RRepoGEO

REPOGEO REPORT · LITE

opensolon/solon

Default branch main · commit 8f464e58 · scanned 6/25/2026, 8:17:07 AM

GitHub: 2,749 stars · 261 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 opensolon/solon, 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 H1 and opening paragraph to highlight core differentiators

    Why:

    CURRENT
    <h1 align="center" style="text-align:center;">Solon</h1><p align="center"><strong>Java enterprise application development framework for full scenario</strong><br/><strong>Restrained, Efficient, Open</strong></p>
    COPY-PASTE FIX
    <h1 align="center" style="text-align:center;">Solon: The Lightweight, High-Performance Java Microservice & Web Framework</h1><p align="center"><strong>A modern, reflection-free Java framework for building ultra-fast, memory-efficient microservices and web applications. Designed as a powerful, Spring-compatible alternative, Solon leverages compile-time code generation for unparalleled performance and startup speed.</strong></p>
  • mediumabout#2
    Refine the repository description for keyword density and conciseness

    Why:

    CURRENT
    🔥 Java enterprise application development framework for full scenario: Restrained, Efficient, Open, Ecologicalll!!! 700% higher concurrency 50% memory savings Startup is 10 times faster. Packing 90% smaller; Compatible with java8 ~ java25; Supports LTS. (Replaceable spring)
    COPY-PASTE FIX
    Solon: A lightweight, high-performance Java microservice and web framework. Achieve 700% higher concurrency, 50% memory savings, and 10x faster startup. Compatible with Java 8-25 LTS. A powerful, reflection-free Spring alternative.
  • mediumtopics#3
    Add "compile-time" and "reflection-free" to topics

    Why:

    CURRENT
    aop-framework, ioc-framework, java, llm, mcp-server, microservice, miro-framework, modelcontextprotocol, no-servlet, no-spring, openai, plugin, remoting, rest-api, rpc, solon, solon-cloud, web-framework
    COPY-PASTE FIX
    aop-framework, compile-time, ioc-framework, java, llm, mcp-server, microservice, miro-framework, modelcontextprotocol, no-servlet, no-spring, openai, plugin, reflection-free, remoting, rest-api, rpc, solon, solon-cloud, web-framework

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 opensolon/solon
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Quarkus
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Quarkus · recommended 2×
  2. Micronaut · recommended 2×
  3. Spring Boot · recommended 2×
  4. GraalVM Native Image · recommended 1×
  5. Helidon · recommended 1×
  • CATEGORY QUERY
    What are high-performance Java frameworks for microservices with fast startup and low memory?
    you: not recommended
    AI recommended (in order):
    1. Quarkus
    2. Micronaut
    3. Spring Boot
    4. GraalVM Native Image
    5. Helidon
    6. Vert.x

    AI recommended 6 alternatives but never named opensolon/solon. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a lightweight Java web framework with AOP/IOC, supporting modern and LTS Java versions.
    you: not recommended
    AI recommended (in order):
    1. Micronaut
    2. Quarkus
    3. Spring Boot
    4. Javalin
    5. Spark Framework

    AI recommended 5 alternatives but never named opensolon/solon. 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 opensolon/solon?
    pass
    AI named opensolon/solon explicitly

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

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