RRepoGEO

REPOGEO REPORT · LITE

sandroandric/AgentHandover

Default branch main · commit a72bfe6c · scanned 5/22/2026, 12:22:12 PM

GitHub: 921 stars · 50 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 sandroandric/AgentHandover, 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 for AI agent skill learning and desktop automation

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, llm-agents, desktop-automation, workflow-automation, skill-learning, macos-automation, generative-ai, human-in-the-loop
  • highabout#2
    Clarify the project description to emphasize desktop action learning for AI agents

    Why:

    CURRENT
    What if OpenClaw, Claude Code, Codex etc. knew how to do your work without you saying it? AgentHandover observes you, learns and teaches your agents with self-improving skills.
    COPY-PASTE FIX
    AgentHandover observes your desktop actions on Mac, learns your workflows, and teaches AI agents (like Claude Code, OpenClaw, Codex) to execute self-improving skills without you saying it.
  • mediumreadme#3
    Add a sentence to the README introduction to differentiate from traditional RPA

    Why:

    CURRENT
    AgentHandover watches how you work on your Mac, turns your workflows into reusable **Skills**, and lets agents like **Claude Code**, **OpenClaw**, **Hermes**, **Codex**, or any MCP-compatible tool execute them the way you do it.
    COPY-PASTE FIX
    AgentHandover watches how you work on your Mac, turns your workflows into reusable **Skills**, and lets agents like **Claude Code**, **OpenClaw**, **Hermes**, **Codex**, or any MCP-compatible tool execute them the way you do it. Unlike traditional Robotic Process Automation (RPA), AgentHandover focuses specifically on empowering advanced AI agents with learned human skills, rather than just automating tasks.

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 sandroandric/AgentHandover
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Power Automate Desktop
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Power Automate Desktop · recommended 2×
  2. Zapier · recommended 1×
  3. Make · recommended 1×
  4. OpenAI's GPT models · recommended 1×
  5. AI Builder · recommended 1×
  • CATEGORY QUERY
    How can I automate my daily computer tasks by teaching an AI agent?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. Make
    3. OpenAI's GPT models
    4. Microsoft Power Automate Desktop
    5. AI Builder
    6. AutoGPT
    7. BabyAGI
    8. GPT-4
    9. Python
    10. Selenium
    11. Playwright
    12. pyautogui
    13. OpenAI API
    14. Anthropic Claude
    15. Google Gemini
    16. LangChain
    17. Taskade
    18. Notion AI

    AI recommended 18 alternatives but never named sandroandric/AgentHandover. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to record desktop actions and convert them into AI agent skills?
    you: not recommended
    AI recommended (in order):
    1. Robocorp Lab/Assistant
    2. UIPath Studio/StudioX
    3. Microsoft Power Automate Desktop
    4. Automation Anywhere Enterprise A2019/Automation 360
    5. Tricentis Tosca
    6. PyAutoGUI (asweigart/pyautogui)
    7. AutoHotkey (AutoHotkey/AutoHotkey)

    AI recommended 7 alternatives but never named sandroandric/AgentHandover. 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 sandroandric/AgentHandover?
    pass
    AI named sandroandric/AgentHandover explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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