RRepoGEO

REPOGEO REPORT · LITE

WenXiaoWendy/cyberboss

Default branch main · commit 373ab17d · scanned 6/5/2026, 9:37:44 AM

GitHub: 783 stars · 73 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 WenXiaoWendy/cyberboss, 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 README H2 to explicitly state project category

    Why:

    CURRENT
    ## Cyberboss: a WeChat bridge for Codex and Claude Code
    COPY-PASTE FIX
    ## Cyberboss: Your AI Productivity Companion & WeChat Bridge for Codex and Claude Code
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["ai-assistant", "productivity", "wechat", "llm", "time-management", "journaling", "accountability", "codex", "claude-code"]
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    Add a link to the project's official website, documentation, or a dedicated landing page.

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 WenXiaoWendy/cyberboss
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Todoist
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Todoist · recommended 2×
  2. Zapier · recommended 2×
  3. Telegram · recommended 2×
  4. Slack · recommended 2×
  5. Trello · recommended 2×
  • CATEGORY QUERY
    AI assistant to manage daily schedule and provide proactive accountability via messaging apps?
    you: not recommended
    AI recommended (in order):
    1. Todoist
    2. IFTTT
    3. Zapier
    4. WhatsApp
    5. Telegram
    6. Slack
    7. Any.do
    8. Trello
    9. Butler
    10. ClickUp
    11. Microsoft Teams
    12. Google Calendar
    13. Google Chat
    14. Microsoft To Do
    15. Outlook
    16. Microsoft Power Automate

    AI recommended 16 alternatives but never named WenXiaoWendy/cyberboss. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to integrate large language models with chat platforms for personal time management and journaling?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. OpenAI API
    3. Slack
    4. Discord
    5. Telegram
    6. Anthropic Claude
    7. Google Gemini API
    8. Todoist
    9. Asana
    10. Trello
    11. Google Tasks
    12. Google Calendar
    13. Outlook Calendar
    14. Evernote
    15. Notion
    16. Obsidian
    17. Dropbox
    18. Google Drive
    19. Make
    20. Integromat
    21. Botpress
    22. Rasa
    23. ClickUp
    24. Microsoft To Do
    25. Day One
    26. WhatsApp Business API
    27. LangChain
    28. LlamaIndex
    29. Python
    30. Node.js
    31. Dropbox API
    32. Reflect Notes
    33. Mem.ai
    34. Superhuman
    35. Motion

    AI recommended 35 alternatives but never named WenXiaoWendy/cyberboss. 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 WenXiaoWendy/cyberboss?
    pass
    AI named WenXiaoWendy/cyberboss explicitly

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

  • If a team adopts WenXiaoWendy/cyberboss in production, what risks or prerequisites should they evaluate first?
    pass
    AI named WenXiaoWendy/cyberboss 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 WenXiaoWendy/cyberboss solve, and who is the primary audience?
    pass
    AI named WenXiaoWendy/cyberboss 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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MARKDOWN (README)
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WenXiaoWendy/cyberboss — 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