RRepoGEO

REPOGEO REPORT · LITE

lemonade-sdk/lemonade

Default branch main · commit ee696325 · scanned 5/10/2026, 4:37:07 AM

GitHub: 3,877 stars · 291 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 lemonade-sdk/lemonade, 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
    Clarify project identity in README H1 to prevent name collision

    Why:

    CURRENT
    ## 🍋 Lemonade: Refreshingly fast local AI
    COPY-PASTE FIX
    ## 🍋 Lemonade: Refreshingly fast local AI Server (for GPUs/NPUs, not an insurance or Web3 SDK)
  • mediumabout#2
    Add disambiguation to the repository description

    Why:

    CURRENT
    Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk
    COPY-PASTE FIX
    Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. This project is a local AI server, not an insurance or Web3 SDK. Join our discord: https://discord.gg/5xXzkMu8Zk
  • lowtopics#3
    Add more specific local AI serving topics

    Why:

    CURRENT
    ai, amd, genai, gpu, llama, llm, llm-inference, local-server, mcp, mcp-server, mistral, npu, onnxruntime, openai-api, qwen, radeon, rocm, ryzen, vulkan
    COPY-PASTE FIX
    ai, amd, genai, gpu, llama, llm, llm-inference, local-server, mcp, mcp-server, mistral, npu, onnxruntime, openai-api, qwen, radeon, rocm, ryzen, vulkan, local-llm, local-ai, ai-server, model-serving, inference-server

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 lemonade-sdk/lemonade
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 1×
  2. LM Studio · recommended 1×
  3. oobabooga/text-generation-webui · recommended 1×
  4. llama.cpp · recommended 1×
  5. Hugging Face `Transformers` Library · recommended 1×
  • CATEGORY QUERY
    How can I run large language models on my local GPU for privacy?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. llama.cpp
    5. Hugging Face `Transformers` Library
    6. vLLM

    AI recommended 6 alternatives but never named lemonade-sdk/lemonade. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a local server to serve AI models with an OpenAI-compatible API.
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. vLLM (vllm-project/vllm)
    3. LocalAI (go-skynet/LocalAI)
    4. Llama.cpp (ggerganov/llama.cpp)
    5. TGI (Text Generation Inference) (huggingface/text-generation-inference)
    6. FastChat (lm-sys/FastChat)

    AI recommended 6 alternatives but never named lemonade-sdk/lemonade. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 lemonade-sdk/lemonade?
    pass
    AI named lemonade-sdk/lemonade explicitly

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

  • If a team adopts lemonade-sdk/lemonade in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lemonade-sdk/lemonade 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 lemonade-sdk/lemonade solve, and who is the primary audience?
    pass
    AI named lemonade-sdk/lemonade 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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  • Brand-free category queries5 vs 2 in Lite
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