REPOGEO REPORT · LITE

zhangliwei7758/unity-AI-Chat-Toolkit

Default branch main · commit 5590fdbb · scanned 6/6/2026, 7:33:16 AM

GitHub: 757 stars · 102 forks

AI VISIBILITY SCORE

22 /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

1 / 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 zhangliwei7758/unity-AI-Chat-Toolkit, 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 for better categorization

Why:

COPY-PASTE FIX

unity, ai, chatgpt, chatglm, llm, tts, stt, speech-recognition, speech-synthesis, azure, baidu-ai, openai, cross-platform, game-development, unity-toolkit

highreadme#2

Enhance README H1 and opening paragraph to emphasize comprehensive toolkit

Why:

CURRENT

# Unity-AI-Chat-Toolkit

这是一个提供给unity开发者的工具库，用于快速实现AI聊天相关功能。目前这个库包含了对chatgpt、rwkv以及chatglm等大语言模型的api调用的代码实现以及实现了微软Azure以及百度AI的语音合成、语音识别的web api接入。在这个库我们可以通过这代码库，在unity上，快速实现跨平台的应用。

COPY-PASTE FIX

# Unity AI Chat Toolkit: Comprehensive Cross-Platform LLM & Voice Integration

这是一个为Unity开发者设计的综合工具库，用于快速实现跨平台AI聊天功能。它集成了多种大语言模型（如ChatGPT, ChatGLM, RWKV, 星火, 文心一言, 智谱AI, Ollama, DeepSeek, 通义千问）和语音服务（微软Azure, 百度AI, OpenAI Whisper/TTS）的Web API调用，支持Windows/WebGL/Android等平台。

mediumcomparison#3

Add a comparison section to the README

Why:

COPY-PASTE FIX

## 3. 与其他方案的比较 (Comparison with Other Solutions)

与直接使用单个LLM或语音服务的官方API/SDK不同，Unity AI Chat Toolkit 提供了一个统一的、开箱即用的Unity集成方案，支持同时接入多种主流大语言模型（如ChatGPT, ChatGLM, RWKV等）和语音服务（如微软Azure, 百度AI, OpenAI Whisper/TTS）。这意味着开发者无需为每个服务单独编写集成代码，即可在Unity项目中快速构建功能丰富的跨平台AI聊天应用。

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 zhangliwei7758/unity-AI-Chat-Toolkit

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Inworld AI

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Inworld AI · recommended 1×
OpenAI API · recommended 1×
Azure Cognitive Services · recommended 1×
Google Cloud Speech-to-Text & Text-to-Speech · recommended 1×
Wit.ai · recommended 1×

CATEGORY QUERY
How can I add AI chatbot capabilities and voice interaction to my Unity game?
you: not recommended
AI recommended (in order):
1. Inworld AI
2. OpenAI API
3. Azure Cognitive Services
4. Google Cloud Speech-to-Text & Text-to-Speech
5. Wit.ai
6. Dialogflow
7. IBM Watson Assistant
8. IBM Watson Speech to Text/Text to Speech
9. ElevenLabs
10. Vosk
11. WebRTC
AI recommended 11 alternatives but never named zhangliwei7758/unity-AI-Chat-Toolkit. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What Unity solutions exist for integrating various LLMs and cross-platform speech recognition?
you: not recommended
AI recommended (in order):
1. OpenAI Unity (Community Package)
2. Azure Speech SDK for Unity
3. Google Cloud Speech-to-Text for Unity
4. IBM Watson Speech to Text SDK for Unity
5. AssemblyAI Unity SDK
6. Wit.ai Unity SDK
7. Deepgram Unity SDK
8. Vosk Unity (Offline Speech Recognition)
AI recommended 8 alternatives but never named zhangliwei7758/unity-AI-Chat-Toolkit. 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 zhangliwei7758/unity-AI-Chat-Toolkit?
pass
AI did not name zhangliwei7758/unity-AI-Chat-Toolkit — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts zhangliwei7758/unity-AI-Chat-Toolkit in production, what risks or prerequisites should they evaluate first?
pass
AI named zhangliwei7758/unity-AI-Chat-Toolkit 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 zhangliwei7758/unity-AI-Chat-Toolkit solve, and who is the primary audience?
pass
AI did not name zhangliwei7758/unity-AI-Chat-Toolkit — likely talking about a different project
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 zhangliwei7758/unity-AI-Chat-Toolkit. 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/zhangliwei7758/unity-AI-Chat-Toolkit.svg)](https://repogeo.com/en/r/zhangliwei7758/unity-AI-Chat-Toolkit)

HTML

<a href="https://repogeo.com/en/r/zhangliwei7758/unity-AI-Chat-Toolkit"><img src="https://repogeo.com/badge/zhangliwei7758/unity-AI-Chat-Toolkit.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

zhangliwei7758/unity-AI-Chat-Toolkit — 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