RRepoGEO

REPOGEO REPORT · LITE

marshallrichards/ClawPhone

Default branch main · commit b224a589 · scanned 6/8/2026, 6:48:07 AM

GitHub: 535 stars · 57 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 marshallrichards/ClawPhone, 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 the README H1 and opening paragraph to clarify "AI agents" and "Android smartphone"

    Why:

    CURRENT
    # ClawPhone | AgentPhone

Scripts, tweaks, and notes for running agent CLIs on Android phones through Termux.
    COPY-PASTE FIX
    # ClawPhone | AgentPhone: Run AI Agents on Android Smartphones

Scripts, tweaks, and notes for running generative AI agent CLIs (like OpenClaw, Claude Code, Codex, Hermes Agent, and more) directly on Android phones through Termux.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, android, termux, cli, generative-ai, mobile-development, openclaw, claude-code, codex, hermes-agent
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Choose and add a standard open-source license file (e.g., MIT, Apache-2.0, GPL-3.0) to the repository root.

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 marshallrichards/ClawPhone
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. UserLAnd · recommended 1×
  3. Pydroid 3 · recommended 1×
  4. AidLux · recommended 1×
  5. Kivy · recommended 1×
  • CATEGORY QUERY
    How can I run AI agent command-line interfaces directly on an Android smartphone?
    you: not recommended
    AI recommended (in order):
    1. Termux
    2. UserLAnd
    3. Pydroid 3
    4. AidLux
    5. Kivy

    AI recommended 5 alternatives but never named marshallrichards/ClawPhone. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best methods to deploy generative AI tools on a mobile Linux environment?
    you: not recommended
    AI recommended (in order):
    1. ONNX Runtime (microsoft/onnxruntime)
    2. TensorFlow Lite (tensorflow/tensorflow)
    3. PyTorch Mobile (pytorch/pytorch)
    4. OpenVINO Toolkit (openvinotoolkit/openvino)
    5. GGML (ggerganov/ggml)
    6. llama.cpp (ggerganov/llama.cpp)
    7. Apache TVM (apache/tvm)
    8. Google Coral Edge TPU (google-coral/edgetpu)

    AI recommended 8 alternatives but never named marshallrichards/ClawPhone. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 marshallrichards/ClawPhone?
    pass
    AI named marshallrichards/ClawPhone explicitly

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

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