RRepoGEO

REPOGEO REPORT · LITE

skapadia3214/groq-moa

Default branch main · commit 29b2489d · scanned 5/30/2026, 1:28:00 AM

GitHub: 934 stars · 167 forks

AI VISIBILITY SCORE
28 /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
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 skapadia3214/groq-moa, 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
    multi-agent-system, llm, groq, streamlit, ai-demo, mixture-of-agents, interactive-ai, llm-framework
  • highreadme#2
    Strengthen the README's opening paragraph to emphasize its interactive framework nature

    Why:

    CURRENT
    This Streamlit application showcases the Mixture of Agents (MOA) architecture proposed by Together AI, powered by Groq LLMs. It allows users to interact with a configurable multi-agent system for enhanced AI-driven conversations.
    COPY-PASTE FIX
    This interactive Streamlit application provides a configurable framework to explore and visualize the Mixture of Agents (MOA) architecture, powered by Groq LLMs for ultra-fast, enhanced AI conversations. It allows users to interact with a configurable multi-agent system, offering real-time streaming and visualization of intermediate layer outputs, making it ideal for experimenting with multi-agent LLM systems.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://[your-deployed-streamlit-app-url]

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 skapadia3214/groq-moa
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CrewAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. CrewAI · recommended 2×
  2. LlamaIndex · recommended 2×
  3. LangChain · recommended 1×
  4. AutoGen · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    How to implement a multi-agent system for complex, enhanced AI conversations?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. LlamaIndex
    6. OpenAI Assistants API
    7. BabyAGI
    8. SuperAGI

    AI recommended 8 alternatives but never named skapadia3214/groq-moa. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an interactive framework to configure and visualize multi-agent LLM systems.
    you: not recommended
    AI recommended (in order):
    1. LangChain Playground
    2. MetaGPT
    3. AutoGen Studio
    4. CrewAI
    5. FlowiseAI
    6. LlamaIndex

    AI recommended 6 alternatives but never named skapadia3214/groq-moa. 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 skapadia3214/groq-moa?
    pass
    AI did not name skapadia3214/groq-moa — 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 skapadia3214/groq-moa in production, what risks or prerequisites should they evaluate first?
    pass
    AI named skapadia3214/groq-moa 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 skapadia3214/groq-moa solve, and who is the primary audience?
    pass
    AI named skapadia3214/groq-moa explicitly

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

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skapadia3214/groq-moa — 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