RRepoGEO

REPOGEO REPORT · LITE

unitedbyai/droidclaw

Default branch main · commit c7c99193 · scanned 5/17/2026, 3:27:06 AM

GitHub: 1,448 stars · 212 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 unitedbyai/droidclaw, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    android, ai-agent, mobile-automation, natural-language-processing, llm, adb, accessibility, ui-automation
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of the MIT License.
  • mediumreadme#3
    Enhance README intro with explicit AI agent differentiation

    Why:

    CURRENT
    # droidclaw

> an ai agent that controls your android phone. give it a goal in plain english — it figures what to tap, type, and swipe.
    COPY-PASTE FIX
    # droidclaw

> an ai agent that controls your android phone. give it a goal in plain english — it figures what to tap, type, and swipe. Unlike traditional Android automation tools, DroidClaw leverages large language models to understand screens and execute goals via natural language, eliminating the need for APIs or predefined flows.

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 unitedbyai/droidclaw
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. AutoInput · recommended 2×
  3. AutoVoice · recommended 2×
  4. Voice Access · recommended 2×
  5. AutoApps · recommended 1×
  • CATEGORY QUERY
    How can I automate complex tasks on an Android phone using AI agents?
    you: not recommended
    AI recommended (in order):
    1. Tasker
    2. AutoApps
    3. AutoInput
    4. AutoNotification
    5. AutoWeb
    6. AutoVoice
    7. Macrodroid
    8. Termux
    9. termux-api
    10. IFTTT
    11. Voice Access
    12. ML Kit
    13. TensorFlow Lite

    AI recommended 13 alternatives but never named unitedbyai/droidclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to control mobile apps with natural language without needing APIs.
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. appium-vision
    3. OpenCV
    4. Voice Access
    5. Voice Control
    6. Tasker
    7. AutoInput
    8. AutoVoice
    9. UI Automator
    10. XCUITest
    11. SeeTest Digital Assurance Platform

    AI recommended 11 alternatives but never named unitedbyai/droidclaw. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 unitedbyai/droidclaw?
    pass
    AI named unitedbyai/droidclaw explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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unitedbyai/droidclaw — 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