RRepoGEO

REPOGEO REPORT · LITE

UnicomAI/wanwu

Default branch main · commit 5ce55eac · scanned 5/13/2026, 2:12:16 AM

GitHub: 2,514 stars · 97 forks

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 UnicomAI/wanwu, 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's opening statement for clarity

    Why:

    CURRENT
    The **Yuanjing Wanwu AI Agent Platform** is an **enterprise-oriented**, **one-stop**, and **commercial-license-friendlyagent development platform**, dedicated to providing enterprises with secure, efficient, and compliant one-stop AI solutions.
    COPY-PASTE FIX
    The Yuanjing Wanwu AI Agent Platform is an enterprise-grade, multi-tenant solution for building and managing intelligent AI agents, complex workflows, and RAG applications.
  • mediumtopics#2
    Add specific enterprise and platform topics

    Why:

    CURRENT
    agent, agentic-ai, agentic-framework, ai, ai-agent, ai-agent-development-framework, ai-agents-framework, development, genai, golang, llm, mcp, open-ai, rag, wanwu, workflow
    COPY-PASTE FIX
    agent, agentic-ai, agentic-framework, ai, ai-agent, ai-agent-development-framework, ai-agents-framework, development, enterprise-ai, genai, golang, llm, mcp, model-management, multi-tenant, open-ai, rag, wanwu, workflow
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL (e.g., `https://unicomai.github.io/wanwu` or `https://www.unicomai.com/wanwu`).

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 UnicomAI/wanwu
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Vertex AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Vertex AI · recommended 2×
  2. H2O.ai AI Cloud · recommended 2×
  3. LangChain · recommended 1×
  4. Microsoft Azure AI Services · recommended 1×
  5. AWS AI Services · recommended 1×
  • CATEGORY QUERY
    How to build enterprise-grade AI agents and RAG applications with integrated workflow automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Azure AI Services
    3. AWS AI Services
    4. Google Cloud AI Platform
    5. Azure OpenAI Service
    6. Azure AI Search
    7. AWS Bedrock
    8. Amazon Kendra
    9. Google Cloud Vertex AI
    10. Google Cloud Search
    11. Microsoft Power Automate
    12. Azure Logic Apps
    13. AWS Step Functions
    14. Google Cloud Workflows
    15. LlamaIndex
    16. OpenAI Assistants API
    17. Zapier
    18. Make (formerly Integromat)
    19. Hugging Face Transformers/Agents
    20. transformers
    21. huggingface_hub
    22. Chroma
    23. Weaviate
    24. Pinecone
    25. Apache Airflow
    26. Prefect
    27. DataRobot AI Platform
    28. H2O.ai AI Cloud
    29. UiPath AI Center
    30. Automation Anywhere Automation 360

    AI recommended 30 alternatives but never named UnicomAI/wanwu. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best multi-tenant AI agent development platforms for enterprise model management?
    you: not recommended
    AI recommended (in order):
    1. Azure Machine Learning
    2. Google Cloud Vertex AI
    3. Amazon SageMaker
    4. Databricks Lakehouse Platform
    5. MLflow
    6. Domino Data Lab
    7. H2O.ai AI Cloud

    AI recommended 7 alternatives but never named UnicomAI/wanwu. 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 UnicomAI/wanwu?
    pass
    AI named UnicomAI/wanwu explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite