RRepoGEO

REPOGEO REPORT · LITE

jobrunr/JavaClaw

Default branch main · commit 9a70571a · scanned 5/30/2026, 7:03:05 AM

GitHub: 675 stars · 145 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 jobrunr/JavaClaw, 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
    Remove or rephrase the 'NOTE' about JobRunr's original purpose in the README introduction

    Why:

    CURRENT
    > NOTE: this project was originally created as a demo to show the use of JobRunr, JavaClaw is now an open invitation to the Java community, let’s build the future of Java-based AI agents together ☕.
    COPY-PASTE FIX
    (Remove this note entirely from the introduction, or move it to a 'Motivation' or 'Acknowledgements' section if historical context is desired, ensuring it doesn't overshadow the current purpose.)
  • hightopics#2
    Expand repository topics to include AI assistant keywords

    Why:

    CURRENT
    java, jobrunr, openclaw
    COPY-PASTE FIX
    java, jobrunr, openclaw, ai-assistant, llm, generative-ai, ai-agent, self-hosted, local-ai, spring-ai, spring-boot
  • mediumabout#3
    Refine the repository description to emphasize its AI assistant nature

    Why:

    CURRENT
    JavaClaw, a Java version of OpenClaw built on Spring Boot, Spring AI and JobRunr
    COPY-PASTE FIX
    JavaClaw: A self-hosted, multi-channel AI assistant framework for Java, powered by Spring Boot, Spring AI, and JobRunr for robust task management.

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 jobrunr/JavaClaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Spring Boot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Spring Boot · recommended 2×
  2. Quarkus · recommended 2×
  3. Micronaut · recommended 2×
  4. Stanford CoreNLP · recommended 1×
  5. H2 Database · recommended 1×
  • CATEGORY QUERY
    How to build a local, self-hosted AI assistant with task management in Java?
    you: not recommended
    AI recommended (in order):
    1. Spring Boot
    2. Stanford CoreNLP
    3. H2 Database
    4. Apache OpenNLP
    5. Quarkus
    6. Micronaut
    7. Javalin
    8. SQLite

    AI recommended 8 alternatives but never named jobrunr/JavaClaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Java framework to integrate LLMs with multi-channel communication and shell access.
    you: not recommended
    AI recommended (in order):
    1. Spring AI
    2. Spring Boot
    3. OpenAI
    4. Azure OpenAI
    5. Google Gemini
    6. Hugging Face
    7. Spring WebFlux/MVC
    8. Spring Integration
    9. Spring Cloud Stream
    10. Kafka
    11. RabbitMQ
    12. JSch
    13. LangChain4j
    14. Python LangChain
    15. Apache Camel
    16. JAX-RS/Servlet
    17. Quarkus
    18. RestClient
    19. SmallRye Reactive Messaging
    20. AMQP
    21. Micronaut
    22. JHipster
    23. Angular
    24. React
    25. Vue

    AI recommended 25 alternatives but never named jobrunr/JavaClaw. 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 jobrunr/JavaClaw?
    pass
    AI named jobrunr/JavaClaw explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of jobrunr/JavaClaw. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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jobrunr/JavaClaw — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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