generic AI behaviors from scratch.

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 VedalAI/neuro-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unity-Technologies/ml-agents
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity-Technologies/ml-agents · recommended 2×
  2. Behavior Trees · recommended 1×
  3. Environmental Query System (EQS) · recommended 1×
  4. Behavior Tree (Godot Addon) · recommended 1×
  5. Utility AI (Godot Addon) · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI agent into my game development project?
    you: not recommended
    AI recommended (in order):
    1. Unity ML-Agents (Unity-Technologies/ml-agents)
    2. Behavior Trees
    3. Environmental Query System (EQS)
    4. Behavior Tree (Godot Addon)
    5. Utility AI (Godot Addon)
    6. OpenAI Gym (openai/gym)
    7. OpenAI Baselines (openai/baselines)
    8. Stable Baselines3 (DLR-RM/stable-baselines3)
    9. Ray RLlib (ray-project/ray)
    10. TensorFlow.js (tensorflow/tfjs)
    11. ONNX Runtime (microsoft/onnxruntime)
    12. TensorFlow (tensorflow/tensorflow)
    13. PyTorch (pytorch/pytorch)
    14. DeepMind Lab (deepmind/lab)
    15. PyGame (pygame/pygame)

    AI recommended 15 alternatives but never named VedalAI/neuro-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What SDKs are available for adding AI control to games in popular engines?
    you: not recommended
    AI recommended (in order):
    1. Unity ML-Agents Toolkit (Unity-Technologies/ml-agents)
    2. Unreal Engine's built-in AI System
    3. RAIN AI
    4. Apex Path
    5. Apex Utility AI
    6. Godot Engine's built-in AI
    7. Godot Behavior Tree (SIsilicon/Godot-Behavior-Tree)
    8. GDQuest's Behavior Tree
    9. Panda3D's AI Framework

    AI recommended 9 alternatives but never named VedalAI/neuro-sdk. 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 VedalAI/neuro-sdk?
    pass
    AI named VedalAI/neuro-sdk explicitly

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

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