RRepoGEO

REPOGEO REPORT · LITE

lemonade-sdk/lemonade

Default branch main · commit aab55286 · scanned 6/20/2026, 3:04:04 AM

GitHub: 4,557 stars · 358 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
    Reposition README opening to clarify project identity

    Why:

    CURRENT
    ## 🍋 Lemonade: Refreshingly fast local AI

Lemonade is the local AI server that gives you the same capabilities as cloud APIs, except 100% free and private. Use the latest models for chat, coding, speech, and image generation on your own NPU and GPU.
    COPY-PASTE FIX
    ## 🍋 Lemonade: Refreshingly fast local AI

Lemonade is the local AI server that gives you the same capabilities as cloud APIs, except 100% free and private. **It is a standalone server and toolkit for local AI, not a client SDK for a remote platform or blockchain.** Use the latest models for chat, coding, speech, and image generation on your own NPU and GPU.
  • mediumreadme#2
    Add a 'Why Lemonade?' section highlighting key differentiators

    Why:

    COPY-PASTE FIX
    ### ✨ Why Lemonade?
*   **Cloud-like Capabilities, Local Privacy:** Get the power of cloud AI APIs (like OpenAI) directly on your hardware, ensuring 100% privacy and no data leaving your device.
*   **Broad API Compatibility:** Connect to hundreds of existing AI applications using standard OpenAI, Anthropic, and Ollama APIs.
*   **Optimized for Your Hardware:** Leverages your GPU and NPU (AMD, Intel, NVIDIA) for refreshingly fast LLM inference, chat, coding, speech, and image generation.
  • lowfaq#3
    Add a 'Frequently Asked Questions' section to address common misconceptions

    Why:

    COPY-PASTE FIX
    ### ❓ Frequently Asked Questions
*   **Is Lemonade an SDK for a remote platform or blockchain?** No, Lemonade is a standalone local AI server and toolkit. It runs entirely on your hardware and is not connected to any remote Lemonade service or blockchain.
*   **What does 'SDK' in `lemonade-sdk` refer to?** The `lemonade-sdk` organization name refers to our commitment to providing a comprehensive *Software Development Kit* for building and integrating local AI capabilities into your applications, rather than a client library for a remote service.

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
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. Hugging Face Transformers · recommended 1×
  5. bitsandbytes · recommended 1×
  • CATEGORY QUERY
    How to run large language models locally on my GPU for private AI applications?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. Hugging Face Transformers
    5. bitsandbytes
    6. AutoGPTQ
    7. AutoAWQ
    8. Llama.cpp
    9. NVIDIA TensorRT-LLM

    AI recommended 9 alternatives but never named lemonade-sdk/lemonade. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an optimized local AI server to leverage AMD GPUs and NPUs for LLM inference.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama (ollama/ollama)
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. llama.cpp (ggerganov/llama.cpp)
    5. AMD ROCm

    AI recommended 5 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?

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lemonade-sdk/lemonade — 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