RRepoGEO

REPOGEO REPORT · LITE

rhymes-ai/Aria

Default branch main · commit 9b25fecb · scanned 6/19/2026, 11:32:42 PM

GitHub: 1,088 stars · 86 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 rhymes-ai/Aria, 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 H1 introduction to clarify model type and scope

    Why:

    CURRENT
    Aria is a multimodal native MoE model.
    COPY-PASTE FIX
    Aria is a state-of-the-art open multimodal native Mixture-of-Experts (MoE) foundation model, excelling in video and long document understanding.
  • mediumreadme#2
    Emphasize multimodal chat and dialog capabilities in README

    Why:

    COPY-PASTE FIX
    Add the following as a new bullet point under 'It features:' in the Introduction: '- Optimized for open-ended and multi-round multimodal dialogs with enhanced reliability and multi-lingual support (via Aria-Chat).'
  • lowhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://[YOUR_PROJECT_HOMEPAGE_URL_HERE]

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 rhymes-ai/Aria
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GPT-4o
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GPT-4o · recommended 1×
  2. Gemini 1.5 Pro · recommended 1×
  3. Claude 3 Opus/Sonnet · recommended 1×
  4. Llama 3 · recommended 1×
  5. LLaVA · recommended 1×
  • CATEGORY QUERY
    What are the best multimodal models for understanding video and long documents?
    you: not recommended
    AI recommended (in order):
    1. GPT-4o
    2. Gemini 1.5 Pro
    3. Claude 3 Opus/Sonnet
    4. Llama 3
    5. LLaVA
    6. InternVL-Chat-V1.5
    7. Qwen-VL-Max

    AI recommended 7 alternatives but never named rhymes-ai/Aria. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking efficient mixture-of-experts models for multimodal chat and interactive dialog systems.
    you: not recommended
    AI recommended (in order):
    1. Mixtral 8x7B
    2. Google's Switch Transformers
    3. DeepMind's GLaM (Generalist Language Model)
    4. OpenAI's GPT-4
    5. Microsoft's MegaBlocks
    6. Hugging Face Transformers Library

    AI recommended 6 alternatives but never named rhymes-ai/Aria. 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 rhymes-ai/Aria?
    pass
    AI named rhymes-ai/Aria explicitly

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

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

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

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rhymes-ai/Aria — 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