RRepoGEO

REPOGEO REPORT · LITE

Skythinker616/gpt-assistant-android

Default branch master · commit 85c7c6d2 · scanned 6/10/2026, 12:31:54 PM

GitHub: 880 stars · 124 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
22 /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
1 / 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 Skythinker616/gpt-assistant-android, 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's opening to clarify as user-facing Android app

    Why:

    COPY-PASTE FIX
    This is a fully-featured, open-source Android application that brings a GPT assistant to your phone, ready for immediate use by end-users. It offers quick activation via volume keys, seamless voice interaction, networking capabilities, comprehensive document parsing (PDF, Office), and an experimental agent mode for advanced control.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://[your-project-homepage-url]
  • mediumtopics#3
    Add more specific topics to improve categorization

    Why:

    CURRENT
    accessibility, agent, android, assistant, chatgpt, free-gpt, gpt, gpt-4-vision, llm, markdown, vlm
    COPY-PASTE FIX
    accessibility, agent, android, android-app, assistant, chatgpt, document-parser, free-gpt, gpt, gpt-4-vision, llm, markdown, vlm, voice-assistant

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 Skythinker616/gpt-assistant-android
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Llama 3
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Llama 3 · recommended 2×
  2. PDFBox · recommended 2×
  3. Google Assistant SDK · recommended 1×
  4. Google Cloud Speech-to-Text · recommended 1×
  5. Dialogflow · recommended 1×
  • CATEGORY QUERY
    How to build an Android AI assistant with voice control and quick global access?
    you: not recommended
    AI recommended (in order):
    1. Google Assistant SDK
    2. Google Cloud Speech-to-Text
    3. Dialogflow
    4. Google Cloud Text-to-Speech
    5. Android's Accessibility Service API
    6. PocketSphinx
    7. Picovoice
    8. Rhino Speech-to-Intent
    9. Porcupine Wake Word
    10. Amazon Alexa Voice Service (AVS) Mobile Accessory Kit

    AI recommended 10 alternatives but never named Skythinker616/gpt-assistant-android. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source Android LLM assistant that can parse documents and act as an agent.
    you: not recommended
    AI recommended (in order):
    1. Llama.cpp
    2. Llama 3
    3. Mistral 7B Instruct
    4. PDFBox
    5. MLC LLM
    6. Apache TVM
    7. Mistral 7B
    8. Gemma
    9. ONNX Runtime
    10. Phi-3-mini
    11. Llama 3
    12. Hugging Face Transformers
    13. Optimum Mobile
    14. TinyLlama
    15. DistilBERT
    16. Mistral
    17. MediaPipe
    18. PDFBox
    19. Apache POI

    AI recommended 19 alternatives but never named Skythinker616/gpt-assistant-android. 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 Skythinker616/gpt-assistant-android?
    pass
    AI did not name Skythinker616/gpt-assistant-android — 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?

  • If a team adopts Skythinker616/gpt-assistant-android in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Skythinker616/gpt-assistant-android 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 Skythinker616/gpt-assistant-android solve, and who is the primary audience?
    pass
    AI did not name Skythinker616/gpt-assistant-android — 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?

Embed your GEO score

Drop this badge into the README of Skythinker616/gpt-assistant-android. 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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Pro

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Skythinker616/gpt-assistant-android — 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