RRepoGEO

REPOGEO REPORT · LITE

tiann/hapi

Default branch main · commit 60af9835 · scanned 5/13/2026, 1:46:45 PM

GitHub: 3,962 stars · 430 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 tiann/hapi, 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
  • highabout#1
    Update the repository description to clearly state its function as a remote management tool

    Why:

    CURRENT
    App for Claude Code / Codex / Gemini / OpenCode, vibe coding anytime, anywhere
    COPY-PASTE FIX
    Remotely manage and control local AI coding assistant sessions (Claude Code, Codex, Gemini, OpenCode) via Web, PWA, or Telegram Mini App.
  • hightopics#2
    Expand repository topics to include broader categories and specific functionalities

    Why:

    CURRENT
    app, claude-code, codex, gemini-cli, opencode, remote-control
    COPY-PASTE FIX
    app, claude-code, codex, gemini-cli, opencode, remote-control, ai-assistant, coding-assistant, remote-development, developer-tools, pwa, telegram-mini-app, unified-workflow, session-management
  • mediumreadme#3
    Reinforce the core value proposition and category in the README's opening sentence

    Why:

    CURRENT
    Run official Claude Code / Codex / Gemini / OpenCode sessions locally and control them remotely through a Web / PWA / Telegram Mini App.
    COPY-PASTE FIX
    HAPI is a remote management and control tool that lets you run official Claude Code / Codex / Gemini / OpenCode sessions locally and control them remotely through a Web / PWA / Telegram Mini App.

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 tiann/hapi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VS Code Remote Development
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. VS Code Remote Development · recommended 1×
  2. Remote - SSH · recommended 1×
  3. Remote - Tunnels · recommended 1×
  4. Remote - Containers · recommended 1×
  5. JupyterLab · recommended 1×
  • CATEGORY QUERY
    How to remotely manage and control my local AI coding assistant sessions?
    you: not recommended
    AI recommended (in order):
    1. VS Code Remote Development
    2. Remote - SSH
    3. Remote - Tunnels
    4. Remote - Containers
    5. JupyterLab
    6. Jupyter Notebook
    7. TeamViewer
    8. AnyDesk
    9. SSH
    10. Tmux
    11. GNU Screen
    12. Ngrok
    13. Cloudflare Tunnel
    14. Tailscale
    15. ZeroTier
    16. VNC
    17. RDP

    AI recommended 17 alternatives but never named tiann/hapi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to unify different AI coding agents with remote access capabilities.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Universe
    2. Ray (ray-project/ray)
    3. Kubernetes (kubernetes/kubernetes)
    4. MLflow (mlflow/mlflow)
    5. Apache Mesos (apache/mesos)
    6. Ansible (ansible/ansible)
    7. Terraform (hashicorp/terraform)
    8. Flask (pallets/flask)
    9. Django (django/django)

    AI recommended 9 alternatives but never named tiann/hapi. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 tiann/hapi?
    pass
    AI named tiann/hapi explicitly

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

  • If a team adopts tiann/hapi in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tiann/hapi 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 tiann/hapi solve, and who is the primary audience?
    pass
    AI named tiann/hapi 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
  • Prioritized action items8 vs 3 in Lite