RRepoGEO

REPOGEO REPORT · LITE

AAswordman/Operit

Default branch main · commit 53a3e92b · scanned 5/31/2026, 6:02:03 PM

GitHub: 4,924 stars · 400 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 AAswordman/Operit, 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 README's opening to explicitly state "Android AI agent app" identity

    Why:

    CURRENT
    <h1>Operit AI - 智能助手应用</h1><p>📱 <b>移动端首个功能完备的AI智能助手应用，完全独立运行，拥有强大的工具调用能力</b> 📱</p>
    COPY-PASTE FIX
    <h1>Operit AI - 您的Android AI智能助手应用</h1><p>📱 <b>Operit AI 是专为Android设备设计的首个功能完备的AI智能助手应用，完全独立运行，提供强大的工具调用、深度搜索、工作流自动化和本地LLM执行能力。它是一个全能的AI助手APP，而非操作系统或终端模拟器。</b> 📱</p>
  • mediumtopics#2
    Add more specific topics for Android AI apps and local LLMs

    Why:

    CURRENT
    agent, ai, android, compose, kotlin, llama, llm, mnn, terminal
    COPY-PASTE FIX
    agent, ai, android, compose, kotlin, llama, llm, mnn, terminal, ai-assistant, android-app, on-device-ai, local-llm, mobile-ai
  • lowlicense#3
    Clarify existing license(s) in the README

    Why:

    COPY-PASTE FIX
    ## 📄 许可协议
本项目使用 [请在此处明确说明您的许可证类型，例如：自定义许可证，包含MIT和Apache-2.0条款] 许可。详情请参阅 `LICENSE` 文件。

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 AAswordman/Operit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Termux
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Termux · recommended 1×
  2. ggerganov/llama.cpp · recommended 1×
  3. ollama/ollama · recommended 1×
  4. mlc-ai/mlc-llm · recommended 1×
  5. go-skynet/LocalAI · recommended 1×
  • CATEGORY QUERY
    What's the best Android AI agent app supporting on-device LLM execution?
    you: not recommended
    AI recommended (in order):
    1. Termux
    2. llama.cpp (ggerganov/llama.cpp)
    3. ollama (ollama/ollama)
    4. MLC LLM (mlc-ai/mlc-llm)
    5. LocalAI (go-skynet/LocalAI)
    6. Docker
    7. Faraday
    8. LM Studio
    9. Proton
    10. Wine

    AI recommended 10 alternatives but never named AAswordman/Operit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an Android AI assistant with powerful tool integration and automation capabilities.
    you: not recommended
    AI recommended (in order):
    1. Tasker
    2. Macrodroid
    3. Bixby Routines
    4. IFTTT
    5. Google Assistant
    6. Voice Access

    AI recommended 6 alternatives but never named AAswordman/Operit. 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 AAswordman/Operit?
    pass
    AI named AAswordman/Operit explicitly

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

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