REPOGEO REPORT · LITE

gonglei007/GameDevMind

Default branch main · commit bbeb6a95 · scanned 5/20/2026, 3:53:22 PM

GitHub: 6,310 stars · 647 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 gonglei007/GameDevMind, 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

Add a clear English positioning statement to the top of the README

Why:

CURRENT

<p align="center">

COPY-PASTE FIX

This repository is a comprehensive Game Development Technology Map and Career Roadmap, serving as a curated knowledge base for game developers.

<p align="center">

mediumhomepage#2
Add the interactive navigation URL as the repository homepage
Why:
COPY-PASTE FIX
```
https://gonglei007.github.io/GameDevMind/nav/
```

lowtopics#3

Add topics that describe the repo's format and purpose

Why:

CURRENT

3d, cpp, devops, framework, game, game-development, game-framework, game-server, gamedev, management, mmorpg, pipeline, programming, roadmap, scrum, shader, unity, unity3d, unreal-engine, unrealengine

COPY-PASTE FIX

3d, cpp, devops, framework, game, game-development, game-framework, game-server, gamedev, management, mmorpg, pipeline, programming, roadmap, scrum, shader, unity, unity3d, unreal-engine, unrealengine, knowledge-base, learning-path, curated-guide

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 gonglei007/GameDevMind

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Unreal Engine

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Unreal Engine · recommended 2×
Unity · recommended 2×
godotengine/godot · recommended 1×
GameMaker Studio 2 · recommended 1×
libgdx/libgdx · recommended 1×

CATEGORY QUERY
What are the essential technical areas to master for a comprehensive game development career roadmap?
you: not recommended
AI recommended (in order):
1. Unreal Engine
2. Unity
3. Godot Engine (godotengine/godot)
4. GameMaker Studio 2
5. LibGDX (libgdx/libgdx)
6. PhysX
7. Havok
8. Box2D (erincatto/box2d)
9. Git
10. Perforce (Helix Core)
11. Photon Engine
12. Mirror (MirrorNetworking/Mirror)
13. Netcode for GameObjects (Unity-Technologies/com.unity.netcode.gameobjects)
14. Epic Online Services (EOS)
AI recommended 14 alternatives but never named gonglei007/GameDevMind. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Where can I find a structured overview of game development technologies, from 3D to server architecture?
you: not recommended
AI recommended (in order):
1. GDC Vault
2. Unity
3. Unreal Engine
4. Game Programming Patterns
5. The Cherno
6. GameDev.net
7. SIGGRAPH
AI recommended 7 alternatives but never named gonglei007/GameDevMind. 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 gonglei007/GameDevMind?
pass
AI named gonglei007/GameDevMind explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts gonglei007/GameDevMind in production, what risks or prerequisites should they evaluate first?
pass
AI named gonglei007/GameDevMind 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 gonglei007/GameDevMind solve, and who is the primary audience?
pass
AI named gonglei007/GameDevMind 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 gonglei007/GameDevMind. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/gonglei007/GameDevMind.svg)](https://repogeo.com/en/r/gonglei007/GameDevMind)

HTML

<a href="https://repogeo.com/en/r/gonglei007/GameDevMind"><img src="https://repogeo.com/badge/gonglei007/GameDevMind.svg" alt="RepoGEO" /></a>

Pro

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gonglei007/GameDevMind — 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