RRepoGEO

REPOGEO REPORT · LITE

nuwax-ai/nuwax

Default branch main · commit 78f123cc · scanned 6/8/2026, 7:46:56 PM

GitHub: 779 stars · 157 forks

AI VISIBILITY SCORE
40 /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
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 nuwax-ai/nuwax, 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 H1 to specify category and deployment model

    Why:

    CURRENT
    # Nuwax

Nuwax AI - Easily build and deploy your private Agentic AI solutions.
    COPY-PASTE FIX
    # Nuwax

Nuwax AI is an enterprise-grade AI Agent Development and Operation Platform that helps you easily build and deploy your private Agentic AI solutions.
  • hightopics#2
    Add topics emphasizing 'platform' and 'self-hosted' nature

    Why:

    CURRENT
    a2a, agent, agent-os, agent-sandbox, agentic, agentic-rag, agentos, application, chatbot, mcp, rag, skills, workflow
    COPY-PASTE FIX
    a2a, agent, agent-os, agent-sandbox, agentic, agentic-rag, agentos, application, chatbot, mcp, rag, skills, workflow, ai-platform, self-hosted, on-premise, enterprise-ai
  • mediumreadme#3
    Add a 'Nuwax vs. Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## Why Nuwax? (Nuwax vs. Cloud Services & Frameworks)' or '## Nuwax vs. Alternatives', explaining how Nuwax provides a complete, self-hostable platform solution compared to piecemeal frameworks or vendor-locked cloud offerings.

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 nuwax-ai/nuwax
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure OpenAI Service
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure OpenAI Service · recommended 1×
  2. Azure AI Studio · recommended 1×
  3. Azure Machine Learning · recommended 1×
  4. Google Cloud Vertex AI · recommended 1×
  5. Vertex AI Generative AI Studio · recommended 1×
  • CATEGORY QUERY
    How can I quickly develop and deploy enterprise-grade AI agents with a complete ecosystem?
    you: not recommended
    AI recommended (in order):
    1. Azure OpenAI Service
    2. Azure AI Studio
    3. Azure Machine Learning
    4. Google Cloud Vertex AI
    5. Vertex AI Generative AI Studio
    6. AWS Bedrock
    7. Amazon SageMaker
    8. Hugging Face
    9. Hugging Face Hub
    10. Transformers library (huggingface/transformers)
    11. Hugging Face Inference Endpoints
    12. LangChain (langchain-ai/langchain)
    13. DataRobot

    AI recommended 13 alternatives but never named nuwax-ai/nuwax. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms simplify building and managing complex agentic AI applications with RAG and plugins?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Azure AI Studio
    4. Google Cloud Vertex AI Agent Builder
    5. OpenAI Assistants API
    6. Hugging Face Transformers Agents
    7. FlowiseAI

    AI recommended 7 alternatives but never named nuwax-ai/nuwax. 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 nuwax-ai/nuwax?
    pass
    AI named nuwax-ai/nuwax explicitly

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

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

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

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