RRepoGEO

REPOGEO REPORT · LITE

dimensionalOS/dimos

Default branch main · commit c988622e · scanned 6/20/2026, 4:12:12 AM

GitHub: 3,526 stars · 702 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
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 dimensionalOS/dimos, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    robotics, multi-agent-systems, natural-language-processing, python, hardware-control, operating-system, agents, ai, physical-space, drones, humanoids, quadruped-robots, sdk, no-ros
  • highreadme#2
    Add explicit clarification to README intro about its robotics focus

    Why:

    CURRENT
    Dimensional is the modern operating system for generalist robotics. We are setting the next-generation SDK standard, integrating with the majority of robot manufacturers.
    COPY-PASTE FIX
    Dimensional is the modern operating system for generalist robotics, designed specifically for physical space and hardware platforms, not general-purpose computing. We are setting the next-generation SDK standard, integrating with the majority of robot manufacturers.
  • mediumlicense#3
    Clarify the repository's license in the README

    Why:

    COPY-PASTE FIX
    This project is released under the terms specified in the LICENSE file, which includes [mention specific licenses if known, or state it's a custom license].

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 dimensionalOS/dimos
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SPADE
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SPADE · recommended 2×
  2. ROS (Robot Operating System) · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. spaCy · recommended 1×
  5. NLTK · recommended 1×
  • CATEGORY QUERY
    How can I program physical robots using natural language and multi-agent systems?
    you: not recommended
    AI recommended (in order):
    1. ROS (Robot Operating System)
    2. Hugging Face Transformers
    3. spaCy
    4. NLTK
    5. JaCaMo
    6. SPADE
    7. OpenAI API
    8. Google Cloud Dialogflow
    9. Google Cloud Natural Language API
    10. Universal Robots Polyscope SDK
    11. Franka Emika Panda SDK
    12. Boston Dynamics Spot SDK
    13. Azure Bot Service
    14. Azure Cognitive Services (LUIS)
    15. Azure Logic Apps
    16. Azure Functions
    17. BehaviorTree.CPP
    18. py_trees
    19. NVIDIA Isaac Sim

    AI recommended 19 alternatives but never named dimensionalOS/dimos. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python framework to build multi-agent robot applications, avoiding ROS complexity.
    you: not recommended
    AI recommended (in order):
    1. Mesa
    2. SPADE
    3. Pyro4
    4. Dask.distributed
    5. Faust
    6. OpenSpiel

    AI recommended 6 alternatives but never named dimensionalOS/dimos. 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 dimensionalOS/dimos?
    pass
    AI named dimensionalOS/dimos explicitly

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

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

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

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dimensionalOS/dimos — 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