RRepoGEO

REPOGEO REPORT · LITE

OtterMind/youclaw

Default branch main · commit c40d840e · scanned 6/12/2026, 4:27:04 PM

GitHub: 717 stars · 167 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 OtterMind/youclaw, 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 the README's core identity statement

    Why:

    CURRENT
    <p align="center"> <strong>Desktop AI Assistant powered by a multi-provider coding agent runtime</strong> </p>
    COPY-PASTE FIX
    <p align="center"> <strong>YouClaw is your intelligent AI Personal Assistant and Desktop AI Agent, powered by a multi-provider coding agent runtime, designed with memory, skills, and scheduled tasks to truly understand and help you tackle everything in work and life.</strong> </p>
  • mediumtopics#2
    Expand repository topics with relevant keywords

    Why:

    CURRENT
    ai, ai-agent, claude, claude-code, openclaw
    COPY-PASTE FIX
    ai, ai-agent, claude, claude-code, openclaw, personal-assistant, desktop-assistant, productivity, task-management, ai-memory, ai-scheduling
  • mediumreadme#3
    Add a 'Use Cases' section to the README

    Why:

    COPY-PASTE FIX
    ## Use Cases

*   **Automate daily routines:** Schedule agents to summarize emails, manage your calendar, or prepare daily briefings.
*   **Coding assistance & project management:** Utilize coding agents for debugging, generating code snippets, or automating development workflows.
*   **Information gathering & synthesis:** Leverage browser automation to collect data from multiple sources and synthesize reports.

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 OtterMind/youclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT Plus
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT Plus · recommended 1×
  2. Zapier · recommended 1×
  3. IFTTT · recommended 1×
  4. Mem.ai · recommended 1×
  5. Notion AI · recommended 1×
  • CATEGORY QUERY
    Looking for an intelligent personal AI assistant with memory and task scheduling capabilities.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus
    2. Zapier
    3. IFTTT
    4. Mem.ai
    5. Notion AI
    6. Siri
    7. Google Assistant

    AI recommended 7 alternatives but never named OtterMind/youclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best desktop AI agents for managing daily tasks and providing coding assistance?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Supermaven
    3. GitHub Copilot
    4. Tabnine
    5. Raycast AI
    6. ChatGPT Desktop App

    AI recommended 6 alternatives but never named OtterMind/youclaw. 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 OtterMind/youclaw?
    pass
    AI named OtterMind/youclaw explicitly

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

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