RRepoGEO

REPOGEO REPORT · LITE

alibaba/spring-ai-alibaba

Default branch main · commit 2b2eb393 · scanned 5/9/2026, 8:06:27 AM

GitHub: 9,520 stars · 2,116 forks

AI VISIBILITY SCORE
27 /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
1 / 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 alibaba/spring-ai-alibaba, 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 H3 to specify Spring AI and Alibaba Cloud integration

    Why:

    CURRENT
    <h3 align="center">A production-ready framework for building Agentic, Workflow, and Multi-agent applications.</h3>
    COPY-PASTE FIX
    <h3 align="center">A production-ready <b>Spring AI</b> framework for building Agentic, Workflow, and Multi-agent applications, leveraging <b>Alibaba Cloud's</b> AI services.</h3>
  • mediumabout#2
    Update the repository description for clarity

    Why:

    CURRENT
    Agentic AI Framework for Java Developers
    COPY-PASTE FIX
    Agentic AI Framework for Java Developers, integrating Spring AI with Alibaba Cloud's AI services.
  • lowreadme#3
    Add a concise problem statement to the README

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the main H3: "This `spring-ai-alibaba` framework empowers Java developers to build sophisticated AI agents and workflows, leveraging Spring AI's capabilities with Alibaba Cloud's robust AI services."

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 alibaba/spring-ai-alibaba
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
JADE (Java Agent Development Framework)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. JADE (Java Agent Development Framework) · recommended 1×
  2. SPADE (Smart Python multi-Agent Development Environment) · recommended 1×
  3. Apache MINA (Multipurpose Infrastructure for Network Applications) · recommended 1×
  4. Akka · recommended 1×
  5. Spring Framework · recommended 1×
  • CATEGORY QUERY
    How can I build multi-agent AI applications using a Java framework?
    you: not recommended
    AI recommended (in order):
    1. JADE (Java Agent Development Framework)
    2. SPADE (Smart Python multi-Agent Development Environment)
    3. Apache MINA (Multipurpose Infrastructure for Network Applications)
    4. Akka
    5. Spring Framework

    AI recommended 5 alternatives but never named alibaba/spring-ai-alibaba. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best frameworks for developing complex AI agent workflows in Java?
    you: not recommended
    AI recommended (in order):
    1. Spring AI (spring-projects/spring-ai)
    2. LangChain4j (langchain4j/langchain4j)
    3. JADE
    4. Akka (akka/akka)
    5. Quarkus AI (quarkusio/quarkus-ai)
    6. Apache Camel (apache/camel)

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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