RRepoGEO

REPOGEO REPORT · LITE

quoroom-ai/room

Default branch main · commit 678d3092 · scanned 6/3/2026, 6:46:41 AM

GitHub: 783 stars · 24 forks

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 quoroom-ai/room, 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
    Add a clear, concise tagline under the README H1 to prevent miscategorization

    Why:

    CURRENT
    The current README H1 is `# Quoroom`, followed by "An open research project in autonomous agent collectives."
    COPY-PASTE FIX
    # Quoroom

**An open-source swarm intelligence engine for self-governing AI collectives.**
  • hightopics#2
    Expand topics with specific AI agent keywords and correct typos

    Why:

    CURRENT
    ai, automaton, claude, claudecode, giminiapi, linux, llm, macos, openclaw, windows
    COPY-PASTE FIX
    ai, automaton, claude, claudecode, gemini-api, linux, llm, macos, openai, windows, ai-agents, multi-agent-system, swarm-intelligence, autonomous-agents, agent-framework, local-llm, agentic-ai
  • mediumreadme#3
    Add a sentence to the 'Why Quoroom' section clarifying its unique position among AI agent frameworks

    Why:

    COPY-PASTE FIX
    Unlike general-purpose agent frameworks such as AutoGPT or LangChain, Quoroom specializes in earning-focused swarm intelligence, providing a complete engine for self-governing AI collectives that run locally via MCP, with optional cloud scaling.

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 quoroom-ai/room
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Significant-Gravitas/AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Significant-Gravitas/AutoGPT · recommended 1×
  2. reworkd/AgentGPT · recommended 1×
  3. yoheinakajima/babyagi · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. run-llama/llama_index · recommended 1×
  • CATEGORY QUERY
    How can I create a self-governing collective of AI agents for task execution?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. AgentGPT (reworkd/AgentGPT)
    3. BabyAGI (yoheinakajima/babyagi)
    4. LangChain (langchain-ai/langchain)
    5. LlamaIndex (run-llama/llama_index)
    6. OpenAI API
    7. Azure OpenAI Service
    8. Pinecone
    9. Weaviate (weaviate/weaviate)
    10. Qdrant (qdrant/qdrant)
    11. Docker (docker/docker-ce)
    12. Kubernetes (kubernetes/kubernetes)
    13. RabbitMQ (rabbitmq/rabbitmq-server)
    14. Apache Kafka (apache/kafka)

    AI recommended 14 alternatives but never named quoroom-ai/room. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source frameworks exist for local multi-agent AI systems on desktop OS?
    you: not recommended
    AI recommended (in order):
    1. Mesa (projectmesa/mesa)
    2. SPADE (spade-mas/spade)
    3. OpenSpiel (deepmind/open_spiel)
    4. PetriNet-Agent-Framework (PNAF) (PNAF/PNAF)
    5. AgentPy (agentpy/agentpy)

    AI recommended 5 alternatives but never named quoroom-ai/room. 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 quoroom-ai/room?
    pass
    AI did not name quoroom-ai/room — 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 quoroom-ai/room in production, what risks or prerequisites should they evaluate first?
    pass
    AI named quoroom-ai/room 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 quoroom-ai/room solve, and who is the primary audience?
    pass
    AI named quoroom-ai/room explicitly

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

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quoroom-ai/room — 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