RRepoGEO

REPOGEO REPORT · LITE

KoboldAI/KoboldAI-Client

Default branch main · commit 1ce811c3 · scanned 5/11/2026, 6:07:10 AM

GitHub: 3,891 stars · 857 forks

AI VISIBILITY SCORE
60 /100
Needs work
Category recall
1 / 2
Avg rank #4.0 when recommended
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 KoboldAI/KoboldAI-Client, 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
    Reposition the README's core value proposition

    Why:

    CURRENT
    ## Looking for KoboldCpp?
    KoboldAI is named after the KoboldAI software, currently our newer most popular program is KoboldCpp.
    
    If you are reading this message you are on the page of the original KoboldAI sofware.
    
    Prefer using KoboldCpp with GGUF models and the latest API features? You can visit https://koboldai.org/cpp
    
    Need support for newer models such as Llama based models using the Huggingface / Exllama (safetensors/pytorch) platforms? Check out KoboldAI's development version KoboldAI United at https://koboldai.org/united
    
    ## KoboldAI - Your gateway to GPT writing
    
    This is a browser-based front-end for AI-assisted writing with multiple local & remote AI models. It offers the standard array of tools, including Memory, Author's Note, World Info, Save & Load, adjustable AI settings, formatting options, and the ability to import existing AI Dungeon adventures. You can also turn on Adventure mode and play the game like AI Dungeon Unleashed.
    COPY-PASTE FIX
    ## KoboldAI - Your gateway to GPT writing and interactive storytelling
    
    This is the original browser-based front-end for AI-assisted writing with multiple local & remote AI models, offering a versatile platform for creative text generation, interactive adventures, and chatbot experiences. It provides a standard array of tools, including Memory, Author's Note, World Info, Save & Load, adjustable AI settings, and the ability to import existing AI Dungeon adventures. You can also turn on Adventure mode and play the game like AI Dungeon Unleashed.
    
    ## Looking for KoboldCpp or KoboldAI United?
    If you are reading this message, you are on the page of the original KoboldAI software. Prefer using KoboldCpp with GGUF models and the latest API features? You can visit https://koboldai.org/cpp. Need support for newer models such as Llama based models using the Huggingface / Exllama (safetensors/pytorch) platforms? Check out KoboldAI's development version KoboldAI United at https://koboldai.org/united.
  • mediumabout#2
    Expand the repository description

    Why:

    CURRENT
    For GGUF support, see KoboldCPP: https://github.com/LostRuins/koboldcpp
    COPY-PASTE FIX
    A browser-based front-end for AI-assisted creative writing, interactive storytelling, and chatbot experiences, compatible with multiple local and remote AI models. Offers tools like Memory, World Info, and Adventure mode.

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
1 / 2
50% of queries surface KoboldAI/KoboldAI-Client
Avg rank
#4.0
Lower is better. #1 = top recommendation.
Share of voice
14%
Of all named tools, what % are you?
Top rival
Sudowrite
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Sudowrite · recommended 1×
  2. NovelAI · recommended 1×
  3. ChatGPT · recommended 1×
  4. Jasper · recommended 1×
  5. InferKit · recommended 1×
  • CATEGORY QUERY
    What are good browser-based tools for AI-assisted creative writing and interactive storytelling?
    you: not recommended
    AI recommended (in order):
    1. Sudowrite
    2. NovelAI
    3. ChatGPT
    4. Jasper
    5. InferKit
    6. AI Dungeon
    7. Playground AI

    AI recommended 7 alternatives but never named KoboldAI/KoboldAI-Client. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a versatile AI front-end for local models, supporting writing, adventure games, and chat?
    you: #4
    AI recommended (in order):
    1. LM Studio
    2. Ollama (ollama/ollama)
    3. Jan (jan-ai/jan)
    4. KoboldAI Lite (KoboldAI/KoboldAI-Client) ← you
    5. KoboldAI United (KoboldAI/KoboldAI-Client) ← you
    6. SillyTavern (SillyTavern/SillyTavern)
    7. Text Generation WebUI (oobabooga/text-generation-webui)
    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 KoboldAI/KoboldAI-Client?
    pass
    AI named KoboldAI/KoboldAI-Client explicitly

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

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