RRepoGEO

REPOGEO REPORT · LITE

bootkit-io/bootkit

Default branch master · commit 50c961ea · scanned 6/14/2026, 9:02:12 AM

GitHub: 558 stars · 27 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 bootkit-io/bootkit, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 to explicitly clarify the project's domain

    Why:

    CURRENT
    # BootKit Framework

BootKit is a powerful framework that acts as an add-on for Spring Boot, designed to enhance modern enterprise applications built with Java. You can add BootKit to an existing Spring Boot application to boost developer experience, reduce boilerplate, and seamlessly adopt cloud native patterns.
    COPY-PASTE FIX
    # BootKit: An Enterprise Framework for Spring Boot Applications

BootKit is a powerful add-on framework for Spring Boot, specifically designed to enhance modern enterprise applications built with Java. Unlike low-level bootloaders or security tools, BootKit focuses on boosting developer experience, reducing boilerplate, and seamlessly adopting cloud-native patterns within your existing Spring Boot projects.
  • mediumabout#2
    Clarify the 'About' description to prevent miscategorization

    Why:

    CURRENT
    Powerful framework that acts as an add-on for Spring Boot, designed to enhance modern enterprise applications built with Java
    COPY-PASTE FIX
    An enterprise-grade add-on framework for Spring Boot, BootKit enhances modern Java applications by boosting developer experience, reducing boilerplate, and enabling cloud-native patterns. Not a low-level bootloader or security tool.

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 bootkit-io/bootkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Spring Cloud
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Spring Cloud · recommended 2×
  2. kubernetes/kubernetes · recommended 1×
  3. Docker · recommended 1×
  4. prometheus/prometheus · recommended 1×
  5. grafana/grafana · recommended 1×
  • CATEGORY QUERY
    How to enhance Spring Boot applications for better developer experience and cloud native features?
    you: not recommended
    AI recommended (in order):
    1. Spring Cloud
    2. Kubernetes (kubernetes/kubernetes)
    3. Docker
    4. Prometheus (prometheus/prometheus)
    5. Grafana (grafana/grafana)
    6. OpenTelemetry
    7. Spring Cloud Sleuth (spring-cloud/spring-cloud-sleuth)
    8. Zipkin (openzipkin/zipkin)
    9. Testcontainers (testcontainers/testcontainers-java)
    10. JHipster (jhipster/jhipster-framework)

    AI recommended 10 alternatives but never named bootkit-io/bootkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks can I use to add advanced features to existing Java Spring Boot projects?
    you: not recommended
    AI recommended (in order):
    1. Spring Cloud
    2. Apache Kafka
    3. Quarkus
    4. Micronaut
    5. Camunda Platform
    6. Apache Camel

    AI recommended 6 alternatives but never named bootkit-io/bootkit. 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 bootkit-io/bootkit?
    pass
    AI named bootkit-io/bootkit explicitly

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

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