RRepoGEO

REPOGEO REPORT · LITE

fiatrete/OpenDAN-Personal-AI-OS

Default branch main · commit f0bdd26b · scanned 5/13/2026, 2:41:42 AM

GitHub: 2,025 stars · 218 forks

AI VISIBILITY SCORE
27 /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
1 / 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 fiatrete/OpenDAN-Personal-AI-OS, 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 opening paragraph to clarify 'Personal AI OS'

    Why:

    CURRENT
    OpenDAN is an open source Personal AI OS , which consolidates various AI modules in one place for your personal use.
    COPY-PASTE FIX
    OpenDAN is an open source Personal AI OS, providing a unified, local-first platform to consolidate and orchestrate various AI modules and agents for your personal use, distinct from agent frameworks or home automation systems.
  • mediumtopics#2
    Refine repository topics to better reflect 'AI OS' positioning

    Why:

    CURRENT
    agent, ai, autogpt, llm, openai, os
    COPY-PASTE FIX
    ai, agent, llm, openai, os, ai-os, personal-ai, local-ai, ai-platform, ai-orchestration
  • mediumcomparison#3
    Add a 'Comparison' section to the README to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## OpenDAN: How We're Different
    
    OpenDAN is a Personal AI Operating System, not just an AI agent framework or a home automation platform.
    
    - **Vs. AI Agent Frameworks (e.g., LangChain, AutoGPT, CrewAI):** OpenDAN provides the underlying OS and infrastructure to *host* and *orchestrate* various AI modules and agents, including those built with frameworks like LangChain. We are the platform, not just a library for building agents.
    - **Vs. Home Automation Platforms (e.g., Home Assistant, Node-RED):** While OpenDAN can interact with smart devices, its core focus is on managing and unifying diverse AI models and agents for personal use, offering a dedicated environment for AI-driven tasks rather than general device control.
    - **Vs. Local AI Inference Engines (e.g., LocalAI):** OpenDAN integrates local AI inference capabilities as modules within its OS, but it extends beyond simple inference to provide a complete operating environment for personal AI.

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 fiatrete/OpenDAN-Personal-AI-OS
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. AutoGPT · recommended 1×
  3. CrewAI · recommended 1×
  4. Open Interpreter · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    How can I build and manage multiple personal AI agents for different tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGPT
    3. CrewAI
    4. Open Interpreter
    5. Haystack
    6. LlamaIndex
    7. Microsoft AutoGen

    AI recommended 7 alternatives but never named fiatrete/OpenDAN-Personal-AI-OS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source platform unifies diverse AI models and modules for personal use?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. Node-RED (node-red/node-red)
    3. OpenHAB (openhab/openhab-core)
    4. LocalAI (go-skynet/LocalAI)
    5. LangChain (langchain-ai/langchain)
    6. Gradio (gradio-app/gradio)
    7. Streamlit (streamlit/streamlit)

    AI recommended 7 alternatives but never named fiatrete/OpenDAN-Personal-AI-OS. 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 fiatrete/OpenDAN-Personal-AI-OS?
    pass
    AI did not name fiatrete/OpenDAN-Personal-AI-OS — 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?

  • If a team adopts fiatrete/OpenDAN-Personal-AI-OS in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fiatrete/OpenDAN-Personal-AI-OS 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 fiatrete/OpenDAN-Personal-AI-OS solve, and who is the primary audience?
    pass
    AI did not name fiatrete/OpenDAN-Personal-AI-OS — 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?

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