RRepoGEO

REPOGEO REPORT · LITE

fiatrete/OpenDAN-Personal-AI-OS

Default branch main · commit f0bdd26b · scanned 6/23/2026, 11:26:53 AM

GitHub: 2,040 stars · 219 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
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 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 sentence to emphasize 'Personal AI Operating System'

    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 a foundational **Personal AI Operating System (AIOS)**, designed to unify and manage diverse AI modules and agents locally, putting you in full control of your personal AI ecosystem.
  • mediumtopics#2
    Add more specific topics to highlight its 'system' and 'local-first' nature

    Why:

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

    Why:

    COPY-PASTE FIX
    ## Comparison with Other AI Tools

OpenDAN stands apart from common AI tools and frameworks in several key ways:

-   **Not just a library (vs. LangChain, LlamaIndex, OpenAI API):** While OpenDAN integrates and utilizes various AI models and libraries, it is fundamentally an *operating system* for personal AI. It provides a unified environment for managing, orchestrating, and deploying AI agents and modules, rather than just offering tools to build individual components.

-   **Not just for smart home automation (vs. Home Assistant, OpenHAB):** While OpenDAN agents *can* interact with smart home devices, its scope is much broader. It's a general-purpose personal AI OS designed for creating diverse agents (butlers, tutors, companions) and integrating with various services, not solely focused on home automation.

-   **Local-first and user-controlled:** OpenDAN prioritizes local execution and user privacy, giving you full control over your data and AI agents, unlike many cloud-dependent solutions.

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. LlamaIndex · recommended 1×
  3. OpenAI API · recommended 1×
  4. GPT-4 · recommended 1×
  5. GPT-3.5 Turbo · recommended 1×
  • CATEGORY QUERY
    How can I build a personal AI assistant that integrates multiple AI models and services?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. GPT-4
    5. GPT-3.5 Turbo
    6. DALL-E
    7. Whisper
    8. Hugging Face Transformers
    9. Vertex AI
    10. Gemini
    11. Microsoft Azure AI Services
    12. Azure OpenAI Service
    13. Cognitive Services
    14. Azure Machine Learning
    15. Pinecone
    16. Weaviate
    17. Chroma

    AI recommended 17 alternatives but never named fiatrete/OpenDAN-Personal-AI-OS. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source framework allows creating autonomous AI agents for smart home automation?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. AppDaemon (AppDaemon/AppDaemon)
    3. Node-RED (node-red/node-red)
    4. OpenHAB (openhab/openhab-core)
    5. FHEM
    6. Mycroft AI (MycroftAI/mycroft-core)
    7. Eclipse SmartHome (eclipse/smarthome)

    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 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?

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fiatrete/OpenDAN-Personal-AI-OS — 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