RRepoGEO

REPOGEO REPORT · LITE

FerroxLabs/wayland

Default branch main · commit bd959fe5 · scanned 6/25/2026, 6:52:03 PM

GitHub: 503 stars · 84 forks

AI VISIBILITY SCORE
35 /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
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 FerroxLabs/wayland, 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 clarify the repo's domain

    Why:

    COPY-PASTE FIX
    ai-agent, local-ai, llm-orchestration, desktop-app, cli-manager, rust
  • highreadme#2
    Add a clear disambiguation and category statement to the README intro

    Why:

    CURRENT
    <p align="center"><b>Plan, build, and ship anything from one place.</b> &nbsp;<i>One agent. Every agent.</i><br/>Wayland is a local-first desktop AI agent that runs on your machine and drives Claude Code, Codex, Gemini, Qwen, Goose and a dozen more from one command center. Your keys, your files, your shell. Stop juggling five CLIs.</p>
    COPY-PASTE FIX
    <p align="center"><b>Plan, build, and ship anything from one place.</b> &nbsp;<i>One agent. Every agent.</i><br/>**Note: This project, FerroxLabs/Wayland, is an AI agent orchestration platform, not related to the Wayland display server protocol.**<br/>Wayland is a local-first desktop AI agent that runs on your machine and drives Claude Code, Codex, Gemini, Qwen, Goose and a dozen more from one command center. Your keys, your files, your shell. Stop juggling five CLIs.</p>
  • mediumhomepage#3
    Add the project homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://getwayland.com

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 FerroxLabs/wayland
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Electron
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Electron · recommended 1×
  2. Node.js · recommended 1×
  3. PyQt · recommended 1×
  4. PySide · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple local AI model CLIs from a single desktop application?
    you: not recommended
    AI recommended (in order):
    1. Electron
    2. Node.js
    3. PyQt
    4. PySide
    5. Python
    6. Go
    7. fyne
    8. webview
    9. Rust
    10. egui
    11. iced
    12. Tauri
    13. Flask
    14. Django
    15. Express

    AI recommended 15 alternatives but never named FerroxLabs/wayland. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a local-first desktop AI agent for personal machine execution and model orchestration.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. LocalAI
    5. FlowiseAI
    6. LangChain
    7. AutoGPT

    AI recommended 7 alternatives but never named FerroxLabs/wayland. 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 FerroxLabs/wayland?
    pass
    AI named FerroxLabs/wayland explicitly

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

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