RRepoGEO

REPOGEO REPORT · LITE

agents-io/PokeClaw

Default branch main · commit 936eca3e · scanned 6/5/2026, 10:07:34 AM

GitHub: 899 stars · 128 forks

AI VISIBILITY SCORE
28 /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
2 / 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 agents-io/PokeClaw, 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 explicit disclaimer about Pokémon association in README

    Why:

    COPY-PASTE FIX
    Note: PokeClaw is an on-device AI phone agent and is NOT related to Pokémon games or any Pokémon intellectual property.
  • highhomepage#2
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://agents-io.github.io/PokeClaw/
  • mediumreadme#3
    Strengthen README's opening to differentiate from ML frameworks and automation tools

    Why:

    COPY-PASTE FIX
    Unlike generic mobile machine learning frameworks or simple automation tools, PokeClaw is a full-fledged AI agent application designed to directly control your Android phone using local LLMs.

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 agents-io/PokeClaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TensorFlow Lite
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow Lite · recommended 2×
  2. ONNX Runtime · recommended 2×
  3. PyTorch Mobile · recommended 2×
  4. Tasker · recommended 1×
  5. AutoApps Plugins · recommended 1×
  • CATEGORY QUERY
    How can I automate my Android phone using a local AI agent?
    you: not recommended
    AI recommended (in order):
    1. Tasker
    2. AutoApps Plugins
    3. AutoInput
    4. AutoVoice
    5. AutoNotification
    6. AutoWeb
    7. Macrodroid
    8. Termux
    9. Python
    10. TensorFlow Lite
    11. ONNX Runtime
    12. Automate by LlamaLab
    13. Acode
    14. PyTorch Mobile

    AI recommended 14 alternatives but never named agents-io/PokeClaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source solution for on-device AI control of my Android device without cloud dependency.
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Lite
    2. PyTorch Mobile
    3. MediaPipe
    4. OpenCV
    5. ONNX Runtime
    6. ML Kit
    7. DeepSpeech

    AI recommended 7 alternatives but never named agents-io/PokeClaw. 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 agents-io/PokeClaw?
    pass
    AI named agents-io/PokeClaw explicitly

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

  • If a team adopts agents-io/PokeClaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name agents-io/PokeClaw — likely talking about a different project

    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 agents-io/PokeClaw solve, and who is the primary audience?
    pass
    AI named agents-io/PokeClaw 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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