RRepoGEO

REPOGEO REPORT · LITE

lemonade-sdk/lemonade

Default branch main · commit aab55286 · scanned 6/20/2026, 3:04:35 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
    Add a clear disambiguation statement in the README's opening

    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.
    COPY-PASTE FIX
    ## 🍋 Lemonade: Refreshingly fast local AI Server (NOT an insurance or blockchain platform)

Lemonade is the local AI server and SDK that gives you the same capabilities as cloud APIs, except 100% free and private. It enables running the latest LLMs and multi-modal models for chat, coding, speech, and image generation directly on your own NPU and GPU.
  • mediumcomparison#2
    Add a comparison section to the README against top local AI server competitors

    Why:

    COPY-PASTE FIX
    ### Why Lemonade? How we compare to Ollama, LM Studio, and llama.cpp

Lemonade differentiates itself by offering [specific features like multi-modal support, auto-optimization for user's PC, specific API compatibility, embeddable SDK, etc.] that provide a comprehensive and flexible local AI solution.
  • lowabout#3
    Enhance the repository description with key functional terms

    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 is a local AI server and SDK that helps users discover and run optimized LLMs and multi-modal AI apps directly on their own GPUs and NPUs, offering a private, free alternative to cloud APIs. Join our discord: https://discord.gg/5xXzkMu8Zk

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

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source alternative to cloud LLM APIs for local execution.
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. Jan
    4. text-generation-webui (oobabooga/text-generation-webui)
    5. llama.cpp
    6. Hugging Face Transformers library

    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?

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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