RRepoGEO

REPOGEO REPORT · LITE

Kotlin/kotlin-agent-skills

Default branch main · commit daf0a035 · scanned 6/14/2026, 10:27:35 AM

GitHub: 843 stars · 29 forks

AI VISIBILITY SCORE
33 /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
2 / 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 Kotlin/kotlin-agent-skills, 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 the README's opening statement to clarify its purpose for AI agent frameworks

    Why:

    CURRENT
    A collection of AI agent skills useful for projects using the Kotlin language.
    COPY-PASTE FIX
    This repository provides a curated collection of pre-built AI agent skills for Kotlin developers, designed for seamless integration into AI agent frameworks and platforms.
  • mediumtopics#2
    Add more specific topics related to AI agents and frameworks

    Why:

    CURRENT
    kotlin, skills
    COPY-PASTE FIX
    kotlin, skills, ai-agents, agent-frameworks, generative-ai, backend-development, tooling
  • mediumreadme#3
    Add a 'Comparison' section to differentiate from generic AI APIs and clients

    Why:

    COPY-PASTE FIX
    ## Comparison to other AI tools and APIs

This repository provides a collection of pre-built skills for AI agents written in Kotlin. It is not a standalone AI API (like OpenAI API or Google Gemini API), nor is it a generic HTTP client library (like Ktor Client or Fuel). Instead, it offers ready-to-use functional components designed to extend the capabilities of AI agent frameworks and platforms, specifically for Kotlin-based projects.

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 Kotlin/kotlin-agent-skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Ktor Client · recommended 2×
  3. Hugging Face Transformers · recommended 2×
  4. Google Cloud AI Platform · recommended 1×
  5. AWS AI Services · recommended 1×
  • CATEGORY QUERY
    How can I integrate pre-built AI agent capabilities into my Kotlin development workflow?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud AI Platform
    2. AWS AI Services
    3. Azure AI Services
    4. OpenAI API
    5. Retrofit
    6. OkHttp
    7. Ktor Client
    8. openai-kotlin
    9. Hugging Face Transformers
    10. Jep
    11. Py4J
    12. ONNX Runtime
    13. Keras
    14. TensorFlow Lite
    15. TensorFlow Serving

    AI recommended 15 alternatives but never named Kotlin/kotlin-agent-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for AI agent assistance with common backend development tasks in Kotlin.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Ktor Client
    3. Fuel
    4. GitHub Copilot
    5. Google Gemini API
    6. Hugging Face Transformers
    7. Tabnine

    AI recommended 7 alternatives but never named Kotlin/kotlin-agent-skills. 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 Kotlin/kotlin-agent-skills?
    pass
    AI did not name Kotlin/kotlin-agent-skills — 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 Kotlin/kotlin-agent-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Kotlin/kotlin-agent-skills 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 Kotlin/kotlin-agent-skills solve, and who is the primary audience?
    pass
    AI named Kotlin/kotlin-agent-skills explicitly

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

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Kotlin/kotlin-agent-skills — 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