RRepoGEO

REPOGEO REPORT · LITE

MrSanZz/KawaiiGPT

Default branch main · commit fee8b277 · scanned 6/1/2026, 8:03:13 AM

GitHub: 808 stars · 238 forks

AI VISIBILITY SCORE
28 /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
2 / 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 MrSanZz/KawaiiGPT, 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 add a clear introductory sentence

    Why:

    CURRENT
    ## KawaiiGPT

<div align="center">
    
</div>

- THIS TOOLS HAS BEEN CLOSED FROM ADMIN, AND IT'S NOW OPEN SOURCE, USE IT FOR LEARNING!.
> Forum: Telegram
    COPY-PASTE FIX
    ## KawaiiGPT: A Local LLM API Wrapper and Server for DeepSeek, Gemini, and Kimi-K2

KawaiiGPT provides a unified API wrapper and local server to access and experiment with various large language models, including DeepSeek, Gemini, and Kimi-K2, through a reverse-engineered API. This project is now open source for learning and experimentation.

<div align="center">
    
</div>

> Forum: Telegram
  • hightopics#2
    Update repository topics and description for accurate categorization

    Why:

    CURRENT
    Description: "WormGPT kawaii ver"
Topics: `wormgpt`
    COPY-PASTE FIX
    Description: "Local LLM API wrapper and server for DeepSeek, Gemini, Kimi-K2, and more."
Topics: `llm-api`, `local-llm`, `llm-wrapper`, `deepseek`, `gemini`, `kimi-k2`, `ai-experimentation`, `open-source-llm`
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/MrSanZz/KawaiiGPT

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 MrSanZz/KawaiiGPT
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. oobabooga/text-generation-webui · recommended 2×
  3. Ollama · recommended 1×
  4. LocalAI · recommended 1×
  5. vLLM · recommended 1×
  • CATEGORY QUERY
    How can I locally access multiple large language models through a unified API?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. LocalAI
    4. vLLM
    5. text-generation-webui (oobabooga/text-generation-webui)
    6. LiteLLM

    AI recommended 6 alternatives but never named MrSanZz/KawaiiGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools provide unrestricted access to various language models for experimentation?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LM Studio
    3. Hugging Face Transformers library (huggingface/transformers)
    4. Llama.cpp (ggerganov/llama.cpp)
    5. Text Generation WebUI (oobabooga/text-generation-webui)
    6. LiteLLM (BerriAI/litellm)

    AI recommended 6 alternatives but never named MrSanZz/KawaiiGPT. 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 MrSanZz/KawaiiGPT?
    pass
    AI did not name MrSanZz/KawaiiGPT — 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 MrSanZz/KawaiiGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MrSanZz/KawaiiGPT 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 MrSanZz/KawaiiGPT solve, and who is the primary audience?
    pass
    AI named MrSanZz/KawaiiGPT explicitly

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

Embed your GEO score

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MARKDOWN (README)
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MrSanZz/KawaiiGPT — 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