RRepoGEO

REPOGEO REPORT · LITE

hexdocom/lemonai

Default branch main · commit 35e9cf70 · scanned 5/24/2026, 10:41:48 AM

GitHub: 1,524 stars · 314 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 hexdocom/lemonai, 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 Lemon AI's identity as a full-stack application, not a library/framework

    Why:

    CURRENT
    Lemon AI is the first Full-stack Open-source Self-Evolving General AI Agent, offering a fully local alternative to Agentic platforms like Manus & Genspark AI.
    COPY-PASTE FIX
    Lemon AI is the first Full-stack Open-source Self-Evolving General AI Agent, offering a fully local alternative to Agentic platforms like Manus & Genspark AI. Unlike AI *libraries* or *frameworks* (e.g., LangChain), Lemon AI is a complete, self-contained *application* built with Node.js and Vue.js, designed to run entirely on your local hardware.
  • mediumtopics#2
    Add specific topics for AI agent platforms and competitors

    Why:

    CURRENT
    agent, agentic-ai, ai, desktop, fullstack, genspark, javascript, llm, manus, nodejs, vue3
    COPY-PASTE FIX
    agent, agentic-ai, ai, desktop, fullstack, genspark, javascript, llm, manus, nodejs, vue3, autogpt, superagi, open-interpreter, babyagi, ai-agent-platform, local-ai-agent
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README (e.g., under a 'License' heading) clarifying the specific license(s) that apply to the project, as a LICENSE file is present but not a standard SPDX template.

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 hexdocom/lemonai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 1×
  2. BabyAGI · recommended 1×
  3. SuperAGI · recommended 1×
  4. GPT-Engineer · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source, self-evolving AI agent that runs entirely locally.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. SuperAGI
    4. GPT-Engineer
    5. LangChain

    AI recommended 5 alternatives but never named hexdocom/lemonai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are full-stack local AI agent platforms with integrated code execution environments?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter (KillianLucas/open-interpreter)
    2. AutoGPT (Significant-Gravitas/AutoGPT)
    3. AgentGPT (reworkd/AgentGPT)
    4. SuperAGI (SuperAGI/SuperAGI)
    5. LangChain (langchain-ai/langchain)
    6. LlamaIndex (run-llama/llama_index)

    AI recommended 6 alternatives but never named hexdocom/lemonai. 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 hexdocom/lemonai?
    pass
    AI named hexdocom/lemonai explicitly

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

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

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

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hexdocom/lemonai — 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