RRepoGEO

REPOGEO REPORT · LITE

rullerzhou-afk/clawd-on-desk

Default branch main · commit 7f8e1333 · scanned 5/26/2026, 11:17:23 AM

GitHub: 2,964 stars · 312 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 rullerzhou-afk/clawd-on-desk, 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
    Clarify that Clawd is a desktop application and visual companion

    Why:

    CURRENT
    Clawd lives on your desktop and reacts to what your AI coding agent is doing — in real time. Start a long task, walk away, come back when the crab tells you it's done.
    COPY-PASTE FIX
    Clawd on Desk is a **desktop application** that brings a **pixel pet** to your screen, visually reacting in real-time to your AI coding agent's activity. It's a fun, interactive companion that lets you monitor long AI code generation tasks at a glance, so you know when to return.
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://clawd-on-desk.com
  • mediumtopics#3
    Expand topics to reinforce 'desktop app' and 'AI companion'

    Why:

    CURRENT
    claude-code, codex, copilot, cursor, desktop-pet, electron, gemini, pixel-art, svg-animation
    COPY-PASTE FIX
    claude-code, codex, copilot, cursor, desktop-pet, electron, gemini, pixel-art, svg-animation, desktop-app, gui-application, ai-companion, visual-feedback

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 rullerzhou-afk/clawd-on-desk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangSmith
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangSmith · recommended 1×
  2. OpenTelemetry · recommended 1×
  3. Jaeger · recommended 1×
  4. Grafana Tempo · recommended 1×
  5. WandB (Weights & Biases) · recommended 1×
  • CATEGORY QUERY
    How can I visually monitor the real-time activity of my AI coding assistant?
    you: not recommended
    AI recommended (in order):
    1. LangSmith
    2. OpenTelemetry
    3. Jaeger
    4. Grafana Tempo
    5. WandB (Weights & Biases)
    6. MLflow
    7. Plotly Dash
    8. Streamlit
    9. Grafana
    10. Apache Kafka
    11. RabbitMQ
    12. InfluxDB
    13. rich
    14. loguru

    AI recommended 14 alternatives but never named rullerzhou-afk/clawd-on-desk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a fun desktop companion to indicate progress of AI code generation tasks.
    you: not recommended
    AI recommended (in order):
    1. Clippy
    2. BonziBuddy
    3. Shimeji-EE
    4. Desktop Goose
    5. Neko
    6. Rainmeter

    AI recommended 6 alternatives but never named rullerzhou-afk/clawd-on-desk. 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 rullerzhou-afk/clawd-on-desk?
    pass
    AI named rullerzhou-afk/clawd-on-desk explicitly

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

  • If a team adopts rullerzhou-afk/clawd-on-desk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rullerzhou-afk/clawd-on-desk 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 rullerzhou-afk/clawd-on-desk solve, and who is the primary audience?
    pass
    AI did not name rullerzhou-afk/clawd-on-desk — 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

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rullerzhou-afk/clawd-on-desk — 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