RRepoGEO

REPOGEO REPORT · LITE

fluentlc/claude-code-4j

Default branch main · commit d663f5a2 · scanned 5/8/2026, 3:01:06 AM

GitHub: 132 stars · 6 forks

AI VISIBILITY SCORE
15 /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
0 / 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 fluentlc/claude-code-4j, 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 improve categorization

    Why:

    COPY-PASTE FIX
    java, ai-agent, llm, framework, embeddable, openai-api, anthropic-api, spring-boot
  • highreadme#2
    Strengthen README's opening to clarify its unique category

    Why:

    CURRENT
    **可嵌入任何 Java 应用的 AI Agent 引擎 — CLI · REST API · Web Playground**
    COPY-PASTE FIX
    **claude-code-java is an embeddable AI Agent engine for Java applications, offering a complete framework to build intelligent features with LLMs like Claude and OpenAI. Unlike general-purpose LLM clients, it focuses on the full agent lifecycle, providing CLI, REST API, and a Web Playground out-of-the-box.**
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/fluentlc/claude-code-4j

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 fluentlc/claude-code-4j
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain4j
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain4j · recommended 2×
  2. Spring AI · recommended 2×
  3. Deeplearning4j (DL4J) · recommended 2×
  4. Hugging Face Transformers · recommended 2×
  5. OpenAI Java Library · recommended 1×
  • CATEGORY QUERY
    Looking for an embeddable AI agent framework to build intelligent features within Java apps.
    you: not recommended
    AI recommended (in order):
    1. LangChain4j
    2. Spring AI
    3. Deeplearning4j (DL4J)
    4. OpenAI Java Library
    5. Hugging Face Transformers
    6. ONNX Runtime Java API
    7. JNA
    8. Apache UIMA (Unstructured Information Management Architecture)

    AI recommended 8 alternatives but never named fluentlc/claude-code-4j. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for a Java-based AI agent engine supporting multiple LLM APIs?
    you: not recommended
    AI recommended (in order):
    1. LangChain4j
    2. Spring AI
    3. Dify
    4. FlowiseAI
    5. Hugging Face Transformers
    6. Deeplearning4j (DL4J)

    AI recommended 6 alternatives but never named fluentlc/claude-code-4j. 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 fluentlc/claude-code-4j?
    pass
    AI did not name fluentlc/claude-code-4j — 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 fluentlc/claude-code-4j in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name fluentlc/claude-code-4j — 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?

  • In one sentence, what problem does the repo fluentlc/claude-code-4j solve, and who is the primary audience?
    pass
    AI did not name fluentlc/claude-code-4j — 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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fluentlc/claude-code-4j — 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