RRepoGEO

REPOGEO REPORT · LITE

yayasoumah/pocket-server

Default branch main · commit 10854b5e · scanned 6/3/2026, 12:31:19 PM

GitHub: 837 stars · 64 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 yayasoumah/pocket-server, 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 specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, mobile-os, agent-runtime, local-first, developer-tools, cli, websocket, http-api
  • highreadme#2
    Clarify the README's opening sentence to emphasize its unique 'mobile OS for AI agents' role

    Why:

    CURRENT
    Pocket Server is the local runtime of Pocket — the mobile operating system for AI agents. It runs on your machine and exposes HTTP + WebSocket APIs so your phone can host, control, and collaborate with agents against your codebase in real time.
    COPY-PASTE FIX
    Pocket Server is the local runtime for Pocket, the mobile operating system designed specifically for AI agents. It transforms your machine into a powerful, secure host, exposing HTTP + WebSocket APIs that enable your phone to seamlessly host, control, and collaborate with AI agents against your codebase in real time.
  • mediumreadme#3
    Add a 'Why Pocket Server?' section to explicitly state its core differentiators

    Why:

    COPY-PASTE FIX
    ## Why Pocket Server?

Unlike generic remote access tools (like SSH or Termux) or web-based AI interfaces (like Gradio or Streamlit), Pocket Server provides a dedicated, local-first operating system for AI agents. It uniquely integrates a native mobile terminal, file system, and editor directly with your codebase, enabling real-time, secure, and touch-optimized interaction with your agents from your phone. We focus on OS-like primitives for agents, ensuring deep integration and a seamless mobile experience.

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 yayasoumah/pocket-server
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. SSH · recommended 1×
  3. Mosh · recommended 1×
  4. Jupyter Notebook · recommended 1×
  5. Microsoft Remote Desktop · recommended 1×
  • CATEGORY QUERY
    How can I manage and interact with local AI coding agents from my mobile phone?
    you: not recommended
    AI recommended (in order):
    1. Termux
    2. SSH
    3. Mosh
    4. Jupyter Notebook
    5. Microsoft Remote Desktop
    6. VNC Viewer
    7. AnyDesk
    8. TeamViewer
    9. GitHub Codespaces
    10. Gitpod
    11. LangChain
    12. LlamaIndex
    13. Streamlit
    14. Gradio
    15. JupyterLab

    AI recommended 15 alternatives but never named yayasoumah/pocket-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow me to host a personal AI agent runtime with a mobile-friendly interface?
    you: not recommended
    AI recommended (in order):
    1. Gradio (gradio-app/gradio)
    2. Hugging Face Spaces
    3. Streamlit (streamlit/streamlit)
    4. Streamlit Community Cloud
    5. Flask (pallets/flask)
    6. Vue.js (vuejs/core)
    7. Vuetify (vuetifyjs/vuetify)
    8. Quasar (quasarframework/quasar)
    9. React (facebook/react)
    10. Material-UI (mui/material-ui)
    11. Ant Design Mobile (ant-design/ant-design-mobile)
    12. Bootstrap (twbs/bootstrap)
    13. Jinja2 (pallets/jinja)
    14. Django (django/django)
    15. Django REST Framework (encode/django-rest-framework)
    16. FastAPI (tiangolo/fastapi)

    AI recommended 16 alternatives but never named yayasoumah/pocket-server. 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 yayasoumah/pocket-server?
    pass
    AI did not name yayasoumah/pocket-server — 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 yayasoumah/pocket-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yayasoumah/pocket-server 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 yayasoumah/pocket-server solve, and who is the primary audience?
    pass
    AI named yayasoumah/pocket-server explicitly

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

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yayasoumah/pocket-server — 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