RRepoGEO

REPOGEO REPORT · LITE

omnimind-ai/OpenOmniBot

Default branch main · commit 3233272b · scanned 5/20/2026, 2:02:48 PM

GitHub: 1,444 stars · 46 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)

2 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 omnimind-ai/OpenOmniBot, 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 differentiate from generic automation tools

    Why:

    CURRENT
    > Unlike traditional mobile AI chat apps, OpenOmniBot runs directly on your device and can operate your Android phone like a human, including apps, gestures, and system settings.
    COPY-PASTE FIX
    > Unlike traditional mobile AI chat apps or simple automation scripts, OpenOmniBot runs directly on your device and can operate your Android phone like a human, including apps, gestures, and system settings, leveraging advanced AI to understand context and make decisions.
  • mediumtopics#2
    Add more specific AI agent and mobile control topics

    Why:

    CURRENT
    agent, ai, alpine, android, automation, bot, claw, codex, gui, linux, on-device, skills
    COPY-PASTE FIX
    agent, ai, alpine, android, automation, bot, claw, codex, gui, linux, on-device, skills, mobile-ai-agent, android-ai-control, ai-assistant-android
  • mediumlicense#3
    Clarify license details in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, for example: '## License
This project's licensing details are available in the LICENSE file. It is not a standard SPDX license, please review the file for specific terms and conditions.'

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 omnimind-ai/OpenOmniBot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tasker
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Tasker · recommended 2×
  2. Appium · recommended 2×
  3. UI Automator · recommended 2×
  4. AutoInput · recommended 1×
  5. MacroDroid · recommended 1×
  • CATEGORY QUERY
    How can I automate Android tasks using an on-device AI agent?
    you: not recommended
    AI recommended (in order):
    1. Tasker
    2. AutoInput
    3. Appium
    4. UI Automator
    5. MacroDroid
    6. Termux
    7. uiautomator2
    8. adb
    9. Auto.js

    AI recommended 9 alternatives but never named omnimind-ai/OpenOmniBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow AI to interact with and control applications on an Android phone?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. UI Automator
    3. ADB
    4. Frida
    5. Tasker
    6. OpenSTF

    AI recommended 6 alternatives but never named omnimind-ai/OpenOmniBot. 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 omnimind-ai/OpenOmniBot?
    pass
    AI named omnimind-ai/OpenOmniBot explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of omnimind-ai/OpenOmniBot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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omnimind-ai/OpenOmniBot — 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