RRepoGEO

REPOGEO REPORT · LITE

ksenxx/kiss_ai

Default branch main · commit 8f97560b · scanned 6/4/2026, 2:48:01 AM

GitHub: 514 stars · 19 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 ksenxx/kiss_ai, 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 the repository

    Why:

    COPY-PASTE FIX
    ai-agent, coding-assistant, llm, vs-code-extension, local-llm, software-development, python
  • mediumhomepage#2
    Add the project homepage URL

    Why:

    COPY-PASTE FIX
    https://kisssorcar.github.io/
  • mediumreadme#3
    Clarify the existing license in the README's License section

    Why:

    COPY-PASTE FIX
    Add a clear statement to the 'License' section of the README, such as: 'This project uses a custom license. Please refer to the `LICENSE` file in the repository root for the full terms and conditions.'

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 ksenxx/kiss_ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenDevin
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenDevin · recommended 1×
  2. AutoGPT · recommended 1×
  3. AgentGPT · recommended 1×
  4. GPT-Engineer · recommended 1×
  5. Smol-Developer · recommended 1×
  • CATEGORY QUERY
    What are the best open-source AI coding agents for local development with custom API keys?
    you: not recommended
    AI recommended (in order):
    1. OpenDevin
    2. AutoGPT
    3. AgentGPT
    4. GPT-Engineer
    5. Smol-Developer
    6. CrewAI

    AI recommended 6 alternatives but never named ksenxx/kiss_ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a powerful AI assistant for software development, ideally as a VS Code extension.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Codeium
    4. Tabnine
    5. Amazon CodeWhisperer
    6. Continue

    AI recommended 6 alternatives but never named ksenxx/kiss_ai. 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 ksenxx/kiss_ai?
    pass
    AI named ksenxx/kiss_ai explicitly

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

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

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

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ksenxx/kiss_ai — 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